US20140162900A1 - Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems - Google Patents
Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems Download PDFInfo
- Publication number
- US20140162900A1 US20140162900A1 US14/167,917 US201414167917A US2014162900A1 US 20140162900 A1 US20140162900 A1 US 20140162900A1 US 201414167917 A US201414167917 A US 201414167917A US 2014162900 A1 US2014162900 A1 US 2014162900A1
- Authority
- US
- United States
- Prior art keywords
- compounds
- labeled
- isotope
- molecules
- interest
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Abandoned
Links
- 150000001875 compounds Chemical class 0.000 title claims abstract description 218
- 238000000034 method Methods 0.000 title claims abstract description 144
- 231100000331 toxic Toxicity 0.000 title claims abstract description 17
- 230000002588 toxic effect Effects 0.000 title claims abstract description 17
- 238000013537 high throughput screening Methods 0.000 title claims abstract description 15
- 230000009471 action Effects 0.000 title claims description 45
- 230000001225 therapeutic effect Effects 0.000 title description 27
- 238000011002 quantification Methods 0.000 title 1
- 230000004907 flux Effects 0.000 claims abstract description 79
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 claims abstract description 66
- 239000003814 drug Substances 0.000 claims abstract description 66
- 201000010099 disease Diseases 0.000 claims abstract description 64
- 239000000203 mixture Substances 0.000 claims abstract description 61
- 229940079593 drug Drugs 0.000 claims abstract description 60
- 239000000758 substrate Substances 0.000 claims abstract description 26
- 238000012216 screening Methods 0.000 claims abstract description 17
- XLYOFNOQVPJJNP-ZSJDYOACSA-N heavy water Substances [2H]O[2H] XLYOFNOQVPJJNP-ZSJDYOACSA-N 0.000 claims description 95
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 79
- 230000015572 biosynthetic process Effects 0.000 claims description 77
- 238000003786 synthesis reaction Methods 0.000 claims description 77
- 150000001413 amino acids Chemical class 0.000 claims description 75
- 108090000623 proteins and genes Proteins 0.000 claims description 48
- 102000004169 proteins and genes Human genes 0.000 claims description 44
- 230000015556 catabolic process Effects 0.000 claims description 40
- 230000000155 isotopic effect Effects 0.000 claims description 38
- 102000008186 Collagen Human genes 0.000 claims description 23
- 108010035532 Collagen Proteins 0.000 claims description 23
- 239000003795 chemical substances by application Substances 0.000 claims description 23
- 229920001436 collagen Polymers 0.000 claims description 23
- 210000004185 liver Anatomy 0.000 claims description 22
- 238000005259 measurement Methods 0.000 claims description 21
- 239000003181 biological factor Substances 0.000 claims description 19
- 230000002285 radioactive effect Effects 0.000 claims description 17
- 238000004949 mass spectrometry Methods 0.000 claims description 12
- 102000004196 processed proteins & peptides Human genes 0.000 claims description 10
- 108090000765 processed proteins & peptides Proteins 0.000 claims description 10
- 238000010171 animal model Methods 0.000 claims description 7
- 230000008859 change Effects 0.000 claims description 7
- 208000019425 cirrhosis of liver Diseases 0.000 claims description 5
- 230000007882 cirrhosis Effects 0.000 claims description 4
- 206010019668 Hepatic fibrosis Diseases 0.000 claims description 2
- 231100000832 liver cell necrosis Toxicity 0.000 claims description 2
- 230000036569 collagen breakdown Effects 0.000 claims 1
- 230000037353 metabolic pathway Effects 0.000 abstract description 55
- 230000000694 effects Effects 0.000 abstract description 34
- 230000031018 biological processes and functions Effects 0.000 abstract description 6
- 230000002195 synergetic effect Effects 0.000 abstract description 4
- 238000001514 detection method Methods 0.000 abstract description 3
- 238000012790 confirmation Methods 0.000 abstract description 2
- 239000002243 precursor Substances 0.000 description 130
- 241000124008 Mammalia Species 0.000 description 79
- 210000004027 cell Anatomy 0.000 description 77
- 229940024606 amino acid Drugs 0.000 description 75
- 235000001014 amino acid Nutrition 0.000 description 74
- 241001465754 Metazoa Species 0.000 description 62
- 210000001519 tissue Anatomy 0.000 description 62
- PEDCQBHIVMGVHV-UHFFFAOYSA-N Glycerine Chemical compound OCC(O)CO PEDCQBHIVMGVHV-UHFFFAOYSA-N 0.000 description 54
- 241000700159 Rattus Species 0.000 description 51
- 239000008103 glucose Substances 0.000 description 48
- 235000018102 proteins Nutrition 0.000 description 43
- 238000002372 labelling Methods 0.000 description 41
- WQZGKKKJIJFFOK-GASJEMHNSA-N Glucose Natural products OC[C@H]1OC(O)[C@H](O)[C@@H](O)[C@@H]1O WQZGKKKJIJFFOK-GASJEMHNSA-N 0.000 description 39
- 239000000194 fatty acid Substances 0.000 description 38
- 108020004414 DNA Proteins 0.000 description 35
- 235000014113 dietary fatty acids Nutrition 0.000 description 34
- 229930195729 fatty acid Natural products 0.000 description 34
- 150000004665 fatty acids Chemical class 0.000 description 34
- 210000000476 body water Anatomy 0.000 description 31
- 241000699670 Mus sp. Species 0.000 description 30
- 150000002632 lipids Chemical class 0.000 description 30
- 230000037361 pathway Effects 0.000 description 26
- 235000000346 sugar Nutrition 0.000 description 24
- -1 for example Substances 0.000 description 23
- UFTFJSFQGQCHQW-UHFFFAOYSA-N triformin Chemical compound O=COCC(OC=O)COC=O UFTFJSFQGQCHQW-UHFFFAOYSA-N 0.000 description 23
- 230000004663 cell proliferation Effects 0.000 description 22
- YASAKCUCGLMORW-UHFFFAOYSA-N Rosiglitazone Chemical compound C=1C=CC=NC=1N(C)CCOC(C=C1)=CC=C1CC1SC(=O)NC1=O YASAKCUCGLMORW-UHFFFAOYSA-N 0.000 description 20
- 150000001720 carbohydrates Chemical class 0.000 description 20
- 235000014633 carbohydrates Nutrition 0.000 description 20
- 229920000642 polymer Polymers 0.000 description 20
- 229920002683 Glycosaminoglycan Polymers 0.000 description 19
- 241000282414 Homo sapiens Species 0.000 description 19
- HVYWMOMLDIMFJA-DPAQBDIFSA-N cholesterol Chemical compound C1C=C2C[C@@H](O)CC[C@]2(C)[C@@H]2[C@@H]1[C@@H]1CC[C@H]([C@H](C)CCCC(C)C)[C@@]1(C)CC2 HVYWMOMLDIMFJA-DPAQBDIFSA-N 0.000 description 19
- 238000004458 analytical method Methods 0.000 description 18
- 150000002772 monosaccharides Chemical class 0.000 description 18
- 102000004190 Enzymes Human genes 0.000 description 17
- 108090000790 Enzymes Proteins 0.000 description 17
- 229940088598 enzyme Drugs 0.000 description 17
- 238000002290 gas chromatography-mass spectrometry Methods 0.000 description 17
- 208000027205 Congenital disease Diseases 0.000 description 16
- NKANXQFJJICGDU-QPLCGJKRSA-N Tamoxifen Chemical compound C=1C=CC=CC=1C(/CC)=C(C=1C=CC(OCCN(C)C)=CC=1)/C1=CC=CC=C1 NKANXQFJJICGDU-QPLCGJKRSA-N 0.000 description 16
- 208000037919 acquired disease Diseases 0.000 description 16
- 210000001789 adipocyte Anatomy 0.000 description 16
- 210000004556 brain Anatomy 0.000 description 16
- 229910002092 carbon dioxide Inorganic materials 0.000 description 16
- 229910052739 hydrogen Inorganic materials 0.000 description 16
- 239000002207 metabolite Substances 0.000 description 16
- 239000000523 sample Substances 0.000 description 16
- 230000006820 DNA synthesis Effects 0.000 description 15
- 241000283984 Rodentia Species 0.000 description 15
- 238000006243 chemical reaction Methods 0.000 description 15
- 238000004817 gas chromatography Methods 0.000 description 15
- 125000004435 hydrogen atom Chemical group [H]* 0.000 description 15
- 238000001727 in vivo Methods 0.000 description 15
- 230000008569 process Effects 0.000 description 15
- 239000000047 product Substances 0.000 description 15
- 238000004364 calculation method Methods 0.000 description 14
- 150000005829 chemical entities Chemical class 0.000 description 14
- 238000009826 distribution Methods 0.000 description 14
- 239000002158 endotoxin Substances 0.000 description 14
- 230000008556 epithelial cell proliferation Effects 0.000 description 14
- 239000001257 hydrogen Substances 0.000 description 14
- 238000010348 incorporation Methods 0.000 description 14
- 229920006008 lipopolysaccharide Polymers 0.000 description 14
- 239000005715 Fructose Substances 0.000 description 13
- 241000699666 Mus <mouse, genus> Species 0.000 description 13
- 238000013459 approach Methods 0.000 description 13
- 150000002500 ions Chemical class 0.000 description 13
- 239000000126 substance Substances 0.000 description 13
- 230000007306 turnover Effects 0.000 description 13
- LFQSCWFLJHTTHZ-UHFFFAOYSA-N Ethanol Chemical compound CCO LFQSCWFLJHTTHZ-UHFFFAOYSA-N 0.000 description 12
- UFHFLCQGNIYNRP-UHFFFAOYSA-N Hydrogen Chemical compound [H][H] UFHFLCQGNIYNRP-UHFFFAOYSA-N 0.000 description 12
- 210000004369 blood Anatomy 0.000 description 12
- 239000008280 blood Substances 0.000 description 12
- 238000002955 isolation Methods 0.000 description 12
- 230000035755 proliferation Effects 0.000 description 12
- 231100000419 toxicity Toxicity 0.000 description 12
- 230000001988 toxicity Effects 0.000 description 12
- CURLTUGMZLYLDI-UHFFFAOYSA-N Carbon dioxide Chemical compound O=C=O CURLTUGMZLYLDI-UHFFFAOYSA-N 0.000 description 11
- 102000016611 Proteoglycans Human genes 0.000 description 11
- 108010067787 Proteoglycans Proteins 0.000 description 11
- 210000000577 adipose tissue Anatomy 0.000 description 11
- 235000005911 diet Nutrition 0.000 description 11
- 230000037213 diet Effects 0.000 description 11
- 150000004676 glycans Chemical class 0.000 description 11
- 239000002609 medium Substances 0.000 description 11
- 150000007523 nucleic acids Chemical class 0.000 description 11
- 229910052760 oxygen Inorganic materials 0.000 description 11
- 229920001282 polysaccharide Polymers 0.000 description 11
- 239000005017 polysaccharide Substances 0.000 description 11
- 230000004044 response Effects 0.000 description 11
- 241000894007 species Species 0.000 description 11
- 238000004809 thin layer chromatography Methods 0.000 description 11
- 241000282472 Canis lupus familiaris Species 0.000 description 10
- 229920001287 Chondroitin sulfate Polymers 0.000 description 10
- 229930091371 Fructose Natural products 0.000 description 10
- RFSUNEUAIZKAJO-ARQDHWQXSA-N Fructose Chemical compound OC[C@H]1O[C@](O)(CO)[C@@H](O)[C@@H]1O RFSUNEUAIZKAJO-ARQDHWQXSA-N 0.000 description 10
- QVGXLLKOCUKJST-UHFFFAOYSA-N atomic oxygen Chemical compound [O] QVGXLLKOCUKJST-UHFFFAOYSA-N 0.000 description 10
- 229940059329 chondroitin sulfate Drugs 0.000 description 10
- 230000034659 glycolysis Effects 0.000 description 10
- 201000006417 multiple sclerosis Diseases 0.000 description 10
- 210000002569 neuron Anatomy 0.000 description 10
- 102000039446 nucleic acids Human genes 0.000 description 10
- 108020004707 nucleic acids Proteins 0.000 description 10
- 239000001301 oxygen Substances 0.000 description 10
- 229960004586 rosiglitazone Drugs 0.000 description 10
- 238000011282 treatment Methods 0.000 description 10
- URAYPUMNDPQOKB-UHFFFAOYSA-N triacetin Chemical compound CC(=O)OCC(OC(C)=O)COC(C)=O URAYPUMNDPQOKB-UHFFFAOYSA-N 0.000 description 10
- SQDAZGGFXASXDW-UHFFFAOYSA-N 5-bromo-2-(trifluoromethoxy)pyridine Chemical compound FC(F)(F)OC1=CC=C(Br)C=N1 SQDAZGGFXASXDW-UHFFFAOYSA-N 0.000 description 9
- IIUZTXTZRGLYTI-UHFFFAOYSA-N Dihydrogriseofulvin Natural products COC1CC(=O)CC(C)C11C(=O)C(C(OC)=CC(OC)=C2Cl)=C2O1 IIUZTXTZRGLYTI-UHFFFAOYSA-N 0.000 description 9
- XEKOWRVHYACXOJ-UHFFFAOYSA-N Ethyl acetate Chemical compound CCOC(C)=O XEKOWRVHYACXOJ-UHFFFAOYSA-N 0.000 description 9
- IAJILQKETJEXLJ-UHFFFAOYSA-N Galacturonsaeure Natural products O=CC(O)C(O)C(O)C(O)C(O)=O IAJILQKETJEXLJ-UHFFFAOYSA-N 0.000 description 9
- UXWOXTQWVMFRSE-UHFFFAOYSA-N Griseoviridin Natural products O=C1OC(C)CC=C(C(NCC=CC=CC(O)CC(O)C2)=O)SCC1NC(=O)C1=COC2=N1 UXWOXTQWVMFRSE-UHFFFAOYSA-N 0.000 description 9
- 241000282412 Homo Species 0.000 description 9
- DDUHZTYCFQRHIY-UHFFFAOYSA-N Negwer: 6874 Natural products COC1=CC(=O)CC(C)C11C(=O)C(C(OC)=CC(OC)=C2Cl)=C2O1 DDUHZTYCFQRHIY-UHFFFAOYSA-N 0.000 description 9
- 241000288906 Primates Species 0.000 description 9
- WQZGKKKJIJFFOK-UKLRSMCWSA-N dextrose-2-13c Chemical compound OC[C@H]1OC(O)[13C@H](O)[C@@H](O)[C@@H]1O WQZGKKKJIJFFOK-UKLRSMCWSA-N 0.000 description 9
- 239000003925 fat Substances 0.000 description 9
- 235000019197 fats Nutrition 0.000 description 9
- 229930182830 galactose Natural products 0.000 description 9
- DDUHZTYCFQRHIY-RBHXEPJQSA-N griseofulvin Chemical compound COC1=CC(=O)C[C@@H](C)[C@@]11C(=O)C(C(OC)=CC(OC)=C2Cl)=C2O1 DDUHZTYCFQRHIY-RBHXEPJQSA-N 0.000 description 9
- 229960002867 griseofulvin Drugs 0.000 description 9
- 229920002674 hyaluronan Polymers 0.000 description 9
- 230000002503 metabolic effect Effects 0.000 description 9
- 239000008188 pellet Substances 0.000 description 9
- 239000012071 phase Substances 0.000 description 9
- 239000000333 selective estrogen receptor modulator Substances 0.000 description 9
- 238000003860 storage Methods 0.000 description 9
- 241000700199 Cavia porcellus Species 0.000 description 8
- 241000699800 Cricetinae Species 0.000 description 8
- DHMQDGOQFOQNFH-UHFFFAOYSA-N Glycine Chemical compound NCC(O)=O DHMQDGOQFOQNFH-UHFFFAOYSA-N 0.000 description 8
- 241000282898 Sus scrofa Species 0.000 description 8
- 230000001851 biosynthetic effect Effects 0.000 description 8
- 235000012000 cholesterol Nutrition 0.000 description 8
- 230000007423 decrease Effects 0.000 description 8
- 238000007876 drug discovery Methods 0.000 description 8
- 238000003304 gavage Methods 0.000 description 8
- 238000003198 gene knock in Methods 0.000 description 8
- 238000003209 gene knockout Methods 0.000 description 8
- 239000007924 injection Substances 0.000 description 8
- 238000002347 injection Methods 0.000 description 8
- 230000004766 neurogenesis Effects 0.000 description 8
- 229960001603 tamoxifen Drugs 0.000 description 8
- 230000009261 transgenic effect Effects 0.000 description 8
- KIUKXJAPPMFGSW-DNGZLQJQSA-N (2S,3S,4S,5R,6R)-6-[(2S,3R,4R,5S,6R)-3-Acetamido-2-[(2S,3S,4R,5R,6R)-6-[(2R,3R,4R,5S,6R)-3-acetamido-2,5-dihydroxy-6-(hydroxymethyl)oxan-4-yl]oxy-2-carboxy-4,5-dihydroxyoxan-3-yl]oxy-5-hydroxy-6-(hydroxymethyl)oxan-4-yl]oxy-3,4,5-trihydroxyoxane-2-carboxylic acid Chemical compound CC(=O)N[C@H]1[C@H](O)O[C@H](CO)[C@@H](O)[C@@H]1O[C@H]1[C@H](O)[C@@H](O)[C@H](O[C@H]2[C@@H]([C@@H](O[C@H]3[C@@H]([C@@H](O)[C@H](O)[C@H](O3)C(O)=O)O)[C@H](O)[C@@H](CO)O2)NC(C)=O)[C@@H](C(O)=O)O1 KIUKXJAPPMFGSW-DNGZLQJQSA-N 0.000 description 7
- ASJSAQIRZKANQN-CRCLSJGQSA-N 2-deoxy-D-ribose Chemical group OC[C@@H](O)[C@@H](O)CC=O ASJSAQIRZKANQN-CRCLSJGQSA-N 0.000 description 7
- 239000004471 Glycine Substances 0.000 description 7
- OVRNDRQMDRJTHS-CBQIKETKSA-N N-Acetyl-D-Galactosamine Chemical compound CC(=O)N[C@H]1[C@@H](O)O[C@H](CO)[C@H](O)[C@@H]1O OVRNDRQMDRJTHS-CBQIKETKSA-N 0.000 description 7
- MBLBDJOUHNCFQT-UHFFFAOYSA-N N-acetyl-D-galactosamine Natural products CC(=O)NC(C=O)C(O)C(O)C(O)CO MBLBDJOUHNCFQT-UHFFFAOYSA-N 0.000 description 7
- LEBBDRXHHNYZIA-LDUWYPJVSA-N [(2s,3r,4s,5r,6r)-3,4,5-trihydroxy-6-(hydroxymethyl)oxan-2-yl] n-[(z)-1,3-dihydroxyoctadec-4-en-2-yl]carbamate Chemical compound CCCCCCCCCCCCC\C=C/C(O)C(CO)NC(=O)O[C@@H]1O[C@H](CO)[C@H](O)[C@H](O)[C@H]1O LEBBDRXHHNYZIA-LDUWYPJVSA-N 0.000 description 7
- HSFWRNGVRCDJHI-UHFFFAOYSA-N alpha-acetylene Natural products C#C HSFWRNGVRCDJHI-UHFFFAOYSA-N 0.000 description 7
- WQZGKKKJIJFFOK-VFUOTHLCSA-N beta-D-glucose Chemical compound OC[C@H]1O[C@@H](O)[C@H](O)[C@@H](O)[C@@H]1O WQZGKKKJIJFFOK-VFUOTHLCSA-N 0.000 description 7
- 239000012472 biological sample Substances 0.000 description 7
- 229930183167 cerebroside Natural products 0.000 description 7
- 230000018109 developmental process Effects 0.000 description 7
- 150000002016 disaccharides Chemical class 0.000 description 7
- 125000002534 ethynyl group Chemical group [H]C#C* 0.000 description 7
- 239000007789 gas Substances 0.000 description 7
- 229960003160 hyaluronic acid Drugs 0.000 description 7
- 238000006460 hydrolysis reaction Methods 0.000 description 7
- 150000003904 phospholipids Chemical class 0.000 description 7
- 230000004481 post-translational protein modification Effects 0.000 description 7
- 238000000926 separation method Methods 0.000 description 7
- 238000012360 testing method Methods 0.000 description 7
- 210000002700 urine Anatomy 0.000 description 7
- QTBSBXVTEAMEQO-UHFFFAOYSA-M Acetate Chemical compound CC([O-])=O QTBSBXVTEAMEQO-UHFFFAOYSA-M 0.000 description 6
- WFDIJRYMOXRFFG-UHFFFAOYSA-N Acetic anhydride Chemical compound CC(=O)OC(C)=O WFDIJRYMOXRFFG-UHFFFAOYSA-N 0.000 description 6
- 101710137189 Amyloid-beta A4 protein Proteins 0.000 description 6
- 102100022704 Amyloid-beta precursor protein Human genes 0.000 description 6
- 101710151993 Amyloid-beta precursor protein Proteins 0.000 description 6
- HEDRZPFGACZZDS-UHFFFAOYSA-N Chloroform Chemical compound ClC(Cl)Cl HEDRZPFGACZZDS-UHFFFAOYSA-N 0.000 description 6
- 229920002527 Glycogen Polymers 0.000 description 6
- 229930186217 Glycolipid Natural products 0.000 description 6
- 229920002971 Heparan sulfate Polymers 0.000 description 6
- IAJILQKETJEXLJ-QTBDOELSSA-N aldehydo-D-glucuronic acid Chemical compound O=C[C@H](O)[C@@H](O)[C@H](O)[C@H](O)C(O)=O IAJILQKETJEXLJ-QTBDOELSSA-N 0.000 description 6
- DZHSAHHDTRWUTF-SIQRNXPUSA-N amyloid-beta polypeptide 42 Chemical compound C([C@@H](C(=O)N[C@@H](C)C(=O)N[C@@H](CCC(O)=O)C(=O)N[C@@H](CC(O)=O)C(=O)N[C@H](C(=O)NCC(=O)N[C@@H](CO)C(=O)N[C@@H](CC(N)=O)C(=O)N[C@@H](CCCCN)C(=O)NCC(=O)N[C@@H](C)C(=O)N[C@H](C(=O)N[C@@H]([C@@H](C)CC)C(=O)NCC(=O)N[C@@H](CC(C)C)C(=O)N[C@@H](CCSC)C(=O)N[C@@H](C(C)C)C(=O)NCC(=O)NCC(=O)N[C@@H](C(C)C)C(=O)N[C@@H](C(C)C)C(=O)N[C@@H]([C@@H](C)CC)C(=O)N[C@@H](C)C(O)=O)[C@@H](C)CC)C(C)C)NC(=O)[C@H](CC=1C=CC=CC=1)NC(=O)[C@@H](NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CCCCN)NC(=O)[C@H](CCC(N)=O)NC(=O)[C@H](CC=1N=CNC=1)NC(=O)[C@H](CC=1N=CNC=1)NC(=O)[C@@H](NC(=O)[C@H](CCC(O)=O)NC(=O)[C@H](CC=1C=CC(O)=CC=1)NC(=O)CNC(=O)[C@H](CO)NC(=O)[C@H](CC(O)=O)NC(=O)[C@H](CC=1N=CNC=1)NC(=O)[C@H](CCCNC(N)=N)NC(=O)[C@H](CC=1C=CC=CC=1)NC(=O)[C@H](CCC(O)=O)NC(=O)[C@H](C)NC(=O)[C@@H](N)CC(O)=O)C(C)C)C(C)C)C1=CC=CC=C1 DZHSAHHDTRWUTF-SIQRNXPUSA-N 0.000 description 6
- 210000001185 bone marrow Anatomy 0.000 description 6
- 238000006555 catalytic reaction Methods 0.000 description 6
- 230000000875 corresponding effect Effects 0.000 description 6
- 239000003651 drinking water Substances 0.000 description 6
- 235000020188 drinking water Nutrition 0.000 description 6
- 238000009509 drug development Methods 0.000 description 6
- 239000011521 glass Substances 0.000 description 6
- 229940097043 glucuronic acid Drugs 0.000 description 6
- 229940096919 glycogen Drugs 0.000 description 6
- 230000007062 hydrolysis Effects 0.000 description 6
- 238000011534 incubation Methods 0.000 description 6
- NOESYZHRGYRDHS-UHFFFAOYSA-N insulin Chemical compound N1C(=O)C(NC(=O)C(CCC(N)=O)NC(=O)C(CCC(O)=O)NC(=O)C(C(C)C)NC(=O)C(NC(=O)CN)C(C)CC)CSSCC(C(NC(CO)C(=O)NC(CC(C)C)C(=O)NC(CC=2C=CC(O)=CC=2)C(=O)NC(CCC(N)=O)C(=O)NC(CC(C)C)C(=O)NC(CCC(O)=O)C(=O)NC(CC(N)=O)C(=O)NC(CC=2C=CC(O)=CC=2)C(=O)NC(CSSCC(NC(=O)C(C(C)C)NC(=O)C(CC(C)C)NC(=O)C(CC=2C=CC(O)=CC=2)NC(=O)C(CC(C)C)NC(=O)C(C)NC(=O)C(CCC(O)=O)NC(=O)C(C(C)C)NC(=O)C(CC(C)C)NC(=O)C(CC=2NC=NC=2)NC(=O)C(CO)NC(=O)CNC2=O)C(=O)NCC(=O)NC(CCC(O)=O)C(=O)NC(CCCNC(N)=N)C(=O)NCC(=O)NC(CC=3C=CC=CC=3)C(=O)NC(CC=3C=CC=CC=3)C(=O)NC(CC=3C=CC(O)=CC=3)C(=O)NC(C(C)O)C(=O)N3C(CCC3)C(=O)NC(CCCCN)C(=O)NC(C)C(O)=O)C(=O)NC(CC(N)=O)C(O)=O)=O)NC(=O)C(C(C)CC)NC(=O)C(CO)NC(=O)C(C(C)O)NC(=O)C1CSSCC2NC(=O)C(CC(C)C)NC(=O)C(NC(=O)C(CCC(N)=O)NC(=O)C(CC(N)=O)NC(=O)C(NC(=O)C(N)CC=1C=CC=CC=1)C(C)C)CC1=CN=CN1 NOESYZHRGYRDHS-UHFFFAOYSA-N 0.000 description 6
- 239000007788 liquid Substances 0.000 description 6
- 231100000706 no observed effect level Toxicity 0.000 description 6
- 229960004622 raloxifene Drugs 0.000 description 6
- GZUITABIAKMVPG-UHFFFAOYSA-N raloxifene Chemical compound C1=CC(O)=CC=C1C1=C(C(=O)C=2C=CC(OCCN3CCCCC3)=CC=2)C2=CC=C(O)C=C2S1 GZUITABIAKMVPG-UHFFFAOYSA-N 0.000 description 6
- 229940095743 selective estrogen receptor modulator Drugs 0.000 description 6
- 239000000243 solution Substances 0.000 description 6
- 150000008163 sugars Chemical class 0.000 description 6
- 230000009897 systematic effect Effects 0.000 description 6
- RWQNBRDOKXIBIV-UHFFFAOYSA-N thymine Chemical compound CC1=CNC(=O)NC1=O RWQNBRDOKXIBIV-UHFFFAOYSA-N 0.000 description 6
- 208000001072 type 2 diabetes mellitus Diseases 0.000 description 6
- QGZKDVFQNNGYKY-UHFFFAOYSA-N Ammonia Chemical compound N QGZKDVFQNNGYKY-UHFFFAOYSA-N 0.000 description 5
- VFRROHXSMXFLSN-UHFFFAOYSA-N Glc6P Natural products OP(=O)(O)OCC(O)C(O)C(O)C(O)C=O VFRROHXSMXFLSN-UHFFFAOYSA-N 0.000 description 5
- 102000057621 Glycerol kinases Human genes 0.000 description 5
- 108700016170 Glycerol kinases Proteins 0.000 description 5
- 206010022489 Insulin Resistance Diseases 0.000 description 5
- JVTAAEKCZFNVCJ-UHFFFAOYSA-M Lactate Chemical compound CC(O)C([O-])=O JVTAAEKCZFNVCJ-UHFFFAOYSA-M 0.000 description 5
- OVRNDRQMDRJTHS-UHFFFAOYSA-N N-acelyl-D-glucosamine Natural products CC(=O)NC1C(O)OC(CO)C(O)C1O OVRNDRQMDRJTHS-UHFFFAOYSA-N 0.000 description 5
- OVRNDRQMDRJTHS-FMDGEEDCSA-N N-acetyl-beta-D-glucosamine Chemical compound CC(=O)N[C@H]1[C@H](O)O[C@H](CO)[C@@H](O)[C@@H]1O OVRNDRQMDRJTHS-FMDGEEDCSA-N 0.000 description 5
- MBLBDJOUHNCFQT-LXGUWJNJSA-N N-acetylglucosamine Natural products CC(=O)N[C@@H](C=O)[C@@H](O)[C@H](O)[C@H](O)CO MBLBDJOUHNCFQT-LXGUWJNJSA-N 0.000 description 5
- 206010028980 Neoplasm Diseases 0.000 description 5
- 108010078762 Protein Precursors Proteins 0.000 description 5
- 102000014961 Protein Precursors Human genes 0.000 description 5
- VYPSYNLAJGMNEJ-UHFFFAOYSA-N Silicium dioxide Chemical compound O=[Si]=O VYPSYNLAJGMNEJ-UHFFFAOYSA-N 0.000 description 5
- PPQRONHOSHZGFQ-LMVFSUKVSA-N aldehydo-D-ribose 5-phosphate Chemical compound OP(=O)(O)OC[C@@H](O)[C@@H](O)[C@@H](O)C=O PPQRONHOSHZGFQ-LMVFSUKVSA-N 0.000 description 5
- 238000003556 assay Methods 0.000 description 5
- 239000011324 bead Substances 0.000 description 5
- 230000037396 body weight Effects 0.000 description 5
- 229910052799 carbon Inorganic materials 0.000 description 5
- 150000001784 cerebrosides Chemical class 0.000 description 5
- 238000002648 combination therapy Methods 0.000 description 5
- 238000001212 derivatisation Methods 0.000 description 5
- 238000003795 desorption Methods 0.000 description 5
- 206010012601 diabetes mellitus Diseases 0.000 description 5
- 229940000406 drug candidate Drugs 0.000 description 5
- 239000003596 drug target Substances 0.000 description 5
- 230000002255 enzymatic effect Effects 0.000 description 5
- 239000012634 fragment Substances 0.000 description 5
- 235000013773 glyceryl triacetate Nutrition 0.000 description 5
- 238000000338 in vitro Methods 0.000 description 5
- 230000003993 interaction Effects 0.000 description 5
- 210000005229 liver cell Anatomy 0.000 description 5
- 238000004519 manufacturing process Methods 0.000 description 5
- 230000004784 molecular pathogenesis Effects 0.000 description 5
- 239000000178 monomer Substances 0.000 description 5
- 210000003205 muscle Anatomy 0.000 description 5
- 229950006780 n-acetylglucosamine Drugs 0.000 description 5
- 201000008482 osteoarthritis Diseases 0.000 description 5
- 238000000746 purification Methods 0.000 description 5
- 238000005070 sampling Methods 0.000 description 5
- 210000003491 skin Anatomy 0.000 description 5
- 239000002904 solvent Substances 0.000 description 5
- 229960002622 triacetin Drugs 0.000 description 5
- 108091032973 (ribonucleotides)n+m Proteins 0.000 description 4
- KDCGOANMDULRCW-UHFFFAOYSA-N 7H-purine Chemical compound N1=CNC2=NC=NC2=C1 KDCGOANMDULRCW-UHFFFAOYSA-N 0.000 description 4
- 208000024827 Alzheimer disease Diseases 0.000 description 4
- IJGRMHOSHXDMSA-UHFFFAOYSA-N Atomic nitrogen Chemical compound N#N IJGRMHOSHXDMSA-UHFFFAOYSA-N 0.000 description 4
- BVKZGUZCCUSVTD-UHFFFAOYSA-M Bicarbonate Chemical compound OC([O-])=O BVKZGUZCCUSVTD-UHFFFAOYSA-M 0.000 description 4
- NBSCHQHZLSJFNQ-GASJEMHNSA-N D-Glucose 6-phosphate Chemical compound OC1O[C@H](COP(O)(O)=O)[C@@H](O)[C@H](O)[C@H]1O NBSCHQHZLSJFNQ-GASJEMHNSA-N 0.000 description 4
- 102000053602 DNA Human genes 0.000 description 4
- 208000016192 Demyelinating disease Diseases 0.000 description 4
- 206010012305 Demyelination Diseases 0.000 description 4
- YZCKVEUIGOORGS-OUBTZVSYSA-N Deuterium Chemical compound [2H] YZCKVEUIGOORGS-OUBTZVSYSA-N 0.000 description 4
- 206010016654 Fibrosis Diseases 0.000 description 4
- 102000003886 Glycoproteins Human genes 0.000 description 4
- 108090000288 Glycoproteins Proteins 0.000 description 4
- 239000012981 Hank's balanced salt solution Substances 0.000 description 4
- PIWKPBJCKXDKJR-UHFFFAOYSA-N Isoflurane Chemical compound FC(F)OC(Cl)C(F)(F)F PIWKPBJCKXDKJR-UHFFFAOYSA-N 0.000 description 4
- 229920000288 Keratan sulfate Polymers 0.000 description 4
- QNAYBMKLOCPYGJ-REOHCLBHSA-N L-alanine Chemical compound C[C@H](N)C(O)=O QNAYBMKLOCPYGJ-REOHCLBHSA-N 0.000 description 4
- 102000016267 Leptin Human genes 0.000 description 4
- 108010092277 Leptin Proteins 0.000 description 4
- FAPWRFPIFSIZLT-UHFFFAOYSA-M Sodium chloride Chemical compound [Na+].[Cl-] FAPWRFPIFSIZLT-UHFFFAOYSA-M 0.000 description 4
- QAOWNCQODCNURD-UHFFFAOYSA-L Sulfate Chemical compound [O-]S([O-])(=O)=O QAOWNCQODCNURD-UHFFFAOYSA-L 0.000 description 4
- IQFYYKKMVGJFEH-XLPZGREQSA-N Thymidine Chemical compound O=C1NC(=O)C(C)=CN1[C@@H]1O[C@H](CO)[C@@H](O)C1 IQFYYKKMVGJFEH-XLPZGREQSA-N 0.000 description 4
- 239000002253 acid Substances 0.000 description 4
- OIRDTQYFTABQOQ-KQYNXXCUSA-N adenosine Chemical compound C1=NC=2C(N)=NC=NC=2N1[C@@H]1O[C@H](CO)[C@@H](O)[C@H]1O OIRDTQYFTABQOQ-KQYNXXCUSA-N 0.000 description 4
- 235000004279 alanine Nutrition 0.000 description 4
- 239000008346 aqueous phase Substances 0.000 description 4
- 239000013060 biological fluid Substances 0.000 description 4
- 239000000090 biomarker Substances 0.000 description 4
- 229920001222 biopolymer Polymers 0.000 description 4
- 201000011510 cancer Diseases 0.000 description 4
- 239000003153 chemical reaction reagent Substances 0.000 description 4
- OPTASPLRGRRNAP-UHFFFAOYSA-N cytosine Chemical compound NC=1C=CNC(=O)N=1 OPTASPLRGRRNAP-UHFFFAOYSA-N 0.000 description 4
- 229910052805 deuterium Inorganic materials 0.000 description 4
- 238000010586 diagram Methods 0.000 description 4
- 239000000539 dimer Substances 0.000 description 4
- 238000000132 electrospray ionisation Methods 0.000 description 4
- 239000012530 fluid Substances 0.000 description 4
- 235000013305 food Nutrition 0.000 description 4
- 230000002414 glycolytic effect Effects 0.000 description 4
- 150000002337 glycosamines Chemical class 0.000 description 4
- UYTPUPDQBNUYGX-UHFFFAOYSA-N guanine Chemical compound O=C1NC(N)=NC2=C1N=CN2 UYTPUPDQBNUYGX-UHFFFAOYSA-N 0.000 description 4
- 210000002216 heart Anatomy 0.000 description 4
- 210000003494 hepatocyte Anatomy 0.000 description 4
- 238000004128 high performance liquid chromatography Methods 0.000 description 4
- 239000007928 intraperitoneal injection Substances 0.000 description 4
- 229960002725 isoflurane Drugs 0.000 description 4
- 229940039781 leptin Drugs 0.000 description 4
- NRYBAZVQPHGZNS-ZSOCWYAHSA-N leptin Chemical compound O=C([C@H](CO)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CC(O)=O)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CCC(N)=O)NC(=O)[C@H](CC=1C2=CC=CC=C2NC=1)NC(=O)[C@H](CC(C)C)NC(=O)[C@@H](NC(=O)[C@H](CC(O)=O)NC(=O)[C@H](CCC(N)=O)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CO)NC(=O)CNC(=O)[C@H](CCC(N)=O)NC(=O)[C@@H](N)CC(C)C)CCSC)N1CCC[C@H]1C(=O)NCC(=O)N[C@@H](CS)C(O)=O NRYBAZVQPHGZNS-ZSOCWYAHSA-N 0.000 description 4
- 230000004130 lipolysis Effects 0.000 description 4
- 210000004698 lymphocyte Anatomy 0.000 description 4
- 125000002496 methyl group Chemical group [H]C([H])([H])* 0.000 description 4
- 239000002773 nucleotide Substances 0.000 description 4
- 125000003729 nucleotide group Chemical group 0.000 description 4
- 125000004430 oxygen atom Chemical group O* 0.000 description 4
- 229940124606 potential therapeutic agent Drugs 0.000 description 4
- 238000001243 protein synthesis Methods 0.000 description 4
- 238000011160 research Methods 0.000 description 4
- 206010039073 rheumatoid arthritis Diseases 0.000 description 4
- 150000003384 small molecules Chemical class 0.000 description 4
- 239000011780 sodium chloride Substances 0.000 description 4
- 238000002798 spectrophotometry method Methods 0.000 description 4
- 229940124597 therapeutic agent Drugs 0.000 description 4
- 230000007704 transition Effects 0.000 description 4
- 230000014616 translation Effects 0.000 description 4
- 150000003626 triacylglycerols Chemical class 0.000 description 4
- 230000004102 tricarboxylic acid cycle Effects 0.000 description 4
- 239000003981 vehicle Substances 0.000 description 4
- GZCGUPFRVQAUEE-MOLODFKWSA-N (2r,3s,4r,5r)-6,6-dideuterio-2,3,4,5,6-pentahydroxyhexanal Chemical compound [2H]C([2H])(O)[C@@H](O)[C@@H](O)[C@H](O)[C@@H](O)C=O GZCGUPFRVQAUEE-MOLODFKWSA-N 0.000 description 3
- RVHSTXJKKZWWDQ-UHFFFAOYSA-N 1,1,1,2-tetrabromoethane Chemical compound BrCC(Br)(Br)Br RVHSTXJKKZWWDQ-UHFFFAOYSA-N 0.000 description 3
- VOXZDWNPVJITMN-ZBRFXRBCSA-N 17β-estradiol Chemical compound OC1=CC=C2[C@H]3CC[C@](C)([C@H](CC4)O)[C@@H]4[C@@H]3CCC2=C1 VOXZDWNPVJITMN-ZBRFXRBCSA-N 0.000 description 3
- ZXWQZGROTQMXME-WXUJBLQXSA-N 2-hydroxy-n-[(e,2s,3r)-3-hydroxy-1-[(2r,3r,4s,5r,6r)-3,4,5-trihydroxy-6-(hydroxymethyl)oxan-2-yl]oxyoctadec-4-en-2-yl]tetracosanamide Chemical class CCCCCCCCCCCCCCCCCCCCCCC(O)C(=O)N[C@H]([C@H](O)\C=C\CCCCCCCCCCCCC)CO[C@@H]1O[C@H](CO)[C@H](O)[C@H](O)[C@H]1O ZXWQZGROTQMXME-WXUJBLQXSA-N 0.000 description 3
- 208000030507 AIDS Diseases 0.000 description 3
- QTBSBXVTEAMEQO-UHFFFAOYSA-N Acetic acid Chemical compound CC(O)=O QTBSBXVTEAMEQO-UHFFFAOYSA-N 0.000 description 3
- 229930024421 Adenine Natural products 0.000 description 3
- GFFGJBXGBJISGV-UHFFFAOYSA-N Adenine Chemical compound NC1=NC=NC2=C1N=CN2 GFFGJBXGBJISGV-UHFFFAOYSA-N 0.000 description 3
- 210000002237 B-cell of pancreatic islet Anatomy 0.000 description 3
- UHOVQNZJYSORNB-UHFFFAOYSA-N Benzene Chemical compound C1=CC=CC=C1 UHOVQNZJYSORNB-UHFFFAOYSA-N 0.000 description 3
- OKTJSMMVPCPJKN-UHFFFAOYSA-N Carbon Chemical compound [C] OKTJSMMVPCPJKN-UHFFFAOYSA-N 0.000 description 3
- GSXOAOHZAIYLCY-UHFFFAOYSA-N D-F6P Natural products OCC(=O)C(O)C(O)C(O)COP(O)(O)=O GSXOAOHZAIYLCY-UHFFFAOYSA-N 0.000 description 3
- KCXVZYZYPLLWCC-UHFFFAOYSA-N EDTA Chemical compound OC(=O)CN(CC(O)=O)CCN(CC(O)=O)CC(O)=O KCXVZYZYPLLWCC-UHFFFAOYSA-N 0.000 description 3
- 206010019280 Heart failures Diseases 0.000 description 3
- 208000031226 Hyperlipidaemia Diseases 0.000 description 3
- 108060003951 Immunoglobulin Proteins 0.000 description 3
- 102000004877 Insulin Human genes 0.000 description 3
- 108090001061 Insulin Proteins 0.000 description 3
- 102000011782 Keratins Human genes 0.000 description 3
- 108010076876 Keratins Proteins 0.000 description 3
- 108010052285 Membrane Proteins Proteins 0.000 description 3
- OKKJLVBELUTLKV-UHFFFAOYSA-N Methanol Chemical compound OC OKKJLVBELUTLKV-UHFFFAOYSA-N 0.000 description 3
- 208000008589 Obesity Diseases 0.000 description 3
- 208000001132 Osteoporosis Diseases 0.000 description 3
- 108010016731 PPAR gamma Proteins 0.000 description 3
- 102100038825 Peroxisome proliferator-activated receptor gamma Human genes 0.000 description 3
- 201000004681 Psoriasis Diseases 0.000 description 3
- 229920002472 Starch Polymers 0.000 description 3
- 229930006000 Sucrose Natural products 0.000 description 3
- CZMRCDWAGMRECN-UGDNZRGBSA-N Sucrose Chemical compound O[C@H]1[C@H](O)[C@@H](CO)O[C@@]1(CO)O[C@@H]1[C@H](O)[C@@H](O)[C@H](O)[C@@H](CO)O1 CZMRCDWAGMRECN-UGDNZRGBSA-N 0.000 description 3
- MRJWZGUJYIXMEU-SLPGGIOYSA-N [(2r,3s,4s,5r)-1,3,4,5-tetrahydroxy-6-oxohexan-2-yl] dihydrogen phosphate Chemical compound OP(=O)(O)O[C@H](CO)[C@@H](O)[C@H](O)[C@@H](O)C=O MRJWZGUJYIXMEU-SLPGGIOYSA-N 0.000 description 3
- 230000021736 acetylation Effects 0.000 description 3
- 238000006640 acetylation reaction Methods 0.000 description 3
- 229960000643 adenine Drugs 0.000 description 3
- 230000002411 adverse Effects 0.000 description 3
- WQZGKKKJIJFFOK-PHYPRBDBSA-N alpha-D-galactose Chemical compound OC[C@H]1O[C@H](O)[C@H](O)[C@@H](O)[C@H]1O WQZGKKKJIJFFOK-PHYPRBDBSA-N 0.000 description 3
- 150000001371 alpha-amino acids Chemical class 0.000 description 3
- 235000008206 alpha-amino acids Nutrition 0.000 description 3
- 239000000935 antidepressant agent Substances 0.000 description 3
- 239000002876 beta blocker Substances 0.000 description 3
- 229940097320 beta blocking agent Drugs 0.000 description 3
- BGWGXPAPYGQALX-ARQDHWQXSA-N beta-D-fructofuranose 6-phosphate Chemical compound OC[C@@]1(O)O[C@H](COP(O)(O)=O)[C@@H](O)[C@@H]1O BGWGXPAPYGQALX-ARQDHWQXSA-N 0.000 description 3
- SQVRNKJHWKZAKO-UHFFFAOYSA-N beta-N-Acetyl-D-neuraminic acid Natural products CC(=O)NC1C(O)CC(O)(C(O)=O)OC1C(O)C(O)CO SQVRNKJHWKZAKO-UHFFFAOYSA-N 0.000 description 3
- 229910052794 bromium Inorganic materials 0.000 description 3
- 210000000845 cartilage Anatomy 0.000 description 3
- 239000006285 cell suspension Substances 0.000 description 3
- 230000001413 cellular effect Effects 0.000 description 3
- 238000005119 centrifugation Methods 0.000 description 3
- 210000001072 colon Anatomy 0.000 description 3
- 238000006731 degradation reaction Methods 0.000 description 3
- 238000011161 development Methods 0.000 description 3
- 238000010790 dilution Methods 0.000 description 3
- 239000012895 dilution Substances 0.000 description 3
- 210000005168 endometrial cell Anatomy 0.000 description 3
- 238000005516 engineering process Methods 0.000 description 3
- 239000003797 essential amino acid Substances 0.000 description 3
- 235000020776 essential amino acid Nutrition 0.000 description 3
- 238000002474 experimental method Methods 0.000 description 3
- 235000019387 fatty acid methyl ester Nutrition 0.000 description 3
- 230000037406 food intake Effects 0.000 description 3
- 230000000971 hippocampal effect Effects 0.000 description 3
- 229940088597 hormone Drugs 0.000 description 3
- 239000005556 hormone Substances 0.000 description 3
- KIUKXJAPPMFGSW-MNSSHETKSA-N hyaluronan Chemical compound CC(=O)N[C@H]1[C@H](O)O[C@H](CO)[C@@H](O)C1O[C@H]1[C@H](O)[C@@H](O)[C@H](O[C@H]2[C@@H](C(O[C@H]3[C@@H]([C@@H](O)[C@H](O)[C@H](O3)C(O)=O)O)[C@H](O)[C@@H](CO)O2)NC(C)=O)[C@@H](C(O)=O)O1 KIUKXJAPPMFGSW-MNSSHETKSA-N 0.000 description 3
- 102000018358 immunoglobulin Human genes 0.000 description 3
- 229940125396 insulin Drugs 0.000 description 3
- 230000003834 intracellular effect Effects 0.000 description 3
- 238000007917 intracranial administration Methods 0.000 description 3
- 238000007912 intraperitoneal administration Methods 0.000 description 3
- 238000007913 intrathecal administration Methods 0.000 description 3
- 229910052740 iodine Inorganic materials 0.000 description 3
- 238000001948 isotopic labelling Methods 0.000 description 3
- KXCLCNHUUKTANI-RBIYJLQWSA-N keratan Chemical compound CC(=O)N[C@@H]1[C@@H](O)C[C@@H](COS(O)(=O)=O)O[C@H]1O[C@@H]1[C@@H](O)[C@H](O[C@@H]2[C@H](O[C@@H](O[C@H]3[C@H]([C@@H](COS(O)(=O)=O)O[C@@H](O)[C@@H]3O)O)[C@H](NC(C)=O)[C@H]2O)COS(O)(=O)=O)O[C@H](COS(O)(=O)=O)[C@@H]1O KXCLCNHUUKTANI-RBIYJLQWSA-N 0.000 description 3
- 210000002510 keratinocyte Anatomy 0.000 description 3
- 150000002576 ketones Chemical class 0.000 description 3
- 230000000670 limiting effect Effects 0.000 description 3
- 230000004132 lipogenesis Effects 0.000 description 3
- 238000004811 liquid chromatography Methods 0.000 description 3
- 238000005567 liquid scintillation counting Methods 0.000 description 3
- 229920002521 macromolecule Polymers 0.000 description 3
- 238000012423 maintenance Methods 0.000 description 3
- 210000005075 mammary gland Anatomy 0.000 description 3
- 239000011159 matrix material Substances 0.000 description 3
- 230000002438 mitochondrial effect Effects 0.000 description 3
- VLKZOEOYAKHREP-UHFFFAOYSA-N n-Hexane Chemical compound CCCCCC VLKZOEOYAKHREP-UHFFFAOYSA-N 0.000 description 3
- 229940127285 new chemical entity Drugs 0.000 description 3
- 229910052757 nitrogen Inorganic materials 0.000 description 3
- 239000002777 nucleoside Substances 0.000 description 3
- 125000003835 nucleoside group Chemical group 0.000 description 3
- 235000020824 obesity Nutrition 0.000 description 3
- 230000003647 oxidation Effects 0.000 description 3
- 238000007254 oxidation reaction Methods 0.000 description 3
- 230000000144 pharmacologic effect Effects 0.000 description 3
- 230000026731 phosphorylation Effects 0.000 description 3
- 238000006366 phosphorylation reaction Methods 0.000 description 3
- 239000004033 plastic Substances 0.000 description 3
- 102000040430 polynucleotide Human genes 0.000 description 3
- 108091033319 polynucleotide Proteins 0.000 description 3
- 239000002157 polynucleotide Substances 0.000 description 3
- 230000037452 priming Effects 0.000 description 3
- 210000000064 prostate epithelial cell Anatomy 0.000 description 3
- 230000005855 radiation Effects 0.000 description 3
- 230000009467 reduction Effects 0.000 description 3
- 229920002477 rna polymer Polymers 0.000 description 3
- 238000012453 sprague-dawley rat model Methods 0.000 description 3
- 239000008107 starch Substances 0.000 description 3
- 235000019698 starch Nutrition 0.000 description 3
- 150000003431 steroids Chemical class 0.000 description 3
- 239000005720 sucrose Substances 0.000 description 3
- 239000006228 supernatant Substances 0.000 description 3
- 210000001179 synovial fluid Anatomy 0.000 description 3
- 230000009466 transformation Effects 0.000 description 3
- 238000010200 validation analysis Methods 0.000 description 3
- JSPNNZKWADNWHI-PNANGNLXSA-N (2r)-2-hydroxy-n-[(2s,3r,4e,8e)-3-hydroxy-9-methyl-1-[(2r,3r,4s,5s,6r)-3,4,5-trihydroxy-6-(hydroxymethyl)oxan-2-yl]oxyoctadeca-4,8-dien-2-yl]heptadecanamide Chemical compound CCCCCCCCCCCCCCC[C@@H](O)C(=O)N[C@H]([C@H](O)\C=C\CC\C=C(/C)CCCCCCCCC)CO[C@@H]1O[C@H](CO)[C@@H](O)[C@H](O)[C@H]1O JSPNNZKWADNWHI-PNANGNLXSA-N 0.000 description 2
- GZCGUPFRVQAUEE-GVCCWPMGSA-N (2r,3s,4r,5r)-1-deuterio-2,3,4,5,6-pentahydroxyhexan-1-one Chemical compound [2H]C(=O)[C@H](O)[C@@H](O)[C@H](O)[C@H](O)CO GZCGUPFRVQAUEE-GVCCWPMGSA-N 0.000 description 2
- ZDXPYRJPNDTMRX-OGWWSMAPSA-N (2s)-5-amino-2-azanyl-5-oxopentanoic acid Chemical compound NC(=O)CC[C@H]([15NH2])C(O)=O ZDXPYRJPNDTMRX-OGWWSMAPSA-N 0.000 description 2
- LXJXRIRHZLFYRP-VKHMYHEASA-L (R)-2-Hydroxy-3-(phosphonooxy)-propanal Natural products O=C[C@H](O)COP([O-])([O-])=O LXJXRIRHZLFYRP-VKHMYHEASA-L 0.000 description 2
- OVRRJBSHBOXFQE-UHFFFAOYSA-N 1,1,2,2-tetrabromoethene Chemical group BrC(Br)=C(Br)Br OVRRJBSHBOXFQE-UHFFFAOYSA-N 0.000 description 2
- HPZMWTNATZPBIH-UHFFFAOYSA-N 1-methyladenine Chemical compound CN1C=NC2=NC=NC2=C1N HPZMWTNATZPBIH-UHFFFAOYSA-N 0.000 description 2
- RFLVMTUMFYRZCB-UHFFFAOYSA-N 1-methylguanine Chemical compound O=C1N(C)C(N)=NC2=C1N=CN2 RFLVMTUMFYRZCB-UHFFFAOYSA-N 0.000 description 2
- OWEGMIWEEQEYGQ-UHFFFAOYSA-N 100676-05-9 Natural products OC1C(O)C(O)C(CO)OC1OCC1C(O)C(O)C(O)C(OC2C(OC(O)C(O)C2O)CO)O1 OWEGMIWEEQEYGQ-UHFFFAOYSA-N 0.000 description 2
- YSAJFXWTVFGPAX-UHFFFAOYSA-N 2-[(2,4-dioxo-1h-pyrimidin-5-yl)oxy]acetic acid Chemical compound OC(=O)COC1=CNC(=O)NC1=O YSAJFXWTVFGPAX-UHFFFAOYSA-N 0.000 description 2
- MSWZFWKMSRAUBD-IVMDWMLBSA-N 2-amino-2-deoxy-D-glucopyranose Chemical compound N[C@H]1C(O)O[C@H](CO)[C@@H](O)[C@@H]1O MSWZFWKMSRAUBD-IVMDWMLBSA-N 0.000 description 2
- FZWGECJQACGGTI-UHFFFAOYSA-N 2-amino-7-methyl-1,7-dihydro-6H-purin-6-one Chemical compound NC1=NC(O)=C2N(C)C=NC2=N1 FZWGECJQACGGTI-UHFFFAOYSA-N 0.000 description 2
- OVONXEQGWXGFJD-UHFFFAOYSA-N 4-sulfanylidene-1h-pyrimidin-2-one Chemical compound SC=1C=CNC(=O)N=1 OVONXEQGWXGFJD-UHFFFAOYSA-N 0.000 description 2
- OIVLITBTBDPEFK-UHFFFAOYSA-N 5,6-dihydrouracil Chemical compound O=C1CCNC(=O)N1 OIVLITBTBDPEFK-UHFFFAOYSA-N 0.000 description 2
- WOVKYSAHUYNSMH-RRKCRQDMSA-N 5-bromodeoxyuridine Chemical compound C1[C@H](O)[C@@H](CO)O[C@H]1N1C(=O)NC(=O)C(Br)=C1 WOVKYSAHUYNSMH-RRKCRQDMSA-N 0.000 description 2
- DCPSTSVLRXOYGS-UHFFFAOYSA-N 6-amino-1h-pyrimidine-2-thione Chemical compound NC1=CC=NC(S)=N1 DCPSTSVLRXOYGS-UHFFFAOYSA-N 0.000 description 2
- ZCYVEMRRCGMTRW-UHFFFAOYSA-N 7553-56-2 Chemical compound [I] ZCYVEMRRCGMTRW-UHFFFAOYSA-N 0.000 description 2
- 239000005541 ACE inhibitor Substances 0.000 description 2
- 201000004384 Alopecia Diseases 0.000 description 2
- GUBGYTABKSRVRQ-XLOQQCSPSA-N Alpha-Lactose Chemical compound O[C@@H]1[C@@H](O)[C@@H](O)[C@@H](CO)O[C@H]1O[C@@H]1[C@@H](CO)O[C@H](O)[C@H](O)[C@H]1O GUBGYTABKSRVRQ-XLOQQCSPSA-N 0.000 description 2
- 102000013455 Amyloid beta-Peptides Human genes 0.000 description 2
- 108010090849 Amyloid beta-Peptides Proteins 0.000 description 2
- 206010002383 Angina Pectoris Diseases 0.000 description 2
- 208000035143 Bacterial infection Diseases 0.000 description 2
- 206010006187 Breast cancer Diseases 0.000 description 2
- 208000026310 Breast neoplasm Diseases 0.000 description 2
- WKBOTKDWSSQWDR-UHFFFAOYSA-N Bromine atom Chemical compound [Br] WKBOTKDWSSQWDR-UHFFFAOYSA-N 0.000 description 2
- 239000005997 Calcium carbide Substances 0.000 description 2
- 229940127291 Calcium channel antagonist Drugs 0.000 description 2
- 206010007559 Cardiac failure congestive Diseases 0.000 description 2
- 241000700198 Cavia Species 0.000 description 2
- RKWGIWYCVPQPMF-UHFFFAOYSA-N Chloropropamide Chemical compound CCCNC(=O)NS(=O)(=O)C1=CC=C(Cl)C=C1 RKWGIWYCVPQPMF-UHFFFAOYSA-N 0.000 description 2
- 208000017667 Chronic Disease Diseases 0.000 description 2
- 102000029816 Collagenase Human genes 0.000 description 2
- 108060005980 Collagenase Proteins 0.000 description 2
- 206010009944 Colon cancer Diseases 0.000 description 2
- 102000004127 Cytokines Human genes 0.000 description 2
- 108090000695 Cytokines Proteins 0.000 description 2
- LXJXRIRHZLFYRP-VKHMYHEASA-N D-glyceraldehyde 3-phosphate Chemical compound O=C[C@H](O)COP(O)(O)=O LXJXRIRHZLFYRP-VKHMYHEASA-N 0.000 description 2
- 238000007399 DNA isolation Methods 0.000 description 2
- 102000016911 Deoxyribonucleases Human genes 0.000 description 2
- 108010053770 Deoxyribonucleases Proteins 0.000 description 2
- 208000002249 Diabetes Complications Diseases 0.000 description 2
- 206010012655 Diabetic complications Diseases 0.000 description 2
- RTZKZFJDLAIYFH-UHFFFAOYSA-N Diethyl ether Chemical compound CCOCC RTZKZFJDLAIYFH-UHFFFAOYSA-N 0.000 description 2
- 208000030453 Drug-Related Side Effects and Adverse reaction Diseases 0.000 description 2
- 239000006144 Dulbecco’s modified Eagle's medium Substances 0.000 description 2
- 238000002965 ELISA Methods 0.000 description 2
- 241000282326 Felis catus Species 0.000 description 2
- 208000036119 Frailty Diseases 0.000 description 2
- 229940121710 HMGCoA reductase inhibitor Drugs 0.000 description 2
- NTYJJOPFIAHURM-UHFFFAOYSA-N Histamine Chemical compound NCCC1=CN=CN1 NTYJJOPFIAHURM-UHFFFAOYSA-N 0.000 description 2
- LCWXJXMHJVIJFK-UHFFFAOYSA-N Hydroxylysine Natural products NCC(O)CC(N)CC(O)=O LCWXJXMHJVIJFK-UHFFFAOYSA-N 0.000 description 2
- PMMYEEVYMWASQN-DMTCNVIQSA-N Hydroxyproline Chemical compound O[C@H]1CN[C@H](C(O)=O)C1 PMMYEEVYMWASQN-DMTCNVIQSA-N 0.000 description 2
- CKLJMWTZIZZHCS-REOHCLBHSA-N L-aspartic acid Chemical compound OC(=O)[C@@H](N)CC(O)=O CKLJMWTZIZZHCS-REOHCLBHSA-N 0.000 description 2
- WHUUTDBJXJRKMK-VKHMYHEASA-N L-glutamic acid Chemical compound OC(=O)[C@@H](N)CCC(O)=O WHUUTDBJXJRKMK-VKHMYHEASA-N 0.000 description 2
- ROHFNLRQFUQHCH-YFKPBYRVSA-N L-leucine Chemical compound CC(C)C[C@H](N)C(O)=O ROHFNLRQFUQHCH-YFKPBYRVSA-N 0.000 description 2
- FBOZXECLQNJBKD-ZDUSSCGKSA-N L-methotrexate Chemical compound C=1N=C2N=C(N)N=C(N)C2=NC=1CN(C)C1=CC=C(C(=O)N[C@@H](CCC(O)=O)C(O)=O)C=C1 FBOZXECLQNJBKD-ZDUSSCGKSA-N 0.000 description 2
- GUBGYTABKSRVRQ-QKKXKWKRSA-N Lactose Natural products OC[C@H]1O[C@@H](O[C@H]2[C@H](O)[C@@H](O)C(O)O[C@@H]2CO)[C@H](O)[C@@H](O)[C@H]1O GUBGYTABKSRVRQ-QKKXKWKRSA-N 0.000 description 2
- ROHFNLRQFUQHCH-UHFFFAOYSA-N Leucine Natural products CC(C)CC(N)C(O)=O ROHFNLRQFUQHCH-UHFFFAOYSA-N 0.000 description 2
- 206010049287 Lipodystrophy acquired Diseases 0.000 description 2
- GUBGYTABKSRVRQ-PICCSMPSSA-N Maltose Natural products O[C@@H]1[C@@H](O)[C@H](O)[C@@H](CO)O[C@@H]1O[C@@H]1[C@@H](CO)OC(O)[C@H](O)[C@H]1O GUBGYTABKSRVRQ-PICCSMPSSA-N 0.000 description 2
- 102000018697 Membrane Proteins Human genes 0.000 description 2
- BAVYZALUXZFZLV-UHFFFAOYSA-N Methylamine Chemical compound NC BAVYZALUXZFZLV-UHFFFAOYSA-N 0.000 description 2
- 108020005196 Mitochondrial DNA Proteins 0.000 description 2
- 102000006404 Mitochondrial Proteins Human genes 0.000 description 2
- 108010058682 Mitochondrial Proteins Proteins 0.000 description 2
- 102000007298 Mucin-1 Human genes 0.000 description 2
- 108010008707 Mucin-1 Proteins 0.000 description 2
- 208000034578 Multiple myelomas Diseases 0.000 description 2
- 241001529936 Murinae Species 0.000 description 2
- 102000006386 Myelin Proteins Human genes 0.000 description 2
- 108010083674 Myelin Proteins Proteins 0.000 description 2
- 102000003505 Myosin Human genes 0.000 description 2
- 108060008487 Myosin Proteins 0.000 description 2
- 208000036110 Neuroinflammatory disease Diseases 0.000 description 2
- 108091028043 Nucleic acid sequence Proteins 0.000 description 2
- 239000004677 Nylon Substances 0.000 description 2
- 108090000526 Papain Proteins 0.000 description 2
- 208000018737 Parkinson disease Diseases 0.000 description 2
- 206010035226 Plasma cell myeloma Diseases 0.000 description 2
- KNAHARQHSZJURB-UHFFFAOYSA-N Propylthiouracile Chemical compound CCCC1=CC(=O)NC(=S)N1 KNAHARQHSZJURB-UHFFFAOYSA-N 0.000 description 2
- 206010060862 Prostate cancer Diseases 0.000 description 2
- 208000000236 Prostatic Neoplasms Diseases 0.000 description 2
- 239000004365 Protease Substances 0.000 description 2
- JUJWROOIHBZHMG-UHFFFAOYSA-N Pyridine Chemical compound C1=CC=NC=C1 JUJWROOIHBZHMG-UHFFFAOYSA-N 0.000 description 2
- CZPWVGJYEJSRLH-UHFFFAOYSA-N Pyrimidine Chemical compound C1=CN=CN=C1 CZPWVGJYEJSRLH-UHFFFAOYSA-N 0.000 description 2
- LCTONWCANYUPML-UHFFFAOYSA-M Pyruvate Chemical compound CC(=O)C([O-])=O LCTONWCANYUPML-UHFFFAOYSA-M 0.000 description 2
- 206010039710 Scleroderma Diseases 0.000 description 2
- 229930182558 Sterol Natural products 0.000 description 2
- 229940100389 Sulfonylurea Drugs 0.000 description 2
- 210000001744 T-lymphocyte Anatomy 0.000 description 2
- MUMGGOZAMZWBJJ-DYKIIFRCSA-N Testostosterone Chemical compound O=C1CC[C@]2(C)[C@H]3CC[C@](C)([C@H](CC4)O)[C@@H]4[C@@H]3CCC2=C1 MUMGGOZAMZWBJJ-DYKIIFRCSA-N 0.000 description 2
- 229940123464 Thiazolidinedione Drugs 0.000 description 2
- 238000009825 accumulation Methods 0.000 description 2
- BLAKAEFIFWAFGH-UHFFFAOYSA-N acetyl acetate;pyridine Chemical compound C1=CC=NC=C1.CC(=O)OC(C)=O BLAKAEFIFWAFGH-UHFFFAOYSA-N 0.000 description 2
- ZSLZBFCDCINBPY-ZSJPKINUSA-N acetyl-CoA Chemical compound O[C@@H]1[C@H](OP(O)(O)=O)[C@@H](COP(O)(=O)OP(O)(=O)OCC(C)(C)[C@@H](O)C(=O)NCCC(=O)NCCSC(=O)C)O[C@H]1N1C2=NC=NC(N)=C2N=C1 ZSLZBFCDCINBPY-ZSJPKINUSA-N 0.000 description 2
- 238000005903 acid hydrolysis reaction Methods 0.000 description 2
- 230000011759 adipose tissue development Effects 0.000 description 2
- 150000001299 aldehydes Chemical class 0.000 description 2
- AEMOLEFTQBMNLQ-WAXACMCWSA-N alpha-D-glucuronic acid Chemical compound O[C@H]1O[C@H](C(O)=O)[C@@H](O)[C@H](O)[C@H]1O AEMOLEFTQBMNLQ-WAXACMCWSA-N 0.000 description 2
- 125000003277 amino group Chemical group 0.000 description 2
- 230000033115 angiogenesis Effects 0.000 description 2
- 229940044094 angiotensin-converting-enzyme inhibitor Drugs 0.000 description 2
- 230000003042 antagnostic effect Effects 0.000 description 2
- MWPLVEDNUUSJAV-UHFFFAOYSA-N anthracene Chemical compound C1=CC=CC2=CC3=CC=CC=C3C=C21 MWPLVEDNUUSJAV-UHFFFAOYSA-N 0.000 description 2
- 230000000118 anti-neoplastic effect Effects 0.000 description 2
- 230000001028 anti-proliverative effect Effects 0.000 description 2
- 229940005513 antidepressants Drugs 0.000 description 2
- 229940030600 antihypertensive agent Drugs 0.000 description 2
- 239000002220 antihypertensive agent Substances 0.000 description 2
- 239000002246 antineoplastic agent Substances 0.000 description 2
- 229940009098 aspartate Drugs 0.000 description 2
- 206010003549 asthenia Diseases 0.000 description 2
- 239000012298 atmosphere Substances 0.000 description 2
- 125000004429 atom Chemical group 0.000 description 2
- 208000022362 bacterial infectious disease Diseases 0.000 description 2
- 230000008901 benefit Effects 0.000 description 2
- MSWZFWKMSRAUBD-UHFFFAOYSA-N beta-D-galactosamine Natural products NC1C(O)OC(CO)C(O)C1O MSWZFWKMSRAUBD-UHFFFAOYSA-N 0.000 description 2
- GUBGYTABKSRVRQ-QUYVBRFLSA-N beta-maltose Chemical compound OC[C@H]1O[C@H](O[C@H]2[C@H](O)[C@@H](O)[C@H](O)O[C@@H]2CO)[C@H](O)[C@@H](O)[C@@H]1O GUBGYTABKSRVRQ-QUYVBRFLSA-N 0.000 description 2
- 239000003613 bile acid Substances 0.000 description 2
- 230000008238 biochemical pathway Effects 0.000 description 2
- 230000008512 biological response Effects 0.000 description 2
- 238000001574 biopsy Methods 0.000 description 2
- 230000006696 biosynthetic metabolic pathway Effects 0.000 description 2
- 210000002798 bone marrow cell Anatomy 0.000 description 2
- 210000000069 breast epithelial cell Anatomy 0.000 description 2
- GDTBXPJZTBHREO-UHFFFAOYSA-N bromine Substances BrBr GDTBXPJZTBHREO-UHFFFAOYSA-N 0.000 description 2
- 210000000424 bronchial epithelial cell Anatomy 0.000 description 2
- 239000000480 calcium channel blocker Substances 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 2
- 229960004424 carbon dioxide Drugs 0.000 description 2
- 230000021523 carboxylation Effects 0.000 description 2
- 238000006473 carboxylation reaction Methods 0.000 description 2
- 230000003822 cell turnover Effects 0.000 description 2
- 239000001913 cellulose Substances 0.000 description 2
- 229920002678 cellulose Polymers 0.000 description 2
- RIZIAUKTHDLMQX-UHFFFAOYSA-N cerebroside D Natural products CCCCCCCCCCCCCCCCC(O)C(=O)NC(C(O)C=CCCC=C(C)CCCCCCCCC)COC1OC(CO)C(O)C(O)C1O RIZIAUKTHDLMQX-UHFFFAOYSA-N 0.000 description 2
- 238000000451 chemical ionisation Methods 0.000 description 2
- 238000002512 chemotherapy Methods 0.000 description 2
- WORJEOGGNQDSOE-UHFFFAOYSA-N chloroform;methanol Chemical compound OC.ClC(Cl)Cl WORJEOGGNQDSOE-UHFFFAOYSA-N 0.000 description 2
- 230000001684 chronic effect Effects 0.000 description 2
- 208000032852 chronic lymphocytic leukemia Diseases 0.000 description 2
- 229960002424 collagenase Drugs 0.000 description 2
- 208000029742 colonic neoplasm Diseases 0.000 description 2
- 239000013066 combination product Substances 0.000 description 2
- 229940127555 combination product Drugs 0.000 description 2
- 238000003340 combinatorial analysis Methods 0.000 description 2
- 239000000470 constituent Substances 0.000 description 2
- CVSVTCORWBXHQV-UHFFFAOYSA-N creatine Chemical compound NC(=[NH2+])N(C)CC([O-])=O CVSVTCORWBXHQV-UHFFFAOYSA-N 0.000 description 2
- HGCIXCUEYOPUTN-UHFFFAOYSA-N cyclohexene Chemical compound C1CCC=CC1 HGCIXCUEYOPUTN-UHFFFAOYSA-N 0.000 description 2
- 229940104302 cytosine Drugs 0.000 description 2
- 230000006378 damage Effects 0.000 description 2
- 238000007405 data analysis Methods 0.000 description 2
- 238000013500 data storage Methods 0.000 description 2
- YSMODUONRAFBET-UHFFFAOYSA-N delta-DL-hydroxylysine Natural products NCC(O)CCC(N)C(O)=O YSMODUONRAFBET-UHFFFAOYSA-N 0.000 description 2
- 239000005547 deoxyribonucleotide Substances 0.000 description 2
- 125000002637 deoxyribonucleotide group Chemical group 0.000 description 2
- 230000001419 dependent effect Effects 0.000 description 2
- 238000013461 design Methods 0.000 description 2
- GNGACRATGGDKBX-UHFFFAOYSA-N dihydroxyacetone phosphate Chemical compound OCC(=O)COP(O)(O)=O GNGACRATGGDKBX-UHFFFAOYSA-N 0.000 description 2
- 208000035475 disorder Diseases 0.000 description 2
- 238000010494 dissociation reaction Methods 0.000 description 2
- 230000005593 dissociations Effects 0.000 description 2
- PMMYEEVYMWASQN-UHFFFAOYSA-N dl-hydroxyproline Natural products OC1C[NH2+]C(C([O-])=O)C1 PMMYEEVYMWASQN-UHFFFAOYSA-N 0.000 description 2
- VYFYYTLLBUKUHU-UHFFFAOYSA-N dopamine Chemical compound NCCC1=CC=C(O)C(O)=C1 VYFYYTLLBUKUHU-UHFFFAOYSA-N 0.000 description 2
- 231100000673 dose–response relationship Toxicity 0.000 description 2
- 239000000890 drug combination Substances 0.000 description 2
- 238000009510 drug design Methods 0.000 description 2
- 238000009511 drug repositioning Methods 0.000 description 2
- 230000001909 effect on DNA Effects 0.000 description 2
- 210000002919 epithelial cell Anatomy 0.000 description 2
- YSMODUONRAFBET-UHNVWZDZSA-N erythro-5-hydroxy-L-lysine Chemical compound NC[C@H](O)CC[C@H](N)C(O)=O YSMODUONRAFBET-UHNVWZDZSA-N 0.000 description 2
- 229960005309 estradiol Drugs 0.000 description 2
- 229940011871 estrogen Drugs 0.000 description 2
- 239000000262 estrogen Substances 0.000 description 2
- 210000001723 extracellular space Anatomy 0.000 description 2
- 239000000284 extract Substances 0.000 description 2
- 238000000605 extraction Methods 0.000 description 2
- 210000002950 fibroblast Anatomy 0.000 description 2
- 235000012631 food intake Nutrition 0.000 description 2
- 239000005350 fused silica glass Substances 0.000 description 2
- 238000001502 gel electrophoresis Methods 0.000 description 2
- 230000004110 gluconeogenesis Effects 0.000 description 2
- 230000001890 gluconeogenic effect Effects 0.000 description 2
- 229960002442 glucosamine Drugs 0.000 description 2
- 125000002791 glucosyl group Chemical group C1([C@H](O)[C@@H](O)[C@H](O)[C@H](O1)CO)* 0.000 description 2
- 229930195712 glutamate Natural products 0.000 description 2
- RWSXRVCMGQZWBV-WDSKDSINSA-N glutathione Chemical compound OC(=O)[C@@H](N)CCC(=O)N[C@@H](CS)C(=O)NCC(O)=O RWSXRVCMGQZWBV-WDSKDSINSA-N 0.000 description 2
- 230000003676 hair loss Effects 0.000 description 2
- 239000001307 helium Substances 0.000 description 2
- 229910052734 helium Inorganic materials 0.000 description 2
- SWQJXJOGLNCZEY-UHFFFAOYSA-N helium atom Chemical compound [He] SWQJXJOGLNCZEY-UHFFFAOYSA-N 0.000 description 2
- 150000002402 hexoses Chemical class 0.000 description 2
- 238000012188 high-throughput screening assay Methods 0.000 description 2
- 229940099552 hyaluronan Drugs 0.000 description 2
- 210000004408 hybridoma Anatomy 0.000 description 2
- 229930195733 hydrocarbon Natural products 0.000 description 2
- 150000002430 hydrocarbons Chemical class 0.000 description 2
- 150000002431 hydrogen Chemical class 0.000 description 2
- QJHBJHUKURJDLG-UHFFFAOYSA-N hydroxy-L-lysine Natural products NCCCCC(NO)C(O)=O QJHBJHUKURJDLG-UHFFFAOYSA-N 0.000 description 2
- 230000033444 hydroxylation Effects 0.000 description 2
- 238000005805 hydroxylation reaction Methods 0.000 description 2
- 239000002471 hydroxymethylglutaryl coenzyme A reductase inhibitor Substances 0.000 description 2
- 229960002591 hydroxyproline Drugs 0.000 description 2
- 238000001802 infusion Methods 0.000 description 2
- 230000000977 initiatory effect Effects 0.000 description 2
- 239000000543 intermediate Substances 0.000 description 2
- 239000011630 iodine Substances 0.000 description 2
- 238000000752 ionisation method Methods 0.000 description 2
- 208000017169 kidney disease Diseases 0.000 description 2
- 239000008101 lactose Substances 0.000 description 2
- 150000002611 lead compounds Chemical class 0.000 description 2
- 208000032839 leukemia Diseases 0.000 description 2
- 208000006132 lipodystrophy Diseases 0.000 description 2
- 230000002366 lipolytic effect Effects 0.000 description 2
- 201000004792 malaria Diseases 0.000 description 2
- 230000007246 mechanism Effects 0.000 description 2
- 230000004060 metabolic process Effects 0.000 description 2
- VNWKTOKETHGBQD-UHFFFAOYSA-N methane Chemical compound C VNWKTOKETHGBQD-UHFFFAOYSA-N 0.000 description 2
- 230000011987 methylation Effects 0.000 description 2
- 238000007069 methylation reaction Methods 0.000 description 2
- 210000005012 myelin Anatomy 0.000 description 2
- 230000003959 neuroinflammation Effects 0.000 description 2
- 230000002314 neuroinflammatory effect Effects 0.000 description 2
- 230000007935 neutral effect Effects 0.000 description 2
- 229920001778 nylon Polymers 0.000 description 2
- UOISMTPJFYEVBW-UHFFFAOYSA-N o-[(2,3,4,5,6-pentafluorophenyl)methyl]hydroxylamine Chemical compound NOCC1=C(F)C(F)=C(F)C(F)=C1F UOISMTPJFYEVBW-UHFFFAOYSA-N 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 210000000056 organ Anatomy 0.000 description 2
- 230000002611 ovarian Effects 0.000 description 2
- KHPXUQMNIQBQEV-UHFFFAOYSA-N oxaloacetic acid Chemical group OC(=O)CC(=O)C(O)=O KHPXUQMNIQBQEV-UHFFFAOYSA-N 0.000 description 2
- 235000019834 papain Nutrition 0.000 description 2
- 229940055729 papain Drugs 0.000 description 2
- 230000001575 pathological effect Effects 0.000 description 2
- 150000002972 pentoses Chemical class 0.000 description 2
- 210000000578 peripheral nerve Anatomy 0.000 description 2
- 229930029653 phosphoenolpyruvate Natural products 0.000 description 2
- DTBNBXWJWCWCIK-UHFFFAOYSA-N phosphoenolpyruvic acid Chemical compound OC(=O)C(=C)OP(O)(O)=O DTBNBXWJWCWCIK-UHFFFAOYSA-N 0.000 description 2
- 229920001184 polypeptide Polymers 0.000 description 2
- 150000004032 porphyrins Chemical class 0.000 description 2
- 230000013823 prenylation Effects 0.000 description 2
- 208000005069 pulmonary fibrosis Diseases 0.000 description 2
- LOUPRKONTZGTKE-LHHVKLHASA-N quinidine Chemical compound C([C@H]([C@H](C1)C=C)C2)C[N@@]1[C@H]2[C@@H](O)C1=CC=NC2=CC=C(OC)C=C21 LOUPRKONTZGTKE-LHHVKLHASA-N 0.000 description 2
- 238000000763 radioactive isotope labeling Methods 0.000 description 2
- 201000002793 renal fibrosis Diseases 0.000 description 2
- 238000004366 reverse phase liquid chromatography Methods 0.000 description 2
- 238000002098 selective ion monitoring Methods 0.000 description 2
- 210000002966 serum Anatomy 0.000 description 2
- SQVRNKJHWKZAKO-OQPLDHBCSA-N sialic acid Chemical compound CC(=O)N[C@@H]1[C@@H](O)C[C@@](O)(C(O)=O)OC1[C@H](O)[C@H](O)CO SQVRNKJHWKZAKO-OQPLDHBCSA-N 0.000 description 2
- 238000001542 size-exclusion chromatography Methods 0.000 description 2
- 239000007787 solid Substances 0.000 description 2
- 238000001228 spectrum Methods 0.000 description 2
- 238000007619 statistical method Methods 0.000 description 2
- 150000003432 sterols Chemical class 0.000 description 2
- 235000003702 sterols Nutrition 0.000 description 2
- 230000000638 stimulation Effects 0.000 description 2
- 238000007920 subcutaneous administration Methods 0.000 description 2
- 238000010254 subcutaneous injection Methods 0.000 description 2
- 229940124530 sulfonamide Drugs 0.000 description 2
- 208000024891 symptom Diseases 0.000 description 2
- 229940090016 tegretol Drugs 0.000 description 2
- CLZWAWBPWVRRGI-UHFFFAOYSA-N tert-butyl 2-[2-[2-[2-[bis[2-[(2-methylpropan-2-yl)oxy]-2-oxoethyl]amino]-5-bromophenoxy]ethoxy]-4-methyl-n-[2-[(2-methylpropan-2-yl)oxy]-2-oxoethyl]anilino]acetate Chemical compound CC1=CC=C(N(CC(=O)OC(C)(C)C)CC(=O)OC(C)(C)C)C(OCCOC=2C(=CC=C(Br)C=2)N(CC(=O)OC(C)(C)C)CC(=O)OC(C)(C)C)=C1 CLZWAWBPWVRRGI-UHFFFAOYSA-N 0.000 description 2
- VZGDMQKNWNREIO-UHFFFAOYSA-N tetrachloromethane Chemical compound ClC(Cl)(Cl)Cl VZGDMQKNWNREIO-UHFFFAOYSA-N 0.000 description 2
- 229940113082 thymine Drugs 0.000 description 2
- FGMPLJWBKKVCDB-UHFFFAOYSA-N trans-L-hydroxy-proline Natural products ON1CCCC1C(O)=O FGMPLJWBKKVCDB-UHFFFAOYSA-N 0.000 description 2
- 210000004881 tumor cell Anatomy 0.000 description 2
- 230000003827 upregulation Effects 0.000 description 2
- 238000002255 vaccination Methods 0.000 description 2
- 239000013598 vector Substances 0.000 description 2
- 230000003612 virological effect Effects 0.000 description 2
- 230000004584 weight gain Effects 0.000 description 2
- 235000019786 weight gain Nutrition 0.000 description 2
- 238000001262 western blot Methods 0.000 description 2
- 210000004885 white matter Anatomy 0.000 description 2
- JWZZKOKVBUJMES-UHFFFAOYSA-N (+-)-Isoprenaline Chemical compound CC(C)NCC(O)C1=CC=C(O)C(O)=C1 JWZZKOKVBUJMES-UHFFFAOYSA-N 0.000 description 1
- ITGAVSQJEWCAQD-NNOUABOCSA-N (2R,3S,4S,5R)-2,3,4,5,6-pentahydroxyhexanal sulfuric acid N-[(3R,4R,5S,6R)-2,4,5-trihydroxy-6-(hydroxymethyl)oxan-3-yl]acetamide Chemical compound OS(O)(=O)=O.OC[C@@H](O)[C@H](O)[C@H](O)[C@@H](O)C=O.CC(=O)N[C@H]1C(O)O[C@H](CO)[C@@H](O)[C@@H]1O ITGAVSQJEWCAQD-NNOUABOCSA-N 0.000 description 1
- HPYYIBPNNXXEAA-RUNOSWBYSA-N (2R,3S,4S,5R)-2,3,4,5-tetrahydroxy-6-oxohexanoic acid N-[(3R,4R,5S,6R)-2,4,5-trihydroxy-6-(hydroxymethyl)oxan-3-yl]acetamide Chemical compound O=C[C@H](O)[C@@H](O)[C@H](O)[C@@H](O)C(O)=O.CC(=O)N[C@H]1C(O)O[C@H](CO)[C@@H](O)[C@@H]1O HPYYIBPNNXXEAA-RUNOSWBYSA-N 0.000 description 1
- MTCFGRXMJLQNBG-REOHCLBHSA-N (2S)-2-Amino-3-hydroxypropansäure Chemical compound OC[C@H](N)C(O)=O MTCFGRXMJLQNBG-REOHCLBHSA-N 0.000 description 1
- XDIYNQZUNSSENW-NUVHGKSTSA-N (2r,3s,4s,5r)-2,3,4,5,6-pentahydroxyhexanal;(2r,3s,4r,5r)-2,3,4,5,6-pentahydroxyhexanal Chemical compound OC[C@@H](O)[C@H](O)[C@H](O)[C@@H](O)C=O.OC[C@@H](O)[C@@H](O)[C@H](O)[C@@H](O)C=O XDIYNQZUNSSENW-NUVHGKSTSA-N 0.000 description 1
- SMKDDIOEWHREPI-LOYMFDLESA-N (2s)-2-amino-3-(3-methylimidazol-4-yl)propanoic acid;(2s,4r)-4-hydroxypyrrolidine-2-carboxylic acid Chemical compound O[C@H]1CN[C@H](C(O)=O)C1.CN1C=NC=C1C[C@H](N)C(O)=O SMKDDIOEWHREPI-LOYMFDLESA-N 0.000 description 1
- WCDDVEOXEIYWFB-VXORFPGASA-N (2s,3s,4r,5r,6r)-3-[(2s,3r,5s,6r)-3-acetamido-5-hydroxy-6-(hydroxymethyl)oxan-2-yl]oxy-4,5,6-trihydroxyoxane-2-carboxylic acid Chemical compound CC(=O)N[C@@H]1C[C@H](O)[C@@H](CO)O[C@H]1O[C@@H]1[C@@H](C(O)=O)O[C@@H](O)[C@H](O)[C@H]1O WCDDVEOXEIYWFB-VXORFPGASA-N 0.000 description 1
- HPYYIBPNNXXEAA-IRBJBBIRSA-N (2s,3s,4s,5r)-2,3,4,5-tetrahydroxy-6-oxohexanoic acid;n-[(3r,4r,5s,6r)-2,4,5-trihydroxy-6-(hydroxymethyl)oxan-3-yl]acetamide Chemical compound O=C[C@H](O)[C@@H](O)[C@H](O)[C@H](O)C(O)=O.CC(=O)N[C@H]1C(O)O[C@H](CO)[C@@H](O)[C@@H]1O HPYYIBPNNXXEAA-IRBJBBIRSA-N 0.000 description 1
- OUSKVHOYPHDTIA-JRTVQGFMSA-N (3r,4s,5s,6r)-3,4,5,6,7-pentahydroxyheptan-2-one Chemical compound CC(=O)[C@H](O)[C@@H](O)[C@@H](O)[C@H](O)CO OUSKVHOYPHDTIA-JRTVQGFMSA-N 0.000 description 1
- DEQANNDTNATYII-OULOTJBUSA-N (4r,7s,10s,13r,16s,19r)-10-(4-aminobutyl)-19-[[(2r)-2-amino-3-phenylpropanoyl]amino]-16-benzyl-n-[(2r,3r)-1,3-dihydroxybutan-2-yl]-7-[(1r)-1-hydroxyethyl]-13-(1h-indol-3-ylmethyl)-6,9,12,15,18-pentaoxo-1,2-dithia-5,8,11,14,17-pentazacycloicosane-4-carboxa Chemical compound C([C@@H](N)C(=O)N[C@H]1CSSC[C@H](NC(=O)[C@H]([C@@H](C)O)NC(=O)[C@H](CCCCN)NC(=O)[C@@H](CC=2C3=CC=CC=C3NC=2)NC(=O)[C@H](CC=2C=CC=CC=2)NC1=O)C(=O)N[C@H](CO)[C@H](O)C)C1=CC=CC=C1 DEQANNDTNATYII-OULOTJBUSA-N 0.000 description 1
- RTHCYVBBDHJXIQ-MRXNPFEDSA-N (R)-fluoxetine Chemical compound O([C@H](CCNC)C=1C=CC=CC=1)C1=CC=C(C(F)(F)F)C=C1 RTHCYVBBDHJXIQ-MRXNPFEDSA-N 0.000 description 1
- WHTVZRBIWZFKQO-AWEZNQCLSA-N (S)-chloroquine Chemical compound ClC1=CC=C2C(N[C@@H](C)CCCN(CC)CC)=CC=NC2=C1 WHTVZRBIWZFKQO-AWEZNQCLSA-N 0.000 description 1
- QXSZNDIIPUOQMB-UHFFFAOYSA-N 1,1,2,2-tetrabromoethane Chemical group BrC(Br)C(Br)Br QXSZNDIIPUOQMB-UHFFFAOYSA-N 0.000 description 1
- ZOBPZXTWZATXDG-UHFFFAOYSA-N 1,3-thiazolidine-2,4-dione Chemical compound O=C1CSC(=O)N1 ZOBPZXTWZATXDG-UHFFFAOYSA-N 0.000 description 1
- UHDGCWIWMRVCDJ-UHFFFAOYSA-N 1-beta-D-Xylofuranosyl-NH-Cytosine Natural products O=C1N=C(N)C=CN1C1C(O)C(O)C(CO)O1 UHDGCWIWMRVCDJ-UHFFFAOYSA-N 0.000 description 1
- SATCOUWSAZBIJO-UHFFFAOYSA-N 1-methyladenine Natural products N=C1N(C)C=NC2=C1NC=N2 SATCOUWSAZBIJO-UHFFFAOYSA-N 0.000 description 1
- WJNGQIYEQLPJMN-IOSLPCCCSA-N 1-methylinosine Chemical compound C1=NC=2C(=O)N(C)C=NC=2N1[C@@H]1O[C@H](CO)[C@@H](O)[C@H]1O WJNGQIYEQLPJMN-IOSLPCCCSA-N 0.000 description 1
- GZCWLCBFPRFLKL-UHFFFAOYSA-N 1-prop-2-ynoxypropan-2-ol Chemical compound CC(O)COCC#C GZCWLCBFPRFLKL-UHFFFAOYSA-N 0.000 description 1
- HLYBTPMYFWWNJN-UHFFFAOYSA-N 2-(2,4-dioxo-1h-pyrimidin-5-yl)-2-hydroxyacetic acid Chemical compound OC(=O)C(O)C1=CNC(=O)NC1=O HLYBTPMYFWWNJN-UHFFFAOYSA-N 0.000 description 1
- UEJJHQNACJXSKW-UHFFFAOYSA-N 2-(2,6-dioxopiperidin-3-yl)-1H-isoindole-1,3(2H)-dione Chemical compound O=C1C2=CC=CC=C2C(=O)N1C1CCC(=O)NC1=O UEJJHQNACJXSKW-UHFFFAOYSA-N 0.000 description 1
- SVBOROZXXYRWJL-UHFFFAOYSA-N 2-[(4-oxo-2-sulfanylidene-1h-pyrimidin-5-yl)methylamino]acetic acid Chemical compound OC(=O)CNCC1=CNC(=S)NC1=O SVBOROZXXYRWJL-UHFFFAOYSA-N 0.000 description 1
- LLWPKTDSDUQBFY-UHFFFAOYSA-N 2-[6-(aminomethyl)-2,4-dioxo-1H-pyrimidin-5-yl]acetic acid Chemical compound C(=O)(O)CC=1C(NC(NC=1CN)=O)=O LLWPKTDSDUQBFY-UHFFFAOYSA-N 0.000 description 1
- XMSMHKMPBNTBOD-UHFFFAOYSA-N 2-dimethylamino-6-hydroxypurine Chemical compound N1C(N(C)C)=NC(=O)C2=C1N=CN2 XMSMHKMPBNTBOD-UHFFFAOYSA-N 0.000 description 1
- SMADWRYCYBUIKH-UHFFFAOYSA-N 2-methyl-7h-purin-6-amine Chemical compound CC1=NC(N)=C2NC=NC2=N1 SMADWRYCYBUIKH-UHFFFAOYSA-N 0.000 description 1
- RMZNXRYIFGTWPF-UHFFFAOYSA-N 2-nitrosoacetic acid Chemical compound OC(=O)CN=O RMZNXRYIFGTWPF-UHFFFAOYSA-N 0.000 description 1
- BRMWTNUJHUMWMS-UHFFFAOYSA-N 3-Methylhistidine Natural products CN1C=NC(CC(N)C(O)=O)=C1 BRMWTNUJHUMWMS-UHFFFAOYSA-N 0.000 description 1
- RMTFNDVZYPHUEF-XZBKPIIZSA-N 3-O-methyl-D-glucose Chemical compound O=C[C@H](O)[C@@H](OC)[C@H](O)[C@H](O)CO RMTFNDVZYPHUEF-XZBKPIIZSA-N 0.000 description 1
- KOLPWZCZXAMXKS-UHFFFAOYSA-N 3-methylcytosine Chemical compound CN1C(N)=CC=NC1=O KOLPWZCZXAMXKS-UHFFFAOYSA-N 0.000 description 1
- OSJPPGNTCRNQQC-UWTATZPHSA-N 3-phospho-D-glyceric acid Chemical compound OC(=O)[C@H](O)COP(O)(O)=O OSJPPGNTCRNQQC-UWTATZPHSA-N 0.000 description 1
- GJAKJCICANKRFD-UHFFFAOYSA-N 4-acetyl-4-amino-1,3-dihydropyrimidin-2-one Chemical compound CC(=O)C1(N)NC(=O)NC=C1 GJAKJCICANKRFD-UHFFFAOYSA-N 0.000 description 1
- MQJSSLBGAQJNER-UHFFFAOYSA-N 5-(methylaminomethyl)-1h-pyrimidine-2,4-dione Chemical compound CNCC1=CNC(=O)NC1=O MQJSSLBGAQJNER-UHFFFAOYSA-N 0.000 description 1
- PQGCEDQWHSBAJP-TXICZTDVSA-N 5-O-phosphono-alpha-D-ribofuranosyl diphosphate Chemical compound O[C@H]1[C@@H](O)[C@@H](O[P@](O)(=O)OP(O)(O)=O)O[C@@H]1COP(O)(O)=O PQGCEDQWHSBAJP-TXICZTDVSA-N 0.000 description 1
- WPYRHVXCOQLYLY-UHFFFAOYSA-N 5-[(methoxyamino)methyl]-2-sulfanylidene-1h-pyrimidin-4-one Chemical compound CONCC1=CNC(=S)NC1=O WPYRHVXCOQLYLY-UHFFFAOYSA-N 0.000 description 1
- LQLQRFGHAALLLE-UHFFFAOYSA-N 5-bromouracil Chemical compound BrC1=CNC(=O)NC1=O LQLQRFGHAALLLE-UHFFFAOYSA-N 0.000 description 1
- KELXHQACBIUYSE-UHFFFAOYSA-N 5-methoxy-1h-pyrimidine-2,4-dione Chemical compound COC1=CNC(=O)NC1=O KELXHQACBIUYSE-UHFFFAOYSA-N 0.000 description 1
- ZLAQATDNGLKIEV-UHFFFAOYSA-N 5-methyl-2-sulfanylidene-1h-pyrimidin-4-one Chemical compound CC1=CNC(=S)NC1=O ZLAQATDNGLKIEV-UHFFFAOYSA-N 0.000 description 1
- LRSASMSXMSNRBT-UHFFFAOYSA-N 5-methylcytosine Chemical compound CC1=CNC(=O)N=C1N LRSASMSXMSNRBT-UHFFFAOYSA-N 0.000 description 1
- HSPHKCOAUOJLIO-UHFFFAOYSA-N 6-(aziridin-1-ylamino)-1h-pyrimidin-2-one Chemical compound N1C(=O)N=CC=C1NN1CC1 HSPHKCOAUOJLIO-UHFFFAOYSA-N 0.000 description 1
- CKOMXBHMKXXTNW-UHFFFAOYSA-N 6-methyladenine Chemical compound CNC1=NC=NC2=C1N=CN2 CKOMXBHMKXXTNW-UHFFFAOYSA-N 0.000 description 1
- SWJYOKZMYFJUOY-KQYNXXCUSA-N 9-[(2r,3r,4s,5r)-3,4-dihydroxy-5-(hydroxymethyl)oxolan-2-yl]-6-(methylamino)-7h-purin-8-one Chemical compound OC1=NC=2C(NC)=NC=NC=2N1[C@@H]1O[C@H](CO)[C@@H](O)[C@H]1O SWJYOKZMYFJUOY-KQYNXXCUSA-N 0.000 description 1
- MSSXOMSJDRHRMC-UHFFFAOYSA-N 9H-purine-2,6-diamine Chemical compound NC1=NC(N)=C2NC=NC2=N1 MSSXOMSJDRHRMC-UHFFFAOYSA-N 0.000 description 1
- 102000013563 Acid Phosphatase Human genes 0.000 description 1
- 108010051457 Acid Phosphatase Proteins 0.000 description 1
- ZKHQWZAMYRWXGA-KQYNXXCUSA-N Adenosine triphosphate Chemical compound C1=NC=2C(N)=NC=NC=2N1[C@@H]1O[C@H](COP(O)(=O)OP(O)(=O)OP(O)(O)=O)[C@@H](O)[C@H]1O ZKHQWZAMYRWXGA-KQYNXXCUSA-N 0.000 description 1
- ZKHQWZAMYRWXGA-UHFFFAOYSA-N Adenosine triphosphate Natural products C1=NC=2C(N)=NC=NC=2N1C1OC(COP(O)(=O)OP(O)(=O)OP(O)(O)=O)C(O)C1O ZKHQWZAMYRWXGA-UHFFFAOYSA-N 0.000 description 1
- 108010088751 Albumins Proteins 0.000 description 1
- 102000009027 Albumins Human genes 0.000 description 1
- 102000002260 Alkaline Phosphatase Human genes 0.000 description 1
- 108020004774 Alkaline Phosphatase Proteins 0.000 description 1
- 101710095342 Apolipoprotein B Proteins 0.000 description 1
- 102100040202 Apolipoprotein B-100 Human genes 0.000 description 1
- 102100029470 Apolipoprotein E Human genes 0.000 description 1
- 101710095339 Apolipoprotein E Proteins 0.000 description 1
- 239000004475 Arginine Substances 0.000 description 1
- 206010003210 Arteriosclerosis Diseases 0.000 description 1
- 201000001320 Atherosclerosis Diseases 0.000 description 1
- 206010003658 Atrial Fibrillation Diseases 0.000 description 1
- 208000023275 Autoimmune disease Diseases 0.000 description 1
- 208000010839 B-cell chronic lymphocytic leukemia Diseases 0.000 description 1
- 208000032791 BCR-ABL1 positive chronic myelogenous leukemia Diseases 0.000 description 1
- 108090000145 Bacillolysin Proteins 0.000 description 1
- 108020000946 Bacterial DNA Proteins 0.000 description 1
- 108010077805 Bacterial Proteins Proteins 0.000 description 1
- 229940123208 Biguanide Drugs 0.000 description 1
- 208000020925 Bipolar disease Diseases 0.000 description 1
- 229940122361 Bisphosphonate Drugs 0.000 description 1
- 208000018240 Bone Marrow Failure disease Diseases 0.000 description 1
- 206010065553 Bone marrow failure Diseases 0.000 description 1
- 241000283690 Bos taurus Species 0.000 description 1
- 108091003079 Bovine Serum Albumin Proteins 0.000 description 1
- 206010006895 Cachexia Diseases 0.000 description 1
- OYPRJOBELJOOCE-UHFFFAOYSA-N Calcium Chemical compound [Ca] OYPRJOBELJOOCE-UHFFFAOYSA-N 0.000 description 1
- 241000283707 Capra Species 0.000 description 1
- 239000004215 Carbon black (E152) Substances 0.000 description 1
- 208000005623 Carcinogenesis Diseases 0.000 description 1
- 108010078791 Carrier Proteins Proteins 0.000 description 1
- 108010001857 Cell Surface Receptors Proteins 0.000 description 1
- 241000282693 Cercopithecidae Species 0.000 description 1
- 102000019034 Chemokines Human genes 0.000 description 1
- 108010012236 Chemokines Proteins 0.000 description 1
- 229920002101 Chitin Polymers 0.000 description 1
- 208000010833 Chronic myeloid leukaemia Diseases 0.000 description 1
- 206010053567 Coagulopathies Diseases 0.000 description 1
- 208000035473 Communicable disease Diseases 0.000 description 1
- 208000011231 Crohn disease Diseases 0.000 description 1
- UHDGCWIWMRVCDJ-PSQAKQOGSA-N Cytidine Natural products O=C1N=C(N)C=CN1[C@@H]1[C@@H](O)[C@@H](O)[C@H](CO)O1 UHDGCWIWMRVCDJ-PSQAKQOGSA-N 0.000 description 1
- 102000000634 Cytochrome c oxidase subunit IV Human genes 0.000 description 1
- 108090000365 Cytochrome-c oxidases Proteins 0.000 description 1
- WQZGKKKJIJFFOK-QTVWNMPRSA-N D-mannopyranose Chemical compound OC[C@H]1OC(O)[C@@H](O)[C@@H](O)[C@@H]1O WQZGKKKJIJFFOK-QTVWNMPRSA-N 0.000 description 1
- HMFHBZSHGGEWLO-SOOFDHNKSA-N D-ribofuranose Chemical compound OC[C@H]1OC(O)[C@H](O)[C@@H]1O HMFHBZSHGGEWLO-SOOFDHNKSA-N 0.000 description 1
- XUIIKFGFIJCVMT-GFCCVEGCSA-N D-thyroxine Chemical compound IC1=CC(C[C@@H](N)C(O)=O)=CC(I)=C1OC1=CC(I)=C(O)C(I)=C1 XUIIKFGFIJCVMT-GFCCVEGCSA-N 0.000 description 1
- 230000007064 DNA hydrolysis Effects 0.000 description 1
- 230000004543 DNA replication Effects 0.000 description 1
- 229920000045 Dermatan sulfate Polymers 0.000 description 1
- 208000007342 Diabetic Nephropathies Diseases 0.000 description 1
- LTMHDMANZUZIPE-AMTYYWEZSA-N Digoxin Natural products O([C@H]1[C@H](C)O[C@H](O[C@@H]2C[C@@H]3[C@@](C)([C@@H]4[C@H]([C@]5(O)[C@](C)([C@H](O)C4)[C@H](C4=CC(=O)OC4)CC5)CC3)CC2)C[C@@H]1O)[C@H]1O[C@H](C)[C@@H](O[C@H]2O[C@@H](C)[C@H](O)[C@@H](O)C2)[C@@H](O)C1 LTMHDMANZUZIPE-AMTYYWEZSA-N 0.000 description 1
- 208000032928 Dyslipidaemia Diseases 0.000 description 1
- 241000196324 Embryophyta Species 0.000 description 1
- 206010014568 Empyema Diseases 0.000 description 1
- 206010014733 Endometrial cancer Diseases 0.000 description 1
- 206010014759 Endometrial neoplasm Diseases 0.000 description 1
- 241000283086 Equidae Species 0.000 description 1
- 208000010201 Exanthema Diseases 0.000 description 1
- 229940124602 FDA-approved drug Drugs 0.000 description 1
- 102000008946 Fibrinogen Human genes 0.000 description 1
- 108010049003 Fibrinogen Proteins 0.000 description 1
- 241001076388 Fimbria Species 0.000 description 1
- GHASVSINZRGABV-UHFFFAOYSA-N Fluorouracil Chemical compound FC1=CNC(=O)NC1=O GHASVSINZRGABV-UHFFFAOYSA-N 0.000 description 1
- 108010024636 Glutathione Proteins 0.000 description 1
- 102000001554 Hemoglobins Human genes 0.000 description 1
- 108010054147 Hemoglobins Proteins 0.000 description 1
- 102000005548 Hexokinase Human genes 0.000 description 1
- 108700040460 Hexokinases Proteins 0.000 description 1
- 206010020112 Hirsutism Diseases 0.000 description 1
- 108010033040 Histones Proteins 0.000 description 1
- 241001272567 Hominoidea Species 0.000 description 1
- 208000023105 Huntington disease Diseases 0.000 description 1
- 208000013016 Hypoglycemia Diseases 0.000 description 1
- 206010061218 Inflammation Diseases 0.000 description 1
- 229930010555 Inosine Natural products 0.000 description 1
- UGQMRVRMYYASKQ-KQYNXXCUSA-N Inosine Chemical compound O[C@@H]1[C@H](O)[C@@H](CO)O[C@H]1N1C2=NC=NC(O)=C2N=C1 UGQMRVRMYYASKQ-KQYNXXCUSA-N 0.000 description 1
- 102000000588 Interleukin-2 Human genes 0.000 description 1
- 108010002350 Interleukin-2 Proteins 0.000 description 1
- 102000015696 Interleukins Human genes 0.000 description 1
- 108010063738 Interleukins Proteins 0.000 description 1
- YQEZLKZALYSWHR-UHFFFAOYSA-N Ketamine Chemical compound C=1C=CC=C(Cl)C=1C1(NC)CCCCC1=O YQEZLKZALYSWHR-UHFFFAOYSA-N 0.000 description 1
- 208000007976 Ketosis Diseases 0.000 description 1
- AHLPHDHHMVZTML-BYPYZUCNSA-N L-Ornithine Chemical compound NCCC[C@H](N)C(O)=O AHLPHDHHMVZTML-BYPYZUCNSA-N 0.000 description 1
- ONIBWKKTOPOVIA-BYPYZUCNSA-N L-Proline Chemical compound OC(=O)[C@@H]1CCCN1 ONIBWKKTOPOVIA-BYPYZUCNSA-N 0.000 description 1
- ODKSFYDXXFIFQN-BYPYZUCNSA-P L-argininium(2+) Chemical compound NC(=[NH2+])NCCC[C@H]([NH3+])C(O)=O ODKSFYDXXFIFQN-BYPYZUCNSA-P 0.000 description 1
- RHGKLRLOHDJJDR-BYPYZUCNSA-N L-citrulline Chemical compound NC(=O)NCCC[C@H]([NH3+])C([O-])=O RHGKLRLOHDJJDR-BYPYZUCNSA-N 0.000 description 1
- WQZGKKKJIJFFOK-ZZWDRFIYSA-N L-glucose Chemical compound OC[C@@H]1OC(O)[C@@H](O)[C@H](O)[C@H]1O WQZGKKKJIJFFOK-ZZWDRFIYSA-N 0.000 description 1
- ZDXPYRJPNDTMRX-VKHMYHEASA-N L-glutamine Chemical compound OC(=O)[C@@H](N)CCC(N)=O ZDXPYRJPNDTMRX-VKHMYHEASA-N 0.000 description 1
- FFFHZYDWPBMWHY-VKHMYHEASA-N L-homocysteine Chemical compound OC(=O)[C@@H](N)CCS FFFHZYDWPBMWHY-VKHMYHEASA-N 0.000 description 1
- 208000017170 Lipid metabolism disease Diseases 0.000 description 1
- 108090001030 Lipoproteins Proteins 0.000 description 1
- 102000004895 Lipoproteins Human genes 0.000 description 1
- 206010058467 Lung neoplasm malignant Diseases 0.000 description 1
- 208000031422 Lymphocytic Chronic B-Cell Leukemia Diseases 0.000 description 1
- 239000004472 Lysine Substances 0.000 description 1
- 208000007466 Male Infertility Diseases 0.000 description 1
- 208000002720 Malnutrition Diseases 0.000 description 1
- YJPIGAIKUZMOQA-UHFFFAOYSA-N Melatonin Natural products COC1=CC=C2N(C(C)=O)C=C(CCN)C2=C1 YJPIGAIKUZMOQA-UHFFFAOYSA-N 0.000 description 1
- 208000001145 Metabolic Syndrome Diseases 0.000 description 1
- 241001139947 Mida Species 0.000 description 1
- 208000019695 Migraine disease Diseases 0.000 description 1
- ZFMITUMMTDLWHR-UHFFFAOYSA-N Minoxidil Chemical compound NC1=[N+]([O-])C(N)=CC(N2CCCCC2)=N1 ZFMITUMMTDLWHR-UHFFFAOYSA-N 0.000 description 1
- 102000001621 Mucoproteins Human genes 0.000 description 1
- 108010093825 Mucoproteins Proteins 0.000 description 1
- 206010028289 Muscle atrophy Diseases 0.000 description 1
- 208000033761 Myelogenous Chronic BCR-ABL Positive Leukemia Diseases 0.000 description 1
- SGSSKEDGVONRGC-UHFFFAOYSA-N N(2)-methylguanine Chemical compound O=C1NC(NC)=NC2=C1N=CN2 SGSSKEDGVONRGC-UHFFFAOYSA-N 0.000 description 1
- HYVABZIGRDEKCD-UHFFFAOYSA-N N(6)-dimethylallyladenine Chemical compound CC(C)=CCNC1=NC=NC2=C1N=CN2 HYVABZIGRDEKCD-UHFFFAOYSA-N 0.000 description 1
- JDHILDINMRGULE-LURJTMIESA-N N(pros)-methyl-L-histidine Chemical compound CN1C=NC=C1C[C@H](N)C(O)=O JDHILDINMRGULE-LURJTMIESA-N 0.000 description 1
- ZRKWMRDKSOPRRS-UHFFFAOYSA-N N-Methyl-N-nitrosourea Chemical compound O=NN(C)C(N)=O ZRKWMRDKSOPRRS-UHFFFAOYSA-N 0.000 description 1
- 125000003047 N-acetyl group Chemical group 0.000 description 1
- MNLRQHMNZILYPY-MDMHTWEWSA-N N-acetyl-alpha-D-muramic acid Chemical compound OC(=O)[C@@H](C)O[C@H]1[C@H](O)[C@@H](CO)O[C@H](O)[C@@H]1NC(C)=O MNLRQHMNZILYPY-MDMHTWEWSA-N 0.000 description 1
- OVRNDRQMDRJTHS-OZRXBMAMSA-N N-acetyl-beta-D-mannosamine Chemical compound CC(=O)N[C@@H]1[C@H](O)O[C@H](CO)[C@@H](O)[C@@H]1O OVRNDRQMDRJTHS-OZRXBMAMSA-N 0.000 description 1
- SQVRNKJHWKZAKO-PFQGKNLYSA-N N-acetyl-beta-neuraminic acid Chemical compound CC(=O)N[C@@H]1[C@@H](O)C[C@@](O)(C(O)=O)O[C@H]1[C@H](O)[C@H](O)CO SQVRNKJHWKZAKO-PFQGKNLYSA-N 0.000 description 1
- ACFIXJIJDZMPPO-NNYOXOHSSA-N NADPH Chemical compound C1=CCC(C(=O)N)=CN1[C@H]1[C@H](O)[C@H](O)[C@@H](COP(O)(=O)OP(O)(=O)OC[C@@H]2[C@H]([C@@H](OP(O)(O)=O)[C@@H](O2)N2C3=NC=NC(N)=C3N=C2)O)O1 ACFIXJIJDZMPPO-NNYOXOHSSA-N 0.000 description 1
- 238000005481 NMR spectroscopy Methods 0.000 description 1
- RHGKLRLOHDJJDR-UHFFFAOYSA-N Ndelta-carbamoyl-DL-ornithine Natural products OC(=O)C(N)CCCNC(N)=O RHGKLRLOHDJJDR-UHFFFAOYSA-N 0.000 description 1
- 102000035092 Neutral proteases Human genes 0.000 description 1
- 108091005507 Neutral proteases Proteins 0.000 description 1
- PVNIIMVLHYAWGP-UHFFFAOYSA-N Niacin Chemical compound OC(=O)C1=CC=CN=C1 PVNIIMVLHYAWGP-UHFFFAOYSA-N 0.000 description 1
- 101710149004 Nuclease P1 Proteins 0.000 description 1
- 101710149086 Nuclease S1 Proteins 0.000 description 1
- 229940122313 Nucleoside reverse transcriptase inhibitor Drugs 0.000 description 1
- UWCDGNNRRPICBV-DBKUKYHUSA-N OS(O)(=O)=O.CC(=O)N[C@H]1C(O)O[C@H](CO)[C@H](O)[C@@H]1O Chemical compound OS(O)(=O)=O.CC(=O)N[C@H]1C(O)O[C@H](CO)[C@H](O)[C@@H]1O UWCDGNNRRPICBV-DBKUKYHUSA-N 0.000 description 1
- 108010016076 Octreotide Proteins 0.000 description 1
- 206010030113 Oedema Diseases 0.000 description 1
- 108091034117 Oligonucleotide Proteins 0.000 description 1
- AHLPHDHHMVZTML-UHFFFAOYSA-N Orn-delta-NH2 Natural products NCCCC(N)C(O)=O AHLPHDHHMVZTML-UHFFFAOYSA-N 0.000 description 1
- UTJLXEIPEHZYQJ-UHFFFAOYSA-N Ornithine Natural products OC(=O)C(C)CCCN UTJLXEIPEHZYQJ-UHFFFAOYSA-N 0.000 description 1
- 241000283973 Oryctolagus cuniculus Species 0.000 description 1
- 208000010191 Osteitis Deformans Diseases 0.000 description 1
- 206010033109 Ototoxicity Diseases 0.000 description 1
- 101800000628 PDH precursor-related peptide Proteins 0.000 description 1
- 101150045799 PEPCK gene Proteins 0.000 description 1
- 229910019142 PO4 Inorganic materials 0.000 description 1
- 208000027868 Paget disease Diseases 0.000 description 1
- 241000282579 Pan Species 0.000 description 1
- 206010061902 Pancreatic neoplasm Diseases 0.000 description 1
- 241001494479 Pecora Species 0.000 description 1
- 108091005804 Peptidases Proteins 0.000 description 1
- 102000035195 Peptidases Human genes 0.000 description 1
- 229940080774 Peroxisome proliferator-activated receptor gamma agonist Drugs 0.000 description 1
- CXOFVDLJLONNDW-UHFFFAOYSA-N Phenytoin Chemical compound N1C(=O)NC(=O)C1(C=1C=CC=CC=1)C1=CC=CC=C1 CXOFVDLJLONNDW-UHFFFAOYSA-N 0.000 description 1
- 206010051246 Photodermatosis Diseases 0.000 description 1
- 102000006877 Pituitary Hormones Human genes 0.000 description 1
- 108010047386 Pituitary Hormones Proteins 0.000 description 1
- 241000097929 Porphyria Species 0.000 description 1
- 208000010642 Porphyrias Diseases 0.000 description 1
- 206010036790 Productive cough Diseases 0.000 description 1
- ONIBWKKTOPOVIA-UHFFFAOYSA-N Proline Natural products OC(=O)C1CCCN1 ONIBWKKTOPOVIA-UHFFFAOYSA-N 0.000 description 1
- XBDQKXXYIPTUBI-UHFFFAOYSA-M Propionate Chemical compound CCC([O-])=O XBDQKXXYIPTUBI-UHFFFAOYSA-M 0.000 description 1
- 102100038280 Prostaglandin G/H synthase 2 Human genes 0.000 description 1
- 108050003267 Prostaglandin G/H synthase 2 Proteins 0.000 description 1
- 229940124158 Protease/peptidase inhibitor Drugs 0.000 description 1
- 101710119301 Protein delta homolog 1 Proteins 0.000 description 1
- 241000219492 Quercus Species 0.000 description 1
- 108020004511 Recombinant DNA Proteins 0.000 description 1
- 108091028664 Ribonucleotide Proteins 0.000 description 1
- 102000000505 Ribonucleotide Reductases Human genes 0.000 description 1
- 108010041388 Ribonucleotide Reductases Proteins 0.000 description 1
- PYMYPHUHKUWMLA-LMVFSUKVSA-N Ribose Natural products OC[C@@H](O)[C@@H](O)[C@@H](O)C=O PYMYPHUHKUWMLA-LMVFSUKVSA-N 0.000 description 1
- HJGLHHSLYWSZKF-DBKUKYHUSA-N S(=O)(=O)(O)O.C(C)(=O)C1(O)[C@H](N)[C@@H](O)[C@H](O)[C@H](O1)CO Chemical compound S(=O)(=O)(O)O.C(C)(=O)C1(O)[C@H](N)[C@@H](O)[C@H](O)[C@H](O1)CO HJGLHHSLYWSZKF-DBKUKYHUSA-N 0.000 description 1
- MEFKEPWMEQBLKI-AIRLBKTGSA-N S-adenosyl-L-methioninate Chemical compound O[C@@H]1[C@H](O)[C@@H](C[S+](CC[C@H](N)C([O-])=O)C)O[C@H]1N1C2=NC=NC(N)=C2N=C1 MEFKEPWMEQBLKI-AIRLBKTGSA-N 0.000 description 1
- MTCFGRXMJLQNBG-UHFFFAOYSA-N Serine Natural products OCC(N)C(O)=O MTCFGRXMJLQNBG-UHFFFAOYSA-N 0.000 description 1
- 108020004682 Single-Stranded DNA Proteins 0.000 description 1
- 108010090804 Streptavidin Proteins 0.000 description 1
- 101710172711 Structural protein Proteins 0.000 description 1
- 238000000692 Student's t-test Methods 0.000 description 1
- 241000282887 Suidae Species 0.000 description 1
- 239000000150 Sympathomimetic Substances 0.000 description 1
- 108091008874 T cell receptors Proteins 0.000 description 1
- 102000016266 T-Cell Antigen Receptors Human genes 0.000 description 1
- FZWLAAWBMGSTSO-UHFFFAOYSA-N Thiazole Chemical compound C1=CSC=N1 FZWLAAWBMGSTSO-UHFFFAOYSA-N 0.000 description 1
- 206010070863 Toxicity to various agents Diseases 0.000 description 1
- 108020004566 Transfer RNA Proteins 0.000 description 1
- 206010067584 Type 1 diabetes mellitus Diseases 0.000 description 1
- HSCJRCZFDFQWRP-JZMIEXBBSA-N UDP-alpha-D-glucose Chemical compound O[C@@H]1[C@@H](O)[C@H](O)[C@@H](CO)O[C@@H]1OP(O)(=O)OP(O)(=O)OC[C@@H]1[C@@H](O)[C@@H](O)[C@H](N2C(NC(=O)C=C2)=O)O1 HSCJRCZFDFQWRP-JZMIEXBBSA-N 0.000 description 1
- 208000025865 Ulcer Diseases 0.000 description 1
- LEHOTFFKMJEONL-UHFFFAOYSA-N Uric Acid Chemical compound N1C(=O)NC(=O)C2=C1NC(=O)N2 LEHOTFFKMJEONL-UHFFFAOYSA-N 0.000 description 1
- TVWHNULVHGKJHS-UHFFFAOYSA-N Uric acid Natural products N1C(=O)NC(=O)C2NC(=O)NC21 TVWHNULVHGKJHS-UHFFFAOYSA-N 0.000 description 1
- HSCJRCZFDFQWRP-UHFFFAOYSA-N Uridindiphosphoglukose Natural products OC1C(O)C(O)C(CO)OC1OP(O)(=O)OP(O)(=O)OCC1C(O)C(O)C(N2C(NC(=O)C=C2)=O)O1 HSCJRCZFDFQWRP-UHFFFAOYSA-N 0.000 description 1
- 241000251539 Vertebrata <Metazoa> Species 0.000 description 1
- 108020005202 Viral DNA Proteins 0.000 description 1
- 108010067390 Viral Proteins Proteins 0.000 description 1
- 208000036142 Viral infection Diseases 0.000 description 1
- 241000700605 Viruses Species 0.000 description 1
- 206010052428 Wound Diseases 0.000 description 1
- 208000027418 Wounds and injury Diseases 0.000 description 1
- TVXBFESIOXBWNM-UHFFFAOYSA-N Xylitol Natural products OCCC(O)C(O)C(O)CCO TVXBFESIOXBWNM-UHFFFAOYSA-N 0.000 description 1
- JLCPHMBAVCMARE-UHFFFAOYSA-N [3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-[[3-[[3-[[3-[[3-[[3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-hydroxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methyl [5-(6-aminopurin-9-yl)-2-(hydroxymethyl)oxolan-3-yl] hydrogen phosphate Polymers Cc1cn(C2CC(OP(O)(=O)OCC3OC(CC3OP(O)(=O)OCC3OC(CC3O)n3cnc4c3nc(N)[nH]c4=O)n3cnc4c3nc(N)[nH]c4=O)C(COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3CO)n3cnc4c(N)ncnc34)n3ccc(N)nc3=O)n3cnc4c(N)ncnc34)n3ccc(N)nc3=O)n3ccc(N)nc3=O)n3ccc(N)nc3=O)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cc(C)c(=O)[nH]c3=O)n3cc(C)c(=O)[nH]c3=O)n3ccc(N)nc3=O)n3cc(C)c(=O)[nH]c3=O)n3cnc4c3nc(N)[nH]c4=O)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)O2)c(=O)[nH]c1=O JLCPHMBAVCMARE-UHFFFAOYSA-N 0.000 description 1
- 201000000690 abdominal obesity-metabolic syndrome Diseases 0.000 description 1
- 206010000269 abscess Diseases 0.000 description 1
- NOSIYYJFMPDDSA-UHFFFAOYSA-N acepromazine Chemical compound C1=C(C(C)=O)C=C2N(CCCN(C)C)C3=CC=CC=C3SC2=C1 NOSIYYJFMPDDSA-UHFFFAOYSA-N 0.000 description 1
- 229960005054 acepromazine Drugs 0.000 description 1
- 125000002777 acetyl group Chemical group [H]C([H])([H])C(*)=O 0.000 description 1
- 230000002378 acidificating effect Effects 0.000 description 1
- 150000007513 acids Chemical class 0.000 description 1
- 230000004913 activation Effects 0.000 description 1
- 229960001570 ademetionine Drugs 0.000 description 1
- 229960001456 adenosine triphosphate Drugs 0.000 description 1
- 230000001919 adrenal effect Effects 0.000 description 1
- 239000000556 agonist Substances 0.000 description 1
- 150000001323 aldoses Chemical class 0.000 description 1
- 150000001338 aliphatic hydrocarbons Chemical class 0.000 description 1
- HMFHBZSHGGEWLO-UHFFFAOYSA-N alpha-D-Furanose-Ribose Natural products OCC1OC(O)C(O)C1O HMFHBZSHGGEWLO-UHFFFAOYSA-N 0.000 description 1
- AVJBPWGFOQAPRH-FWMKGIEWSA-N alpha-L-IdopA-(1->3)-beta-D-GalpNAc4S Chemical compound CC(=O)N[C@H]1[C@H](O)O[C@H](CO)[C@H](OS(O)(=O)=O)[C@@H]1O[C@H]1[C@H](O)[C@@H](O)[C@H](O)[C@H](C(O)=O)O1 AVJBPWGFOQAPRH-FWMKGIEWSA-N 0.000 description 1
- DKNWSYNQZKUICI-UHFFFAOYSA-N amantadine Chemical compound C1C(C2)CC3CC2CC1(N)C3 DKNWSYNQZKUICI-UHFFFAOYSA-N 0.000 description 1
- 229960003805 amantadine Drugs 0.000 description 1
- 150000003862 amino acid derivatives Chemical class 0.000 description 1
- IYIKLHRQXLHMJQ-UHFFFAOYSA-N amiodarone Chemical compound CCCCC=1OC2=CC=CC=C2C=1C(=O)C1=CC(I)=C(OCCN(CC)CC)C(I)=C1 IYIKLHRQXLHMJQ-UHFFFAOYSA-N 0.000 description 1
- 229960005260 amiodarone Drugs 0.000 description 1
- KRMDCWKBEZIMAB-UHFFFAOYSA-N amitriptyline Chemical compound C1CC2=CC=CC=C2C(=CCCN(C)C)C2=CC=CC=C21 KRMDCWKBEZIMAB-UHFFFAOYSA-N 0.000 description 1
- 229940035676 analgesics Drugs 0.000 description 1
- 238000000540 analysis of variance Methods 0.000 description 1
- 208000007502 anemia Diseases 0.000 description 1
- 210000004102 animal cell Anatomy 0.000 description 1
- 239000000730 antalgic agent Substances 0.000 description 1
- 239000003242 anti bacterial agent Substances 0.000 description 1
- 230000001745 anti-biotin effect Effects 0.000 description 1
- 230000003466 anti-cipated effect Effects 0.000 description 1
- 230000001430 anti-depressive effect Effects 0.000 description 1
- 230000003276 anti-hypertensive effect Effects 0.000 description 1
- 229940121363 anti-inflammatory agent Drugs 0.000 description 1
- 239000002260 anti-inflammatory agent Substances 0.000 description 1
- 230000001857 anti-mycotic effect Effects 0.000 description 1
- 230000000561 anti-psychotic effect Effects 0.000 description 1
- 230000000573 anti-seizure effect Effects 0.000 description 1
- 230000002921 anti-spasmodic effect Effects 0.000 description 1
- 229940088710 antibiotic agent Drugs 0.000 description 1
- 239000000427 antigen Substances 0.000 description 1
- 108091007433 antigens Proteins 0.000 description 1
- 102000036639 antigens Human genes 0.000 description 1
- 229940125715 antihistaminic agent Drugs 0.000 description 1
- 239000000739 antihistaminic agent Substances 0.000 description 1
- 239000003524 antilipemic agent Substances 0.000 description 1
- 239000002543 antimycotic Substances 0.000 description 1
- 229940034982 antineoplastic agent Drugs 0.000 description 1
- 239000000164 antipsychotic agent Substances 0.000 description 1
- 229940005529 antipsychotics Drugs 0.000 description 1
- 229940124575 antispasmodic agent Drugs 0.000 description 1
- 239000003443 antiviral agent Substances 0.000 description 1
- 239000002249 anxiolytic agent Substances 0.000 description 1
- 230000000949 anxiolytic effect Effects 0.000 description 1
- 229940005530 anxiolytics Drugs 0.000 description 1
- 239000002830 appetite depressant Substances 0.000 description 1
- 239000007864 aqueous solution Substances 0.000 description 1
- ODKSFYDXXFIFQN-UHFFFAOYSA-N arginine Natural products OC(=O)C(N)CCCNC(N)=N ODKSFYDXXFIFQN-UHFFFAOYSA-N 0.000 description 1
- 230000006793 arrhythmia Effects 0.000 description 1
- 206010003119 arrhythmia Diseases 0.000 description 1
- 208000011775 arteriosclerosis disease Diseases 0.000 description 1
- 238000003149 assay kit Methods 0.000 description 1
- 229940125388 beta agonist Drugs 0.000 description 1
- 150000004283 biguanides Chemical class 0.000 description 1
- 210000000941 bile Anatomy 0.000 description 1
- 238000002306 biochemical method Methods 0.000 description 1
- 230000003115 biocidal effect Effects 0.000 description 1
- 230000008827 biological function Effects 0.000 description 1
- 230000033228 biological regulation Effects 0.000 description 1
- 208000028683 bipolar I disease Diseases 0.000 description 1
- 150000004663 bisphosphonates Chemical class 0.000 description 1
- 210000000988 bone and bone Anatomy 0.000 description 1
- 230000010256 bone deposition Effects 0.000 description 1
- 229940098773 bovine serum albumin Drugs 0.000 description 1
- 210000005013 brain tissue Anatomy 0.000 description 1
- 210000000481 breast Anatomy 0.000 description 1
- 201000008275 breast carcinoma Diseases 0.000 description 1
- 210000004900 c-terminal fragment Anatomy 0.000 description 1
- 239000011575 calcium Substances 0.000 description 1
- 229910052791 calcium Inorganic materials 0.000 description 1
- 230000036952 cancer formation Effects 0.000 description 1
- 238000005515 capillary zone electrophoresis Methods 0.000 description 1
- 239000004202 carbamide Substances 0.000 description 1
- 150000001719 carbohydrate derivatives Chemical class 0.000 description 1
- 230000023852 carbohydrate metabolic process Effects 0.000 description 1
- 235000021256 carbohydrate metabolism Nutrition 0.000 description 1
- 239000001569 carbon dioxide Substances 0.000 description 1
- 235000011089 carbon dioxide Nutrition 0.000 description 1
- 125000003178 carboxy group Chemical group [H]OC(*)=O 0.000 description 1
- 150000007942 carboxylates Chemical class 0.000 description 1
- 150000001732 carboxylic acid derivatives Chemical group 0.000 description 1
- 150000001735 carboxylic acids Chemical class 0.000 description 1
- 231100000504 carcinogenesis Toxicity 0.000 description 1
- 230000000747 cardiac effect Effects 0.000 description 1
- 238000012754 cardiac puncture Methods 0.000 description 1
- 210000001715 carotid artery Anatomy 0.000 description 1
- 238000004113 cell culture Methods 0.000 description 1
- 230000032823 cell division Effects 0.000 description 1
- 239000013592 cell lysate Substances 0.000 description 1
- 229940106189 ceramide Drugs 0.000 description 1
- 150000001783 ceramides Chemical class 0.000 description 1
- 210000001175 cerebrospinal fluid Anatomy 0.000 description 1
- 230000007073 chemical hydrolysis Effects 0.000 description 1
- 239000007795 chemical reaction product Substances 0.000 description 1
- 230000002113 chemopreventative effect Effects 0.000 description 1
- 229910052801 chlorine Inorganic materials 0.000 description 1
- SIHHLZPXQLFPMC-UHFFFAOYSA-N chloroform;methanol;hydrate Chemical compound O.OC.ClC(Cl)Cl SIHHLZPXQLFPMC-UHFFFAOYSA-N 0.000 description 1
- 229960003677 chloroquine Drugs 0.000 description 1
- WHTVZRBIWZFKQO-UHFFFAOYSA-N chloroquine Natural products ClC1=CC=C2C(NC(C)CCCN(CC)CC)=CC=NC2=C1 WHTVZRBIWZFKQO-UHFFFAOYSA-N 0.000 description 1
- 229960001761 chlorpropamide Drugs 0.000 description 1
- 150000001840 cholesterol esters Chemical class 0.000 description 1
- 210000000349 chromosome Anatomy 0.000 description 1
- LOUPRKONTZGTKE-UHFFFAOYSA-N cinchonine Natural products C1C(C(C2)C=C)CCN2C1C(O)C1=CC=NC2=CC=C(OC)C=C21 LOUPRKONTZGTKE-UHFFFAOYSA-N 0.000 description 1
- 229960002173 citrulline Drugs 0.000 description 1
- 235000013477 citrulline Nutrition 0.000 description 1
- 206010009887 colitis Diseases 0.000 description 1
- 239000000512 collagen gel Substances 0.000 description 1
- 229940000425 combination drug Drugs 0.000 description 1
- 230000000295 complement effect Effects 0.000 description 1
- 238000005094 computer simulation Methods 0.000 description 1
- 235000009508 confectionery Nutrition 0.000 description 1
- 238000011109 contamination Methods 0.000 description 1
- 238000011437 continuous method Methods 0.000 description 1
- 238000007796 conventional method Methods 0.000 description 1
- 230000002596 correlated effect Effects 0.000 description 1
- 230000001054 cortical effect Effects 0.000 description 1
- 229940111134 coxibs Drugs 0.000 description 1
- 229960003624 creatine Drugs 0.000 description 1
- 239000006046 creatine Substances 0.000 description 1
- 239000013078 crystal Substances 0.000 description 1
- 239000003255 cyclooxygenase 2 inhibitor Substances 0.000 description 1
- UHDGCWIWMRVCDJ-ZAKLUEHWSA-N cytidine Chemical compound O=C1N=C(N)C=CN1[C@H]1[C@H](O)[C@@H](O)[C@H](CO)O1 UHDGCWIWMRVCDJ-ZAKLUEHWSA-N 0.000 description 1
- 230000003247 decreasing effect Effects 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 230000006735 deficit Effects 0.000 description 1
- 229940051593 dermatan sulfate Drugs 0.000 description 1
- 208000033679 diabetic kidney disease Diseases 0.000 description 1
- 229960004042 diazoxide Drugs 0.000 description 1
- LTMHDMANZUZIPE-PUGKRICDSA-N digoxin Chemical compound C1[C@H](O)[C@H](O)[C@@H](C)O[C@H]1O[C@@H]1[C@@H](C)O[C@@H](O[C@@H]2[C@H](O[C@@H](O[C@@H]3C[C@@H]4[C@]([C@@H]5[C@H]([C@]6(CC[C@@H]([C@@]6(C)[C@H](O)C5)C=5COC(=O)C=5)O)CC4)(C)CC3)C[C@@H]2O)C)C[C@@H]1O LTMHDMANZUZIPE-PUGKRICDSA-N 0.000 description 1
- 229960005156 digoxin Drugs 0.000 description 1
- LTMHDMANZUZIPE-UHFFFAOYSA-N digoxine Natural products C1C(O)C(O)C(C)OC1OC1C(C)OC(OC2C(OC(OC3CC4C(C5C(C6(CCC(C6(C)C(O)C5)C=5COC(=O)C=5)O)CC4)(C)CC3)CC2O)C)CC1O LTMHDMANZUZIPE-UHFFFAOYSA-N 0.000 description 1
- IJKVHSBPTUYDLN-UHFFFAOYSA-N dihydroxy(oxo)silane Chemical compound O[Si](O)=O IJKVHSBPTUYDLN-UHFFFAOYSA-N 0.000 description 1
- 229940064790 dilantin Drugs 0.000 description 1
- 239000001177 diphosphate Substances 0.000 description 1
- XPPKVPWEQAFLFU-UHFFFAOYSA-J diphosphate(4-) Chemical compound [O-]P([O-])(=O)OP([O-])([O-])=O XPPKVPWEQAFLFU-UHFFFAOYSA-J 0.000 description 1
- 235000011180 diphosphates Nutrition 0.000 description 1
- 230000006806 disease prevention Effects 0.000 description 1
- ZGSPNIOCEDOHGS-UHFFFAOYSA-L disodium [3-[2,3-di(octadeca-9,12-dienoyloxy)propoxy-oxidophosphoryl]oxy-2-hydroxypropyl] 2,3-di(octadeca-9,12-dienoyloxy)propyl phosphate Chemical compound [Na+].[Na+].CCCCCC=CCC=CCCCCCCCC(=O)OCC(OC(=O)CCCCCCCC=CCC=CCCCCC)COP([O-])(=O)OCC(O)COP([O-])(=O)OCC(OC(=O)CCCCCCCC=CCC=CCCCCC)COC(=O)CCCCCCCC=CCC=CCCCCC ZGSPNIOCEDOHGS-UHFFFAOYSA-L 0.000 description 1
- 108010007093 dispase Proteins 0.000 description 1
- 238000002224 dissection Methods 0.000 description 1
- 239000002934 diuretic Substances 0.000 description 1
- 229940030606 diuretics Drugs 0.000 description 1
- 229960003638 dopamine Drugs 0.000 description 1
- 238000012362 drug development process Methods 0.000 description 1
- 238000012912 drug discovery process Methods 0.000 description 1
- 230000000857 drug effect Effects 0.000 description 1
- 238000007877 drug screening Methods 0.000 description 1
- 238000002651 drug therapy Methods 0.000 description 1
- 230000009977 dual effect Effects 0.000 description 1
- 230000002500 effect on skin Effects 0.000 description 1
- 229940011681 elavil Drugs 0.000 description 1
- 230000002357 endometrial effect Effects 0.000 description 1
- 238000001861 endoscopic biopsy Methods 0.000 description 1
- 210000002889 endothelial cell Anatomy 0.000 description 1
- 230000007613 environmental effect Effects 0.000 description 1
- 230000007071 enzymatic hydrolysis Effects 0.000 description 1
- 238000006047 enzymatic hydrolysis reaction Methods 0.000 description 1
- 238000006911 enzymatic reaction Methods 0.000 description 1
- 201000010063 epididymitis Diseases 0.000 description 1
- 238000011067 equilibration Methods 0.000 description 1
- 210000003743 erythrocyte Anatomy 0.000 description 1
- 229930182833 estradiol Natural products 0.000 description 1
- 201000005884 exanthem Diseases 0.000 description 1
- 210000003722 extracellular fluid Anatomy 0.000 description 1
- 210000000416 exudates and transudate Anatomy 0.000 description 1
- 238000010265 fast atom bombardment Methods 0.000 description 1
- 230000004136 fatty acid synthesis Effects 0.000 description 1
- 150000002190 fatty acyls Chemical group 0.000 description 1
- 210000003608 fece Anatomy 0.000 description 1
- 210000003754 fetus Anatomy 0.000 description 1
- 229940012952 fibrinogen Drugs 0.000 description 1
- 230000004761 fibrosis Effects 0.000 description 1
- 238000001914 filtration Methods 0.000 description 1
- FCQJEPASRCXVCB-UHFFFAOYSA-N flavianic acid Chemical compound C1=C(S(O)(=O)=O)C=C2C(O)=C([N+]([O-])=O)C=C([N+]([O-])=O)C2=C1 FCQJEPASRCXVCB-UHFFFAOYSA-N 0.000 description 1
- MHMNJMPURVTYEJ-UHFFFAOYSA-N fluorescein-5-isothiocyanate Chemical compound O1C(=O)C2=CC(N=C=S)=CC=C2C21C1=CC=C(O)C=C1OC1=CC(O)=CC=C21 MHMNJMPURVTYEJ-UHFFFAOYSA-N 0.000 description 1
- 229910052731 fluorine Inorganic materials 0.000 description 1
- 229960002949 fluorouracil Drugs 0.000 description 1
- 229960002464 fluoxetine Drugs 0.000 description 1
- 238000009472 formulation Methods 0.000 description 1
- 239000000446 fuel Substances 0.000 description 1
- 208000020694 gallbladder disease Diseases 0.000 description 1
- 230000023266 generation of precursor metabolites and energy Effects 0.000 description 1
- 239000003862 glucocorticoid Substances 0.000 description 1
- 229960002849 glucosamine sulfate Drugs 0.000 description 1
- 230000004153 glucose metabolism Effects 0.000 description 1
- ZDXPYRJPNDTMRX-UHFFFAOYSA-N glutamine Natural products OC(=O)C(N)CCC(N)=O ZDXPYRJPNDTMRX-UHFFFAOYSA-N 0.000 description 1
- 229960003180 glutathione Drugs 0.000 description 1
- PEDCQBHIVMGVHV-VMIGTVKRSA-N glycerol-13c3 Chemical compound O[13CH2][13CH](O)[13CH2]O PEDCQBHIVMGVHV-VMIGTVKRSA-N 0.000 description 1
- 230000013595 glycosylation Effects 0.000 description 1
- 238000006206 glycosylation reaction Methods 0.000 description 1
- 208000024963 hair loss Diseases 0.000 description 1
- 230000036541 health Effects 0.000 description 1
- 208000019622 heart disease Diseases 0.000 description 1
- 238000010438 heat treatment Methods 0.000 description 1
- 206010019692 hepatic necrosis Diseases 0.000 description 1
- 230000007866 hepatic necrosis Effects 0.000 description 1
- 208000006454 hepatitis Diseases 0.000 description 1
- 231100000283 hepatitis Toxicity 0.000 description 1
- 231100000784 hepatotoxin Toxicity 0.000 description 1
- OUKGAOWPSGNQQG-XVSDJDOKSA-N hexadecanoic acid;(5z,8z,11z,14z)-icosa-5,8,11,14-tetraenoic acid Chemical compound CCCCCCCCCCCCCCCC(O)=O.CCCCC\C=C/C\C=C/C\C=C/C\C=C/CCCC(O)=O OUKGAOWPSGNQQG-XVSDJDOKSA-N 0.000 description 1
- 235000009200 high fat diet Nutrition 0.000 description 1
- 210000001320 hippocampus Anatomy 0.000 description 1
- 229960001340 histamine Drugs 0.000 description 1
- 230000003054 hormonal effect Effects 0.000 description 1
- 229940014041 hyaluronate Drugs 0.000 description 1
- 125000002887 hydroxy group Chemical group [H]O* 0.000 description 1
- 230000002218 hypoglycaemic effect Effects 0.000 description 1
- 239000000960 hypophysis hormone Substances 0.000 description 1
- IAJILQKETJEXLJ-LECHCGJUSA-N iduronic acid Chemical compound O=C[C@@H](O)[C@H](O)[C@@H](O)[C@H](O)C(O)=O IAJILQKETJEXLJ-LECHCGJUSA-N 0.000 description 1
- 230000016784 immunoglobulin production Effects 0.000 description 1
- 229940072221 immunoglobulins Drugs 0.000 description 1
- 208000000509 infertility Diseases 0.000 description 1
- 230000036512 infertility Effects 0.000 description 1
- 231100000535 infertility Toxicity 0.000 description 1
- 230000002757 inflammatory effect Effects 0.000 description 1
- 230000004054 inflammatory process Effects 0.000 description 1
- 239000003112 inhibitor Substances 0.000 description 1
- 230000002401 inhibitory effect Effects 0.000 description 1
- 230000005764 inhibitory process Effects 0.000 description 1
- 229910001872 inorganic gas Inorganic materials 0.000 description 1
- 229910052500 inorganic mineral Inorganic materials 0.000 description 1
- 229960003786 inosine Drugs 0.000 description 1
- 239000002198 insoluble material Substances 0.000 description 1
- 206010022498 insulinoma Diseases 0.000 description 1
- 230000010354 integration Effects 0.000 description 1
- 229940047122 interleukins Drugs 0.000 description 1
- 239000013067 intermediate product Substances 0.000 description 1
- 210000002490 intestinal epithelial cell Anatomy 0.000 description 1
- 210000002011 intestinal secretion Anatomy 0.000 description 1
- 238000001361 intraarterial administration Methods 0.000 description 1
- 238000007918 intramuscular administration Methods 0.000 description 1
- 238000010253 intravenous injection Methods 0.000 description 1
- 238000011835 investigation Methods 0.000 description 1
- PNDPGZBMCMUPRI-UHFFFAOYSA-N iodine Chemical class II PNDPGZBMCMUPRI-UHFFFAOYSA-N 0.000 description 1
- 238000005342 ion exchange Methods 0.000 description 1
- 238000004255 ion exchange chromatography Methods 0.000 description 1
- 238000005040 ion trap Methods 0.000 description 1
- 238000002307 isotope ratio mass spectrometry Methods 0.000 description 1
- 229960003299 ketamine Drugs 0.000 description 1
- ZKLLSNQJRLJIGT-UYFOZJQFSA-N keto-D-fructose 1-phosphate Chemical compound OC[C@@H](O)[C@@H](O)[C@H](O)C(=O)COP(O)(O)=O ZKLLSNQJRLJIGT-UYFOZJQFSA-N 0.000 description 1
- 150000002584 ketoses Chemical class 0.000 description 1
- 239000005351 kimble Substances 0.000 description 1
- 238000012933 kinetic analysis Methods 0.000 description 1
- FFEARJCKVFRZRR-IXBOUXNVSA-N l-methionine-2-13c Chemical compound CSCC[13C@H](N)C(O)=O FFEARJCKVFRZRR-IXBOUXNVSA-N 0.000 description 1
- 238000011005 laboratory method Methods 0.000 description 1
- 210000000265 leukocyte Anatomy 0.000 description 1
- 238000012417 linear regression Methods 0.000 description 1
- 238000004895 liquid chromatography mass spectrometry Methods 0.000 description 1
- 238000011068 loading method Methods 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 235000004213 low-fat Nutrition 0.000 description 1
- 210000004072 lung Anatomy 0.000 description 1
- 201000005202 lung cancer Diseases 0.000 description 1
- 208000020816 lung neoplasm Diseases 0.000 description 1
- 208000015486 malignant pancreatic neoplasm Diseases 0.000 description 1
- 230000001071 malnutrition Effects 0.000 description 1
- 235000000824 malnutrition Nutrition 0.000 description 1
- 210000004962 mammalian cell Anatomy 0.000 description 1
- 208000027202 mammary Paget disease Diseases 0.000 description 1
- 230000004748 mammary carcinogenesis Effects 0.000 description 1
- 238000007726 management method Methods 0.000 description 1
- 239000003550 marker Substances 0.000 description 1
- 239000000463 material Substances 0.000 description 1
- 229940090004 megace Drugs 0.000 description 1
- RQZAXGRLVPAYTJ-GQFGMJRRSA-N megestrol acetate Chemical compound C1=C(C)C2=CC(=O)CC[C@]2(C)[C@@H]2[C@@H]1[C@@H]1CC[C@@](C(C)=O)(OC(=O)C)[C@@]1(C)CC2 RQZAXGRLVPAYTJ-GQFGMJRRSA-N 0.000 description 1
- 229960003987 melatonin Drugs 0.000 description 1
- DRLFMBDRBRZALE-UHFFFAOYSA-N melatonin Chemical compound COC1=CC=C2NC=C(CCNC(C)=O)C2=C1 DRLFMBDRBRZALE-UHFFFAOYSA-N 0.000 description 1
- 102000006240 membrane receptors Human genes 0.000 description 1
- HEBKCHPVOIAQTA-UHFFFAOYSA-N meso ribitol Natural products OCC(O)C(O)C(O)CO HEBKCHPVOIAQTA-UHFFFAOYSA-N 0.000 description 1
- 108020004999 messenger RNA Proteins 0.000 description 1
- 208000030159 metabolic disease Diseases 0.000 description 1
- 238000006241 metabolic reaction Methods 0.000 description 1
- 230000001394 metastastic effect Effects 0.000 description 1
- 206010061289 metastatic neoplasm Diseases 0.000 description 1
- XZWYZXLIPXDOLR-UHFFFAOYSA-N metformin Chemical compound CN(C)C(=N)NC(N)=N XZWYZXLIPXDOLR-UHFFFAOYSA-N 0.000 description 1
- 229960003105 metformin Drugs 0.000 description 1
- 229960000485 methotrexate Drugs 0.000 description 1
- DJLUSNAYRNFVSM-UHFFFAOYSA-N methyl 2-(2,4-dioxo-1h-pyrimidin-5-yl)acetate Chemical compound COC(=O)CC1=CNC(=O)NC1=O DJLUSNAYRNFVSM-UHFFFAOYSA-N 0.000 description 1
- IZAGSTRIDUNNOY-UHFFFAOYSA-N methyl 2-[(2,4-dioxo-1h-pyrimidin-5-yl)oxy]acetate Chemical compound COC(=O)COC1=CNC(=O)NC1=O IZAGSTRIDUNNOY-UHFFFAOYSA-N 0.000 description 1
- 150000004702 methyl esters Chemical class 0.000 description 1
- 230000000813 microbial effect Effects 0.000 description 1
- 206010027599 migraine Diseases 0.000 description 1
- 238000005065 mining Methods 0.000 description 1
- 229960003632 minoxidil Drugs 0.000 description 1
- 210000003470 mitochondria Anatomy 0.000 description 1
- 208000012268 mitochondrial disease Diseases 0.000 description 1
- 238000002156 mixing Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 238000010369 molecular cloning Methods 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
- 201000000585 muscular atrophy Diseases 0.000 description 1
- 230000023105 myelination Effects 0.000 description 1
- 210000000107 myocyte Anatomy 0.000 description 1
- XJVXMWNLQRTRGH-UHFFFAOYSA-N n-(3-methylbut-3-enyl)-2-methylsulfanyl-7h-purin-6-amine Chemical compound CSC1=NC(NCCC(C)=C)=C2NC=NC2=N1 XJVXMWNLQRTRGH-UHFFFAOYSA-N 0.000 description 1
- BIZMUZUXEATCLA-UHFFFAOYSA-N n-[(2,3,4,5,6-pentafluorophenyl)methyl]hydroxylamine Chemical compound ONCC1=C(F)C(F)=C(F)C(F)=C1F BIZMUZUXEATCLA-UHFFFAOYSA-N 0.000 description 1
- 231100000637 nephrotoxin Toxicity 0.000 description 1
- 208000015122 neurodegenerative disease Diseases 0.000 description 1
- 230000001272 neurogenic effect Effects 0.000 description 1
- 201000001119 neuropathy Diseases 0.000 description 1
- 230000007823 neuropathy Effects 0.000 description 1
- 239000002547 new drug Substances 0.000 description 1
- 229930027945 nicotinamide-adenine dinucleotide Natural products 0.000 description 1
- 235000001968 nicotinic acid Nutrition 0.000 description 1
- 229960003512 nicotinic acid Drugs 0.000 description 1
- 239000011664 nicotinic acid Substances 0.000 description 1
- 150000002823 nitrates Chemical class 0.000 description 1
- 206010053219 non-alcoholic steatohepatitis Diseases 0.000 description 1
- 229940042402 non-nucleoside reverse transcriptase inhibitor Drugs 0.000 description 1
- 229940021182 non-steroidal anti-inflammatory drug Drugs 0.000 description 1
- 239000002726 nonnucleoside reverse transcriptase inhibitor Substances 0.000 description 1
- 231100000252 nontoxic Toxicity 0.000 description 1
- 230000003000 nontoxic effect Effects 0.000 description 1
- 231100000956 nontoxicity Toxicity 0.000 description 1
- 150000003833 nucleoside derivatives Chemical class 0.000 description 1
- 208000015380 nutritional deficiency disease Diseases 0.000 description 1
- 229960002700 octreotide Drugs 0.000 description 1
- 238000002515 oligonucleotide synthesis Methods 0.000 description 1
- 229920001542 oligosaccharide Polymers 0.000 description 1
- 150000002482 oligosaccharides Chemical class 0.000 description 1
- 238000001543 one-way ANOVA Methods 0.000 description 1
- 238000009806 oophorectomy Methods 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 239000003538 oral antidiabetic agent Substances 0.000 description 1
- 229940127209 oral hypoglycaemic agent Drugs 0.000 description 1
- 150000007524 organic acids Chemical class 0.000 description 1
- 229960003104 ornithine Drugs 0.000 description 1
- 230000003204 osmotic effect Effects 0.000 description 1
- 231100000262 ototoxicity Toxicity 0.000 description 1
- 230000004792 oxidative damage Effects 0.000 description 1
- 201000002528 pancreatic cancer Diseases 0.000 description 1
- 208000008443 pancreatic carcinoma Diseases 0.000 description 1
- 208000021255 pancreatic insulinoma Diseases 0.000 description 1
- 230000008506 pathogenesis Effects 0.000 description 1
- 230000001717 pathogenic effect Effects 0.000 description 1
- 230000007170 pathology Effects 0.000 description 1
- 230000004108 pentose phosphate pathway Effects 0.000 description 1
- 239000000137 peptide hydrolase inhibitor Substances 0.000 description 1
- 208000033808 peripheral neuropathy Diseases 0.000 description 1
- 150000002978 peroxides Chemical class 0.000 description 1
- 239000000546 pharmaceutical excipient Substances 0.000 description 1
- 229940124531 pharmaceutical excipient Drugs 0.000 description 1
- NBIIXXVUZAFLBC-UHFFFAOYSA-K phosphate Chemical compound [O-]P([O-])([O-])=O NBIIXXVUZAFLBC-UHFFFAOYSA-K 0.000 description 1
- 239000010452 phosphate Substances 0.000 description 1
- 229910052698 phosphorus Inorganic materials 0.000 description 1
- 230000008845 photoaging Effects 0.000 description 1
- 239000000902 placebo Substances 0.000 description 1
- 229940068196 placebo Drugs 0.000 description 1
- 239000013612 plasmid Substances 0.000 description 1
- 238000003752 polymerase chain reaction Methods 0.000 description 1
- 239000004810 polytetrafluoroethylene Substances 0.000 description 1
- 229920001343 polytetrafluoroethylene Polymers 0.000 description 1
- 150000004033 porphyrin derivatives Chemical class 0.000 description 1
- 231100000683 possible toxicity Toxicity 0.000 description 1
- 230000001323 posttranslational effect Effects 0.000 description 1
- 230000003334 potential effect Effects 0.000 description 1
- IENZQIKPVFGBNW-UHFFFAOYSA-N prazosin Chemical compound N=1C(N)=C2C=C(OC)C(OC)=CC2=NC=1N(CC1)CCN1C(=O)C1=CC=CO1 IENZQIKPVFGBNW-UHFFFAOYSA-N 0.000 description 1
- 229960001289 prazosin Drugs 0.000 description 1
- 238000001556 precipitation Methods 0.000 description 1
- 238000002360 preparation method Methods 0.000 description 1
- 230000001581 pretranslational effect Effects 0.000 description 1
- 230000003449 preventive effect Effects 0.000 description 1
- 239000000651 prodrug Substances 0.000 description 1
- 229940002612 prodrug Drugs 0.000 description 1
- 238000004393 prognosis Methods 0.000 description 1
- 210000002307 prostate Anatomy 0.000 description 1
- 235000019833 protease Nutrition 0.000 description 1
- 230000005180 public health Effects 0.000 description 1
- 230000002685 pulmonary effect Effects 0.000 description 1
- 230000006825 purine synthesis Effects 0.000 description 1
- 150000003212 purines Chemical class 0.000 description 1
- UMJSCPRVCHMLSP-UHFFFAOYSA-N pyridine Natural products COC1=CC=CN=C1 UMJSCPRVCHMLSP-UHFFFAOYSA-N 0.000 description 1
- 230000006824 pyrimidine synthesis Effects 0.000 description 1
- 150000003230 pyrimidines Chemical class 0.000 description 1
- 229960001404 quinidine Drugs 0.000 description 1
- 206010037844 rash Diseases 0.000 description 1
- 238000009790 rate-determining step (RDS) Methods 0.000 description 1
- 238000010188 recombinant method Methods 0.000 description 1
- 230000002829 reductive effect Effects 0.000 description 1
- 230000008929 regeneration Effects 0.000 description 1
- 238000011069 regeneration method Methods 0.000 description 1
- 238000012827 research and development Methods 0.000 description 1
- 230000004141 reverse cholesterol transport Effects 0.000 description 1
- 230000002441 reversible effect Effects 0.000 description 1
- 239000002336 ribonucleotide Substances 0.000 description 1
- 125000002652 ribonucleotide group Chemical group 0.000 description 1
- 108020004418 ribosomal RNA Proteins 0.000 description 1
- 239000003419 rna directed dna polymerase inhibitor Substances 0.000 description 1
- 210000003296 saliva Anatomy 0.000 description 1
- 229920006395 saturated elastomer Polymers 0.000 description 1
- 238000003345 scintillation counting Methods 0.000 description 1
- 238000007423 screening assay Methods 0.000 description 1
- 230000028327 secretion Effects 0.000 description 1
- 229940125723 sedative agent Drugs 0.000 description 1
- 239000000932 sedative agent Substances 0.000 description 1
- 210000000582 semen Anatomy 0.000 description 1
- 230000035945 sensitivity Effects 0.000 description 1
- 230000001235 sensitizing effect Effects 0.000 description 1
- 125000005629 sialic acid group Chemical group 0.000 description 1
- 230000019491 signal transduction Effects 0.000 description 1
- 239000000741 silica gel Substances 0.000 description 1
- 229910002027 silica gel Inorganic materials 0.000 description 1
- 239000000377 silicon dioxide Substances 0.000 description 1
- 231100000046 skin rash Toxicity 0.000 description 1
- 239000002002 slurry Substances 0.000 description 1
- 229940126586 small molecule drug Drugs 0.000 description 1
- 108010062513 snake venom phosphodiesterase I Proteins 0.000 description 1
- 230000007928 solubilization Effects 0.000 description 1
- 238000005063 solubilization Methods 0.000 description 1
- NHXLMOGPVYXJNR-ATOGVRKGSA-N somatostatin Chemical class C([C@H]1C(=O)N[C@H](C(N[C@@H](CO)C(=O)N[C@@H](CSSC[C@@H](C(=O)N[C@@H](CCCCN)C(=O)N[C@@H](CC(N)=O)C(=O)N[C@@H](CC=2C=CC=CC=2)C(=O)N[C@@H](CC=2C=CC=CC=2)C(=O)N[C@@H](CC=2C3=CC=CC=C3NC=2)C(=O)N[C@@H](CCCCN)C(=O)N[C@H](C(=O)N1)[C@@H](C)O)NC(=O)CNC(=O)[C@H](C)N)C(O)=O)=O)[C@H](O)C)C1=CC=CC=C1 NHXLMOGPVYXJNR-ATOGVRKGSA-N 0.000 description 1
- 229940075620 somatostatin analogue Drugs 0.000 description 1
- 230000003595 spectral effect Effects 0.000 description 1
- WWUZIQQURGPMPG-KRWOKUGFSA-N sphingosine Chemical group CCCCCCCCCCCCC\C=C\[C@@H](O)[C@@H](N)CO WWUZIQQURGPMPG-KRWOKUGFSA-N 0.000 description 1
- 208000020431 spinal cord injury Diseases 0.000 description 1
- 238000013223 sprague-dawley female rat Methods 0.000 description 1
- 210000003802 sputum Anatomy 0.000 description 1
- 208000024794 sputum Diseases 0.000 description 1
- 239000007858 starting material Substances 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 210000000130 stem cell Anatomy 0.000 description 1
- 239000003270 steroid hormone Substances 0.000 description 1
- 239000007929 subcutaneous injection Substances 0.000 description 1
- KDYFGRWQOYBRFD-UHFFFAOYSA-L succinate(2-) Chemical compound [O-]C(=O)CCC([O-])=O KDYFGRWQOYBRFD-UHFFFAOYSA-L 0.000 description 1
- 150000005846 sugar alcohols Polymers 0.000 description 1
- FDDDEECHVMSUSB-UHFFFAOYSA-N sulfanilamide Chemical class NC1=CC=C(S(N)(=O)=O)C=C1 FDDDEECHVMSUSB-UHFFFAOYSA-N 0.000 description 1
- 230000019635 sulfation Effects 0.000 description 1
- 238000005670 sulfation reaction Methods 0.000 description 1
- 150000003456 sulfonamides Chemical class 0.000 description 1
- YROXIXLRRCOBKF-UHFFFAOYSA-N sulfonylurea Chemical compound OC(=N)N=S(=O)=O YROXIXLRRCOBKF-UHFFFAOYSA-N 0.000 description 1
- 229910052717 sulfur Inorganic materials 0.000 description 1
- UWCDGNNRRPICBV-FROKLYQUSA-N sulfuric acid N-[(3R,4R,5S,6R)-2,4,5-trihydroxy-6-(hydroxymethyl)oxan-3-yl]acetamide Chemical compound OS(O)(=O)=O.CC(=O)N[C@H]1C(O)O[C@H](CO)[C@@H](O)[C@@H]1O UWCDGNNRRPICBV-FROKLYQUSA-N 0.000 description 1
- 150000003467 sulfuric acid derivatives Chemical class 0.000 description 1
- 230000001629 suppression Effects 0.000 description 1
- 238000001356 surgical procedure Methods 0.000 description 1
- 230000004083 survival effect Effects 0.000 description 1
- 210000004243 sweat Anatomy 0.000 description 1
- 230000001975 sympathomimetic effect Effects 0.000 description 1
- 229940064707 sympathomimetics Drugs 0.000 description 1
- 229940037128 systemic glucocorticoids Drugs 0.000 description 1
- 238000012353 t test Methods 0.000 description 1
- 238000004885 tandem mass spectrometry Methods 0.000 description 1
- 229960003604 testosterone Drugs 0.000 description 1
- 229960000814 tetanus toxoid Drugs 0.000 description 1
- 229960003433 thalidomide Drugs 0.000 description 1
- 231100001274 therapeutic index Toxicity 0.000 description 1
- 230000004797 therapeutic response Effects 0.000 description 1
- 150000001467 thiazolidinediones Chemical class 0.000 description 1
- 230000000929 thyromimetic effect Effects 0.000 description 1
- 229940034208 thyroxine Drugs 0.000 description 1
- XUIIKFGFIJCVMT-UHFFFAOYSA-N thyroxine-binding globulin Natural products IC1=CC(CC([NH3+])C([O-])=O)=CC(I)=C1OC1=CC(I)=C(O)C(I)=C1 XUIIKFGFIJCVMT-UHFFFAOYSA-N 0.000 description 1
- 230000000699 topical effect Effects 0.000 description 1
- 230000008791 toxic response Effects 0.000 description 1
- 238000005891 transamination reaction Methods 0.000 description 1
- 238000013518 transcription Methods 0.000 description 1
- 230000035897 transcription Effects 0.000 description 1
- 238000012546 transfer Methods 0.000 description 1
- 238000000844 transformation Methods 0.000 description 1
- 230000001052 transient effect Effects 0.000 description 1
- 238000002054 transplantation Methods 0.000 description 1
- 206010044652 trigeminal neuralgia Diseases 0.000 description 1
- 150000003641 trioses Chemical class 0.000 description 1
- 239000001226 triphosphate Substances 0.000 description 1
- 235000011178 triphosphate Nutrition 0.000 description 1
- UNXRWKVEANCORM-UHFFFAOYSA-N triphosphoric acid Chemical compound OP(O)(=O)OP(O)(=O)OP(O)(O)=O UNXRWKVEANCORM-UHFFFAOYSA-N 0.000 description 1
- 150000004043 trisaccharides Chemical class 0.000 description 1
- 231100000397 ulcer Toxicity 0.000 description 1
- 229940116269 uric acid Drugs 0.000 description 1
- 230000002485 urinary effect Effects 0.000 description 1
- 210000004509 vascular smooth muscle cell Anatomy 0.000 description 1
- 230000035899 viability Effects 0.000 description 1
- 239000001993 wax Substances 0.000 description 1
- 238000005303 weighing Methods 0.000 description 1
- 230000029663 wound healing Effects 0.000 description 1
- 230000037303 wrinkles Effects 0.000 description 1
- 229960001600 xylazine Drugs 0.000 description 1
- BPICBUSOMSTKRF-UHFFFAOYSA-N xylazine Chemical compound CC1=CC=CC(C)=C1NC1=NCCCS1 BPICBUSOMSTKRF-UHFFFAOYSA-N 0.000 description 1
- 239000000811 xylitol Substances 0.000 description 1
- HEBKCHPVOIAQTA-SCDXWVJYSA-N xylitol Chemical compound OC[C@H](O)[C@@H](O)[C@H](O)CO HEBKCHPVOIAQTA-SCDXWVJYSA-N 0.000 description 1
- 229960002675 xylitol Drugs 0.000 description 1
- 235000010447 xylitol Nutrition 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/5005—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving human or animal cells
- G01N33/5008—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving human or animal cells for testing or evaluating the effect of chemical or biological compounds, e.g. drugs, cosmetics
- G01N33/5044—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving human or animal cells for testing or evaluating the effect of chemical or biological compounds, e.g. drugs, cosmetics involving specific cell types
- G01N33/5067—Liver cells
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61K—PREPARATIONS FOR MEDICAL, DENTAL OR TOILETRY PURPOSES
- A61K49/00—Preparations for testing in vivo
- A61K49/0004—Screening or testing of compounds for diagnosis of disorders, assessment of conditions, e.g. renal clearance, gastric emptying, testing for diabetes, allergy, rheuma, pancreas functions
- A61K49/0008—Screening agents using (non-human) animal models or transgenic animal models or chimeric hosts, e.g. Alzheimer disease animal model, transgenic model for heart failure
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/5005—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving human or animal cells
- G01N33/5008—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving human or animal cells for testing or evaluating the effect of chemical or biological compounds, e.g. drugs, cosmetics
- G01N33/5082—Supracellular entities, e.g. tissue, organisms
- G01N33/5088—Supracellular entities, e.g. tissue, organisms of vertebrates
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/58—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving labelled substances
- G01N33/60—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving labelled substances involving radioactive labelled substances
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/68—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving proteins, peptides or amino acids
- G01N33/6803—General methods of protein analysis not limited to specific proteins or families of proteins
- G01N33/6848—Methods of protein analysis involving mass spectrometry
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
- Y02A90/00—Technologies having an indirect contribution to adaptation to climate change
- Y02A90/10—Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation
Definitions
- the invention relates to methods for screening compounds, combinations of compounds, or mixtures of compounds (i.e., drugs and drug candidates, including chemical entities, whether new or known, and biological factors, whether new or known) for actions in biological systems.
- the disclosed methods measure and quantify molecular flux rates through metabolic pathways (synthesis and breakdown or input and removal rates from pools of molecules) in vivo as targets of drug action.
- the disclosed methods are capable of high-throughput, large-scale, automated applications.
- the methods are particularly applicable to detecting and establishing unanticipated or unintended actions of drugs or drug candidates during drug discovery, development and approval (DDDA).
- DDDA drug discovery, development and approval
- the methods disclosed herein are particularly suitable for establishing secondary therapeutic claims (“new uses” or “new indications”) and determining toxicities both of known compounds and new compounds.
- DDDA drug discovery, development and approval
- Actions on the drug target are evaluated against large numbers of compounds by use of high-throughput screening (HTS) assays that measure the activity or state of the protein or gene target.
- HTS high-throughput screening
- Compounds showing potentially useful activity on the drug target are termed lead compounds (also known as “drug leads”).
- drug leads Once identified, drug leads are filtered and selected on the basis of their activity on the disease process targeted and, ultimately, on clinical end-points. FDA approval is ultimately given for single, well-defined clinical indications that are identified and defined and tested in advance in specified diseases.
- Drug leads are therefore both discovered and developed in the context of a highly constrained set of protocols built on a model of intended actions. Drug targets are specific and are identified in advance for discovery initiatives. Stated differently, FDA approval of a drug lead is not obtained by administration of the compound to diverse people with a variety of random medical disorders to see if it helps one or more of these, but occurs within an explicit context of prospectively defined effects in specific disease states.
- the present invention is directed to methods for measuring and quantifying molecular flux rates within one or more metabolic pathways of interest, in response to exposure to one or more compounds, combinations of compounds, or mixtures of compounds, the methods enabling an investigator to discover an unanticipated or unexpected action or actions (or both) elicited by the one or more compounds, combination of compounds, or mixtures of compounds.
- the methods of the invention include high-throughput screening assays.
- the unanticipated or unexpected action is a therapeutic action.
- the unanticipated or unexpected action is a toxic effect.
- the methods of the invention permit the identification of compounds that alter the metabolic flux rates of once or more metabolic pathways.
- one or more isotope-labeled substrates are administered to a cell, tissue or organism for a period of time sufficient for the isotope label to be incorporated into one or more targeted molecules in at least one targeted metabolic pathway of interest. More than one isotope label may be administered. Measurement of the isotopic content and/or pattern or the rate of change of the isotopic content and/or pattern in the one or more targeted molecules is performed to calculate the molecular flux rate in the one or more pathways of interest. One or more compounds are administered (constituting exposure) to a living system and the molecular flux rates are measured in the presence and absence of exposure.
- the molecular flux rates are measured in response to a specific dose or a range of doses of the one or more compounds. In another embodiment of the invention, the molecular flux rates are measured in response to exposure to a combination of compounds. In still another embodiment of the invention, the molecular flux rates are measured in response to exposure to a mixture of compounds.
- the one or more compounds can be a new chemical entity, a chemical entity drug lead (i.e., a “small molecule” drug lead), or a known chemical entity drug (i.e., a “small molecule” drug), for example an already-approved drug listed in the Physician's Desk Reference (PDR) or the Merck Index (e.g., a drug approved by the FDA or other corresponding agencies outside the U.S.).
- the one or more compounds also can be a new biological factor or a known biological factor including an already-approved biological factor drug.
- the one or more compounds can be selected randomly or on the basis of a specific biochemical rationale concerning a hypothesized role in the molecular pathogenesis of one or more diseases.
- the invention allows for the comparison between the molecular flux rates measured from exposed cells, tissues, or organisms of the living system to the molecular flux rates measured from non-exposed cells, tissues, or organisms of the living system. Differences between the exposed and non-exposed molecular flux rates are identified and this information is then used to determine whether one or more compounds (or combinations of compounds or mixtures of compounds) elicit a metabolic action on the one or more pathways of interest on the exposed cell, tissue, or organism.
- the metabolic action of the compound (or combination of compounds or mixture of compounds) on the exposed cell, tissue or organism may be unexpected or unanticipated (based on prevailing biochemical knowledge and concepts about the compound and molecular flux within the pathway) or may be anticipated or expected.
- the one or more compounds can be administered to a mammal and the molecular flux rates calculated and evaluated against the molecular flux rates calculated from an unexposed mammal of the same species.
- the mammal may be a human.
- the molecular flux rates are measured in one or more metabolic pathways involved in the molecular pathogenesis of a disease.
- the one or more metabolic pathways are the cause of the disease or contribute to the initiation, progression, activity, pathologic consequences, symptoms, or severity of the disease.
- the molecular flux rates from one or more metabolic pathways are measured concurrently.
- the molecular flux rates are measured using stable isotope-labeling techniques.
- the stable isotope label may include specific heavy isotopes of elements present in biomolecules, such as 2 H, 13 C, 15 N, 18 O, 33 S, 34 S.
- the molecular flux rates are measured using radioactive isotope-labeling techniques.
- the radioactive isotope label may include 3 H, 14 C, 35 S, 125 I, 131 I.
- Isotope-labeled precursors include, but are not limited to, 2 H 2 O, H 2 18 O, 3 H 2 O, 15 NH 3 , 13 CO 2 , H 13 CO 3 , 2 H-labeled amino acids, 13 C-labeled amino acids, 15 N-labeled amino acids, 18 O-labeled amino acids, 34 S or 33 S-labeled amino acids, 3 H-labeled amino acids, and 14 C-labeled amino acids.
- the isotope substrate may be chosen from 2 H 2 O, 2 H-glucose, 2 H-labeled amino acids, 13 C-labeled amino acids, 2 H-labeled organic molecules, 13 C-labeled organic molecules, and 15 N-labeled organic molecules labeled water.
- the isotope substrate may be labeled water, for example, 2 H 2 O, H 2 18 O, or 3 H 2 O.
- the labeled water may be 2 H 2 O.
- Stable isotope-labeled substrates are incorporated into one or more molecules of one or more metabolic pathways of interest.
- the molecular flux rates can be determined by measuring, over specific time intervals, isotopic content and/or pattern or rate of change of isotopic content and/or pattern in the targeted molecules, for example by using mass spectrometry, allowing for the determination of the molecular flux rates within the one or more metabolic pathways of interest, by use of analytic and calculation methods known in the art.
- radiolabeled substrates are contemplated for use in the present invention wherein the radiolabeled substrates are incorporated into one or more molecules of one or more metabolic pathways of interest.
- the molecular flux rates can be determined by measuring radiation and/or radioactivity of the targeted molecules of interest within the one or more metabolic pathways of interest by using techniques well known in the art such as scintillation counting. The molecular flux rates within the one or more metabolic pathways of interest are then calculated, using methods known in the art.
- isolated isotopically perturbed molecules are provided, the isotopically perturbed molecules including one or more isotopes.
- the isolated isotopically perturbed molecules are products of the labeling methods described herein.
- the isolated isotopically perturbed molecules are collected by sampling techniques known in the art and are analyzed using appropriate analytical tools.
- the isolated isotopically perturbed molecules are comprised of one or more stable isotopes.
- the isolated isotopically perturbed molecules are comprised of one or more radioactive isotopes.
- kits that comprise isotope-labeled precursors and instructions for using them.
- the kits may contain stable-isotope labeled precursors or radioactive-labeled isotope precursors or both.
- Stable-isotope labeled precursors and radioactive-labeled isotope precursors may be provided in one kit or they may be separated and provided in two or more kits.
- the kits may further comprise one or more tools for administering the isotope-labeled precursors.
- the kits also may comprise one or more tools for collecting samples from a subject.
- one or more information storage devices comprise data generated from the methods of the present invention.
- the data may be analyzed, partially analyzed, or unanalyzed.
- the data may be imprinted onto paper, plastic, magnetic, optical, or other medium for storage and display.
- one or more compounds, combinations of compounds, or mixtures of compounds identified and at least partially characterized by the methods of the present invention are contemplated.
- FIG. 1 shows a schematic diagram illustrating the contemporary model of drug discovery (testing for an intended action) versus a strategy of testing for unintended actions.
- FIG. 2 shows a schematic diagram illustrating the method of screening for new indications of approved drugs.
- FIG. 3 shows a schematic diagram of an example metabolic pathway (DNA synthesis, both de novo and salvage) and various component elements. Locations of stable or radioactive isotope labeling are shown.
- G6P Glucose-6-phosphate.
- R5P ribose-5-phosphate.
- PRPP 5-phosphoribosyl- ⁇ -pyrophospate.
- NDP nucleotide diphosphate.
- dNTP deoxynucleotide triphosphate.
- RR ribonucleotide reductase.
- dN deoxynucleotide. 3
- H-dT tritiated deoxythymidine.
- BrdU 5-bromo-2-deoxyuridine.
- GNG gluconeogenesis.
- DNNS de novo nucleotide synthesis.
- DNPS de novo precursor synthesis.
- FIG. 4 depicts the fractional replacement (turnover) of murine neurons in vivo.
- Neurons were isolated from mice concurrently treated with intraperitoneal lipopolysaccharide (LPS) a known neuroinflammatory stimulus, and deuterated water for 45 days. Fractional replacement of neurons was determined by GC/MS analysis of DNA from isolated neurons. Both doses of LPS resulted in a statistically significant increase in neuron turnover with respect to control (p ⁇ 0.05), and statistically significant dose dependence was also observed (p ⁇ 0.05).
- LPS intraperitoneal lipopolysaccharide
- FIG. 5 shows a decrease in adipocyte proliferation (i.e., fat cell proliferation) in ob/ob mice after treatment with leptin.
- FIG. 7 depicts a decrease in mammary epithelial cell proliferation in both intact female rats and ovariectomized rats after treatment with very low doses of selective estrogen receptor modulators (tamoxifen and raloxifene).
- FIG. 8 a shows that the addition of rosiglitazone to a high carbohydrate (HC) diet significantly increased n in the epididymal and inguinal adipose depots after 26 days of diet and 15 days of 2 H 2 O.
- FIG. 8 b shows that by 75 days of diet, n was significantly higher in all adipose depots in the rosiglitazone group.
- HC carbohydrate
- the present invention is directed to methods of detecting actions, particularly unintended or unanticipated actions, of compounds, combinations of compounds, or mixtures of compounds (e.g., new chemical entities, known drug agents including already-approved small molecular entities, new biological factors, or known biological factors including already-approved biological factors), in living systems by measuring molecular flux rates (i.e., synthesis and breakdown or input and removal rates) within metabolic pathways of interest. Molecular flux rates within targeted metabolic pathways are used as biomarkers for establishing and quantifying the actions of compounds.
- compounds e.g., new chemical entities, known drug agents including already-approved small molecular entities, new biological factors, or known biological factors including already-approved biological factors
- An isotope-labeled substrate molecule is administered or contacted to one or more cells, tissues, or organisms of a living system (i.e., exposing the one or more cells, tissues, or organisms to the isotope-labeled substrate molecule, thereby constituting exposure to said one or more cells, tissues, or organisms).
- the isotopic content and/or pattern or rate of change of isotopic content and/or pattern of one or more targeted molecules within one or more metabolic pathways of interest is then measured, optimally by use of mass spectrometry, to determine molecular flux rates within the one or more metabolic pathways of interest.
- a compound, combination of compounds, or mixture of compounds is also administered or contacted to one or more cells, tissues, or organisms.
- the molecular flux rates through one or more pathways of interest in the one or more cells, tissues, or organisms are then measured and compared with molecular flux rates through the pathways in one or more cells, tissues, or organisms not exposed to the compound, combination of compounds, or mixture of compounds.
- Combinations or mixtures of compounds including combinations or mixtures of known drug agents (including small molecule agents and biological factors) are tested for their effects on molecular flux rates through pathways of interest, to identify and quantify synergistic or antagonistic actions of specific combinations.
- the methods of the present invention allow for high-throughput screening of compounds, combinations of compounds, or mixtures of compounds thereby allowing for the systematic discovery of secondary or unanticipated actions of entire classes of therapeutic agents that were developed or approved for other actions (i.e., thereby providing a method for “mining” the Physicians Desk Reference or Merck Index for new uses of known drugs or agents, a process that is referred to as “drug repositioning” or “drug repurposing”).
- the methods of the present invention also allow for the discovery of unanticipated toxic effects of compounds, combinations of compounds, or mixtures of compounds.
- the invention has applications in drug discovery, development and approval as well as in subsequent medical diagnostics, clinical management of patients and disease prevention.
- Molecular flux rates refers to the rate of synthesis and/or breakdown of molecules within a cell, tissue, or organism. “Molecular flux rates” also refers to a molecule's input into or removal from a pool of molecules, and is therefore synonymous with the flow into and out of said pool of molecules.
- Metal pathway refers to any linked series of two or more biochemical steps in a living system, the net result of which is a chemical, spatial or physical transformation of a molecule or molecules. Metabolic pathways are defined by the direction and flow of molecules through the biochemical steps that comprise the pathway. Molecules within metabolic pathways can be of any biochemical class, e.g., including but not limited to lipids, proteins, amino acids, carbohydrates, nucleic acids, polynucleotides, porphyrins, glycosaminoglycans, glycolipids, intermediary metabolites, inorganic minerals, ions, etc.
- Flux rate through a metabolic pathway refers to the rate of molecular transformations through a defined metabolic pathway.
- the unit of flux rates through pathways is chemical mass per time (e.g., moles per minute, grams per hour).
- Flux rate through a metabolic pathway optimally refers to the transformation rate from a clearly defined biochemical starting point to a clearly defined biochemical end-point, including all the stages in between in the defined metabolic pathway of interest.
- Isotopes refer to atoms with the same number of protons and hence of the same element but with different numbers of neutrons (e.g., 1 H vs. 2 H or D).
- isotopologues refer to isotopic homologues or molecular species that have identical elemental and chemical compositions but differ in isotopic content (e.g., CH 3 NH 2 vs. CH 3 NHD in the example above). Isotopologues are defined by their isotopic composition, therefore each isotopologue has a unique exact mass but may not have a unique structure. An isotopologue is usually comprised of a family of isotopic isomers (isotopomers) which differ by the location of the isotopes on the molecule (e.g., CH 3 NHD and CH 2 DNH 2 are the same isotopologue but are different isotopomers).
- isotope-labeled water or “heavy water” includes water labeled with one or more specific heavy isotopes of either hydrogen or oxygen. Specific examples of isotope-labeled water include 2 H 2 O, 3 H 2 O, and H 2 18 O.
- “Action” includes any biological process or event induced in a living system by a compound.
- Unanticipated or unintended action includes any biological process or event induced in a living system by a compound that was not previously used as an outcome measure in the design or development of the compound (e.g., in a high-throughput screening assay of an enzyme target, in a computer-simulated model of an enzyme's active site, or in an in vivo physiologic model of an altered process); and therefore has not been explicitly predicted on a rational basis, from compelling biochemical evidence, and is not taught as an action to expect from exposure to a particular compound.
- Compound is used herein to describe any composition of matter including a chemical entity or a biological factor that is administered, approved or under testing as potential therapeutic agent or is a known therapeutic agent. Thus the term encompasses chemical entities and biological factors as defined, infra.
- “Chemical entity” includes any chemical, whether new (i.e., a “new chemical entity” or NCE) or known (e.g., a small molecule drug lead or small molecule already-approved drug), that is administered to one or more cells, tissues, or organisms for the purpose of screening it for biological or biochemical activity toward the goal of discovering its use as a potential therapeutic agent[s] (drug[s])).
- Bio factor as used herein means any compound made by a living system that is administered to one or more cells, tissues, or organisms for the purpose of screening it for biological or biochemical activity toward the goal of discovering its use as a potential therapeutic agent[s] (drug[s])).
- biological factors include, but are not limited to, antibodies, hormones, enzymes, enzyme cofactors, peptides, secreted proteins, intracellular proteins, membrane-bound proteins, lipids, phospholipids, carbohydrates, fatty acids, amino acids, nucleic acids (including deoxyribonucleic acids and ribonucleic acids), steroids, and the like.
- Biological factors also include those compounds made by a living system that have been subsequently altered, modified, or optimized, for example, by way of laboratory techniques.
- Drug leads or “drug candidates” are herein defined as compounds that are being evaluated, either preclinically or clinically, as potential therapeutic agents (drugs).
- Known drugs or “known agents” refers to compounds that have been approved for therapeutic use as drugs in human beings or animals in the United States.
- high-throughput screening is meant the rapid and efficient screening of large numbers of compounds for potential actions.
- “Living system” includes, but is not limited to, cells, cell lines, tissues, animal models of disease, guinea pigs, rabbits, dogs, cats, other pet animals, mice, rats, non-human primates, and humans.
- a “biological sample” encompasses any sample obtained from a cell, tissue, organism, or individual.
- the definition encompasses blood and other liquid samples of biological origin, that are accessible from an organism through sampling by invasive means (e.g., surgery, open biopsy, endoscopic biopsy, and other procedures involving non-negligible risk) or by minimally invasive or non-invasive approaches (e.g., urine collection, blood drawing, needle aspiration, and other procedures involving minimal risk, discomfort or effort).
- the definition also includes samples that have been manipulated in any way after their procurement, such as by treatment with reagents, solubilization, or enrichment for certain components, such as proteins or organic metabolites.
- the term “biological sample” also encompasses a clinical sample such as serum, plasma, other biological fluid, or tissue samples, and also includes cells in culture, cell supernatants and cell lysates.
- Bio fluid refers, but is not limited to, urine, blood, interstitial fluid, edema fluid, saliva, lacrimal fluid, inflammatory exudates, synovial fluid, abscess, empyema or other infected fluid, cerebrospinal fluid, sweat, pulmonary secretions (sputum), seminal fluid, feces, bile, intestinal secretions, or other biological fluid.
- Exact mass refers to mass calculated by summing the exact masses of all the isotopes in the formula of a molecule (e.g., 32.04847 for CH 3 NHD).
- Nominal mass refers to the integer mass obtained by rounding the exact mass of a molecule.
- Mass isotopomer refers to family of isotopic isomers that is grouped on the basis of nominal mass rather than isotopic composition.
- a mass isotopomer may comprise molecules of different isotopic compositions, unlike an isotopologue (e.g., CH 3 NHD, 13 CH 3 NH 2 , CH 3 15 NH 2 are part of the same mass isotopomer but are different isotopologues).
- a mass isotopomer is a family of isotopologues that are not resolved by a mass spectrometer. For quadrupole mass spectrometers, this typically means that mass isotopomers are families of isotopologues that share a nominal mass.
- the isotopologues CH 3 NH 2 and CH 3 NHD differ in nominal mass and are distinguished as being different mass isotopomers, but the isotopologues CH 3 NHD, CH 2 DNH 2 , 13 CH 3 NH 2 , and CH 3 15 NH 2 are all of the same nominal mass and hence are the same mass isotopomers.
- Each mass isotopomer is therefore typically composed of more than one isotopologue and has more than one exact mass.
- isotopologues and mass isotopomers are useful in practice because all individual isotopologues are not resolved using quadrupole mass spectrometers and may not be resolved even using mass spectrometers that produce higher mass resolution, so that calculations from mass spectrometric data must be performed on the abundances of mass isotopomers rather than isotopologues.
- the mass isotopomer lowest in mass is represented as M 0 ; for most organic molecules, this is the species containing all 12 C, 1 H, 16 O, 14 N, etc.
- Other mass isotopomers are distinguished by their mass differences from M 0 (M 1 , M 2 , etc.). For a given mass isotopomer, the location or position of isotopes within the molecule is not specified and may vary (i.e., “positional isotopomers” are not distinguished).
- Mass isotopomer envelope refers to the set of mass isotopomers comprising the family associated with each molecule or ion fragment monitored.
- isotopic content refers to the content of isotopes in a molecule or population of molecules relative to the content in the molecule or population of molecules naturally (i.e., prior to administration or contacting of isotope labeled precursor subunits).
- isotope enrichment is used interchangeably with isotopic content herein.
- Isotopic pattern refers to the internal relationships of isotopic labels within a molecule or population of molecules, e.g., the relative proportions of molecular species with different isotopic content, the relative proportions of molecules with isotopic labels in different chemical loci within the molecular structure, or other aspects of the internal pattern rather than absolute content of isotopes in the molecule.
- Mass isotopomer pattern refers to a histogram of the abundances of the mass isotopomers of a molecule. Traditionally, the pattern is presented as percent relative abundances where all of the abundances are normalized to that of the most abundant mass isotopomer; the most abundant isotopomer is said to be 100%.
- MIMA mass isotopomer distribution analysis
- is proportion or fractional abundance where the fraction that each species contributes to the total abundance is used.
- isotope pattern may be used synonomously with the term “mass isotopomer pattern.”
- “Monoisotopic mass” refers to the exact mass of the molecular species that contains all 1 H, 12 C, 14 N, 16 O, 32 S, etc.
- isotopologues composed of C, H, N, O, P, S, F, Cl, Br, and I
- the isotopic composition of the isotopologue with the lowest mass is unique and unambiguous because the most abundant isotopes of these elements are also the lowest in mass.
- the monoisotopic mass is abbreviated as m 0 and the masses of other mass isotopomers are identified by their mass differences from m 0 (m 1 , m 2 , etc.).
- “Isotopically perturbed” refers to the state of an element or molecule that results from the explicit incorporation of an element or molecule with a distribution of isotopes that differs from the distribution that is most commonly found in nature, whether a naturally less abundant isotope is present in excess (enriched) or in deficit (depleted).
- molecule of interest is meant any molecule (polymer and/or monomer), including but not limited to, amino acids, carbohydrates, fatty acids, peptides, sugars, lipids, nucleic acids, polynucleotides, glycosaminoglycans, polypeptides, or proteins that are present within a metabolic pathway within a living system.
- “Monomer” refers to a chemical unit that combines during the synthesis of a polymer and which is present two or more times in the polymer.
- Polymer refers to a molecule synthesized from and containing two or more repeats of a monomer.
- Protein refers to a polymer of amino acids. As used herein, a “protein” may refer to long amino acid polymers as well as short polymers such as peptides.
- amino acid is meant any amphoteric organic acid containing the amino group (i.e., NH 2 ).
- the term encompasses the twenty common (often referred in the art as “standard” or sometimes as “naturally occurring”) amino acids as well as the less common (often referred in the art as “nonstandard”) amino acids.
- the twenty common amino acids include the alpha-amino acids (or ⁇ -amino acids), which have the amino group in the alpha position, and generally have the formula RCH—(NH 2 )—COOH.
- the ⁇ -amino acids are the monomeric building blocks of proteins and can be obtained from proteins through hydrolysis.
- nonstandard amino acids include, but are not limited to raminobutyric acid, dopamine, histamine, thyroxine, citrulline, ornithine, homocysteine, and S-adenosylmethionine.
- Lipid refers to any of a heterogeneous group of fats and fatlike substances characterized by being water insoluble and being extractable by nonpolar (or organic) solvents such as alcohol, ether, chloroform, benzene, etc. All contain as a major constituent aliphatic hydrocarbons.
- the lipids which are easily stored in the body, serve as a source of fuel, are an important constituent of cell structure, and serve other biological functions. Lipids include, but are not limited to fatty acids, neutral fats (e.g., triacylglycerols), waxes and steroids (e.g., cholesterol).
- Complex lipids comprise the glycolipids, lipoproteins and phospholipids.
- Fatty acids are carboxylic acids with long-chain hydrocarbon side groups. They are comprised of organic, monobasic acids, which are derived from hydrocarbons by the equivalent of oxidation of a methyl group to an alcohol, aldehyde, and then acid. Fatty acids can be either saturated or unsaturated.
- DNA is meant a polymeric form of deoxyribonucleotides (adenine, guanine, thymine, or cytosine) in double-stranded or single-stranded form, either relaxed or supercoiled.
- This term refers only to the primary and secondary structure of the molecule, and does not limit it to any particular tertiary forms. Thus, this term includes single- and double-stranded DNA found, inter alia, in linear DNA molecules (e.g., restriction fragments), viruses, plasmids, and chromosomes.
- the term captures molecules that include the four bases adenine, guanine, thymine, or cytosine, as well as molecules that include base analogs which are known in the art.
- a “nucleic acid” sequence refers to a DNA or RNA sequence.
- the term captures sequences that include any of the known base analogues of DNA and RNA such as, but not limited to 4-acetylcytosine, 8-hydroxy-N 6 -methyladenosine, aziridinylcytosine, pseudoisocytosine, 5-(carboxyhydroxylmethyl) uracil, 5-fluorouracil, 5-bromouracil, 5-carboxymethylaminomethyl-2-thiouracil, 5-carboxymethyl-aminomethyluracil, dihydrouracil, inosine, N 6 -isopentenyladenine, 1-methyladenine, 1-methylpseudouracil, 1-methylguanine, 1-methylinosine, 2,2-dimethylguanine, 2-methyladenine, 2-methylguanine, 3-methylcytosine, 5-methylcytosine, N 6 -methyladenine, 7-methylguanine, 5-methylamino
- carbohydrate is meant any compound of carbon, oxygen and hydrogen, of general formula Cx(H 2 O)y, including sugars (monosaccharides and disaccharides) and their derivatives, and polysaccharides such as starch and cellulose.
- sugar is meant the common name for any sweet, crystalline, simple carbohydrate that is an aldehyde or ketone derivative of a polyhydric alcohol.
- Sugars are mainly disaccharides like sucrose and monosaccharides like fructose or glucose; all are soluble in dilute alcohol or water and are white in their pure form.
- the term encompasses monosaccharides, disaccharides, trisaccharides, heterosaccharides, or polysaccharides (which are comprised of monosaccharide residues).
- Monosaccharides include glucose (both D-glucose and L-glucose), mannose, fructose galactose and sugar derivatives including, but not limited to N-acetylmuramic acid, N-acetylneuraminic acid and other sialic acids, N-acetylmannosamine, glucuronic acid, glucosamine, etc.
- Polysaccharides include disaccharides such as sucrose, maltose and lactose and longer chain sugar molecules such as starch, glycogen, cellulose, chitin, etc.
- oligosaccharide is meant a molecule comprised of a few covalently linked monosaccharide monomers.
- glycosaminoglycan is meant a polymer comprised of a network of long, unbranched chains made up of repeating units of disaccharides that contain amino group sugars, at least one of which has a negatively charged side group (carboxylate or sulfate).
- glycosaminoglycans include, but are not limited to hyaluronate (D-glucuronic acid-N-acetyl-D-glucosamine: MW up to 10 million), chondroitin sulfate (D-glucuronic acid-N-acetyl-D-galactosamine-4 or 6-sulfate), dermatan sulfate (D-glucuronic acid or L-iduronic acid-N-acetyl-o-galactosamine), keratan sulfate (D-galactose-N-acetyl-D-glucosamine sulfate), and heparan sulfate (D-glucuronic acid or L-iduronic acid-N-acetyl-D-glucosamine).
- “Mucopolysaccharide” is a term that is synonymous with glycosaminoglycan.
- glycoprotein is meant a protein or polypeptide that is covalently linked to one or more carbohydrate molecules. Glycoproteins include proteoglycans and many, if not most, of the important integral membrane proteins protruding through the exterior leaflet into the extracellular space, as well as many, if not most, of the secreted proteins.
- proteoglycan any of a diverse group of macromolecules comprising proteins and glycosaminoglycans.
- Mucoprotein is a term that is synonymous with proteoglycan.
- isotope labeled substrate includes any isotope-labeled precursor molecule that is able to be incorporated into a molecule of interest in a living system.
- isotope labeled substrates include, but are not limited to, 2 H 2 O, 3 H 2 O, H 2 18 O, 2 H-glucose, 2 H-labeled amino acids, 3 H-labeled amino acids, 2 H-labeled organic molecules, 3 H-labeled organic molecules, 13 C-labeled organic molecules, 14 C-labeled organic molecules, 13 CO 2 , 14 CO 2 , 15 N-labeled organic molecules and 15 NH 3 .
- Labeled sugar refers to a sugar incorporating one or more stable or radioactive isotopes. As used herein, the term “labeled sugar” is used interchangeably with “isotopically labeled sugar.”
- Labeled fatty acid refers to a fatty acid incorporating one or more stable or radioactive isotopes. As used herein, the term “labeled fatty acid” is used interchangeably with “isotopically labeled fatty acid.”
- Labeled Water or “heavy water” includes water labeled with one or more specific heavy isotopes of either hydrogen or oxygen. Specific examples of labeled water include, but are not limited to, 2 H 2 O, 3 H 2 O, and H 2 18 O. As used herein, the term “labeled water” is used interchangeably with “isotopically labeled water.”
- Deuterated water refers to water incorporating one or more 2 H isotopes.
- Labeled glucose refers to glucose labeled with one or more stable or radioactive isotopes. Specific examples of labeled glucose or 2 H-labeled glucose include, but are not limited to, [6,6- 2 H 2 ]glucose, [1- 2 H 1 ]glucose, and [1,2,3,4,5,6- 2 H 7 ]glucose.
- administering includes a living system exposed to a compound, combination of compounds, or mixture of compounds. Such exposure can be from, but is not limited to, topical application, oral ingestion, inhalation, subcutaneous injection, intraperitoneal injection, intravenous injection, and intraarterial injection, in animals or other higher organisms.
- secondary therapeutic action is meant a biological response to a compound, combination of compounds, or mixture of compounds that was unanticipated or unexpected. Often, the biological response to a compound has been previously established or was explicitly predicted or can be reasonably predicted from empirical data or other sources of information, or was used as the basis to discover and/or develop the compound.
- a secondary therapeutic action is one that was not explicitly established or predicted or cannot be clearly predicted from pre-existing empirical data or other sources of information. Such a secondary therapeutic action may constitute a “new use” or “new indication” of the compound when another therapeutic action has been previously detected or established.
- a toxic effect is meant an adverse response by a living system to a compound.
- a toxic effect is one that is unanticipated or unexpected in response to a compound and that might affect the therapeutic use and/or potential use of the compound.
- An “individual” is a vertebrate, preferably a mammal, more preferably a human.
- mammal any member of the class Mammalia including, without limitation, humans and nonhuman primates such as chimpanzees and other apes and monkey species; farm animals such as cattle, sheep, pigs, goats and horses; domestic mammals such as dogs and cats; laboratory animals including rodents such as mice, rats and guinea pigs, and the like.
- the term does not denote a particular age or sex. Thus, adult and newborn subjects, as well as fetuses, whether male or female, are intended to be covered.
- At least partially identified in the context of drug discovery and development means at least one clinically relevant pharmacological characteristic of a compound has been identified using one or more of the methods of the present invention.
- This characteristic may be a desirable one, for example, increasing or decreasing molecular flux rates through a metabolic pathway that contributes to a disease process, altering signal transduction pathways or cell surface receptors that alter the activity of metabolic pathways relevant to a disease, inhibiting activation of an enzyme and the like.
- a pharmacological characteristic of a compound may be an undesirable one for example, the production of one or more toxic effects.
- a compound can be more than at least partially identified, for example, when several characteristics have been identified (desirable or undesirable or both) that are sufficient to support a particular milestone decision point along the drug development pathway.
- milestones include, but are not limited to, pre-clinical decisions for in vitro to in vivo transition, pre-IND filing go/no go decision, phase I to phase II transition, phase IIa to phase IIb transition, phase II to phase III transition, NDA filing, and FDA approval for marketing. Therefore, “at least partially” identified includes the identification of one or more pharmacological characteristics useful in evaluating a compound in the drug discovery/drug development process. A pharmacologist or physician or other researcher may evaluate all or a portion of the identified desirable and undesirable characteristics of a compound to establish its therapeutic index. This may be accomplished using procedures well known in the art.
- Manufacturing compounds in the context of the present invention includes any means, well known to those skilled in the art, employed for the making of a compound as a product.
- a product is not limited to a final approved therapeutic agent but may constitute a non-final compound in the DDDA process, e.g., a prodrug or chemical intermediary (i.e., a lead compound that has been out-licensed for further optimization), whose manufacture is in response to a commercial need.
- Manufacturing processes include, but are not limited to, medicinal chemical synthesis (i.e., synthetic organic chemistry), combinatorial chemistry, biotechnology methods such as hybridoma monoclonal antibody production, recombinant DNA technology, and other techniques well known to the skilled artisan,
- a product may be a final drug agent that is marketed for therapeutic use, a component of a combination product that is marketed for therapeutic use, or any intermediate product used in the development of the final drug agent product, whether as part of a combination product or a single product.
- the present invention is directed to methods of detecting actions, particularly unintended or unexpected actions, of compounds in living systems by measuring the molecular flux rates of one or more molecules in one or more metabolic pathways of interest within a living system.
- at least one isotope-labeled substrate molecule is administered to one or more cells, tissues or organisms for a period of time sufficient to be incorporated in vivo into one or more targeted molecules of interest within one or more targeted metabolic pathways.
- the isotope-labeled substrate molecules are labeled with one or more stable isotopes (i.e., non-radioactive isotope).
- the isotope-labeled substrate molecule is labeled with one or more radioactive isotopes.
- both stable and radioactive isotopes are used to label one or more isotope-labeled substrate molecules.
- the targeted molecule of interest is obtained by biochemical isolation procedures from the one or more cells, tissues, or organisms, and is identified by mass spectrometry, liquid scintillation, or by other means known in the art.
- the relative and absolute abundances of the ions within the mass isotopomeric envelope corresponding to each identified molecule of interest i.e., the isotopic content and/or pattern of the molecule or the rate of change of the isotopic content and/or pattern of the molecule
- the relative and absolute abundances of the ions within the mass isotopomeric envelope corresponding to each identified molecule of interest are quantified by mass spectrometry.
- Molecular flux rates through the targeted metabolic pathways of interest are then calculated by use of equations known in the art and discussed, infra. Molecular flux rates through the targeted metabolic pathways of interest are compared in the presence or absence of exposure to one or more compounds, combinations of compounds, or mixtures of compounds, or in response to different levels of exposure to compounds, or in response to different levels of exposure to combinations of compounds or mixtures of compounds.
- isotope-labeled precursors are administered.
- Modes of administering the one or more isotope-labeled substrates may vary, depending upon the absorptive properties of the isotope-labeled substrate and the specific biosynthetic pool into which each compound is targeted.
- Precursors may be administered to organisms, plants and animals including humans directly for in vivo analysis.
- precursors may be administered in vitro to living cells or ex vivo in tissues or organs. Specific types of living cells include hepatocytes, adipocytes, myocytes, fibroblasts, neurons, pancreatic ⁇ -cells, intestinal epithelial cells, leukocytes, lymphocytes, erythrocytes, microbial cells and any other cell-type that can be maintained alive and functional in vitro.
- an appropriate mode of administration is one that produces a steady state level of precursor within the biosynthetic pool and/or in a reservoir supplying such a pool for at least a transient period of time.
- Intravascular or oral routes of administration are commonly used to administer such precursors to organisms, including humans.
- Other routes of administration such as subcutaneous or intra-muscular administration, optionally when used in conjunction with slow release precursor compositions, formulations, or techniques, are also appropriate.
- Compositions for injection are generally prepared in sterile pharmaceutical excipients.
- the first step in measuring molecular flux rates involves administering one or more isotope-labeled precursor molecules to one or more cells, tissues, or organisms.
- the isotope labeled precursor molecule may contain a stable isotope or a radioisotope.
- Isotope labels that can be used in accordance with the methods of the present invention include, but are not limited to, 2 H, 13 C, 15 N, 18 O, 3 H, 14 C, 35 S, 32 P, 125 I, 131 I, or other isotopes of elements present in organic systems. These isotopes, and others, are suitable for all classes of chemicals (i.e., precursor molecules) envisioned for use in the present invention.
- Such precursor molecules include, but are not limited to, amino acid precursors, protein precursors, lipid precursors, carbohydrate precursors, nucleic acid precursors, porphyrin precursors, glycosaminoglycan precursors, and proteoglycan precursors (see examples of each, infra).
- the isotope label is 2 H.
- the precursor molecule may be any molecule having an isotope label that is incorporated into a molecule of interest by passage through a metabolic pathway in vivo in a living system.
- Precursor molecules that may be used include, without limitation: H 2 O; CO 2 ; NH 3 ; acetyl CoA (to form cholesterol, fatty acids); ribonucleic acids (to form RNA); deoxyribonucleic acids (to form DNA); glucose (to form glycogen); amino acids (to form peptides/proteins); phosphoenol-pyruvate (to form glucose/UDP-glucose); and glycine/succinate (to form porphyrin derivatives).
- Isotope labels may be used to modify all precursor molecules disclosed herein to form isotope-labeled precursor molecules.
- the entire precursor molecule may be incorporated into one or more molecules of interest within a metabolic pathway. Alternatively, a portion of the precursor molecule may be incorporated into one or more molecules of interest.
- the individual being administered one or more isotope labeled substrates may be a mammal.
- the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig.
- the mammal may be wild-type.
- the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal.
- the mammal may be healthy.
- the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- the mammal may be a human.
- a protein precursor molecule may be any protein precursor molecule known in the art. These precursor molecules may be amino acids, CO 2 , NH 3 , glucose, lactate, H 2 O, acetate, and fatty acids.
- the isotope label may include specific heavy isotopes of elements present in biomolecules, such as 2 H, 13 C, 15 N, 18 O, 33 S, 34 S, or may contain other isotopes of elements present in biomolecules such as 3 H, 14 C, 35 S, 125 I, or 131 I.
- Precursor molecules of proteins may include one or more amino acids.
- the precursor may be any amino acid.
- the precursor molecule may be a singly or multiply deuterated amino acid.
- the precursor molecule may be one or more of 13 C-lysine, 15 N-histidine, 13 C-serine, 13 C-glycine, 2 H-leucine, 15 N-glycine, 13 C-leucine, 2 H 5 -histidine, and any deuterated amino acid.
- isotope labeled protein precursors include, but are not limited to 2 H 2 O, H 2 18 O, 15 NH 3 , 13 CO 2 , H 13 CO 3 , 2 H-labeled amino acids, 13 C labeled amino acids, 15 N labeled amino acids, 18 O labeled amino acids, 33 S or 34 S labeled amino acids, 3 H 2 O, 3 H-labeled amino acids, and 14 C labeled amino acids.
- Labeled amino acids may be administered, for example, undiluted or diluted with non-labeled amino acids. All isotope labeled precursors may be purchased commercially, for example, from Cambridge Isotope Labs (Andover, Mass.).
- Protein precursor molecules may also include any precursor for post-translational or pre-transiationally modified amino acids. These precursors include but are not limited to precursors of methylation such as glycine, serine or H 2 O; precursors of hydroxylation, such as H 2 O or O 2 ; precursors of phosphorylation, such as phosphate, H 2 O or O 2 ; precursors of prenylation, such as fatty acids, acetate, H 2 O, ethanol, ketone bodies, glucose, or fructose; precursors of carboxylation, such as CO 2 , O 2 , H 2 O, or glucose; precursors of acetylation, such as acetate, ethanol, glucose, fructose, lactate, alanine, H 2 O, CO 2 , or O 2 ; and other pre or post-translational modifications known in the art.
- precursors of methylation such as glycine, serine or H 2 O
- precursors of hydroxylation such as H 2 O or O 2
- the degree of labeling present in free amino acids may be determined experimentally, or may be assumed based on the number of labeling sites in an amino acid. For example, when using hydrogen isotopes as a label, the labeling present in C—H bonds of free amino acid or, more specifically, in tRNA-amino acids, during exposure to 2 H 2 O in body water may be identified. The total number of C—H bonds in each non essential amino acid is known—e.g., 4 in alanine, 2 in glycine, etc.
- the precursor molecule for proteins may be water.
- the hydrogen atoms on C—H bonds are the hydrogen atoms on amino acids that are useful for measuring protein synthesis from 2 H 2 O since the O—H and N—H bonds of proteins are labile in aqueous solution. As such, the exchange of 2 H-label from 2 H 2 O into O—H or N—H bonds occurs without the synthesis of proteins from free amino acids as described above. C—H bonds undergo incorporation from H 2 O into free amino acids during specific enzyme-catalyzed intermediary metabolic reactions.
- the presence of 2 H-label in C—H bonds of protein-bound amino acids after 2 H 2 O administration therefore means that the protein was assembled from amino acids that were in the free form during the period of 2 H 2 O exposure—i.e., that the protein is newly synthesized.
- the amino acid derivative used must contain all the C—H bonds but must remove all potentially contaminating N—H and O—H bonds.
- Hydrogen atoms from body water may be incorporated into free amino acids.
- 2 H or 3 H from labeled water i.e., 2 H 2 O or 3 H 2 O
- Free essential amino acids may incorporate a single hydrogen atom from body water into the ⁇ -carbon C—H bond, through rapidly reversible transamination reactions.
- Free non-essential amino acids contain a larger number of metabolically exchangeable C—H bonds, of course, and are therefore expected to exhibit higher isotopic enrichment values per molecule from 2 H 2 O or 3 H 2 O in newly synthesized proteins.
- hydrogen atoms from body water may be incorporated into other amino acids via other biochemical pathways.
- hydrogen atoms from water may be incorporated into glutamate via synthesis of the precursor ⁇ -ketogiutarate in the citric acid cycle.
- Glutamate is known to be the biochemical precursor for glutamine, proline, and arginine.
- hydrogen atoms from body water may be incorporated into post-translationally modified amino acids, such as the methyl group in 3-methyl-histidine, the hydroxyl group in hydroxyproline or hydroxylysine, and others.
- Other amino acid synthesis pathways are known to those of skill in the art.
- Oxygen atoms may also be incorporated into amino acids through enzyme-catalyzed reactions. For example, oxygen exchange into the carboxylic acid moiety of amino acids may occur during enzyme catalyzed reactions. Incorporation of labeled oxygen into amino acids is known to one of skill in the art. Oxygen atoms may also be incorporated into amino acids from 18 O 2 through enzyme catalyzed reactions (including hydroxyproline, hydroxylysine or other post-translationally modified amino acids).
- Hydrogen and oxygen labels from labeled water may also be incorporated into amino acids through post-translational modifications.
- the post-translational modification may already include labeled hydrogen or oxygen through biosynthetic pathways prior to post-translational modification.
- the post-translational modification may incorporate labeled hydrogen, oxygen, carbon, or nitrogen from metabolic derivatives involved in the free exchange labeled hydrogens from body water, either before or after a post-translational modification step (e.g., methylation, hydroxylation, phosphorylation, prenylation, sulfation, carboxylation, acetylation or other known post-translational modifications).
- Protein precursors that are suitable for administration into a subject include, but are not limited to H 2 O, CO 2 , NH 3 and HCO 3 , in addition to the standard amino acids found in proteins.
- the individual being administered protein precursors may be a mammal.
- the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig.
- the mammal may be wild-type.
- the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal.
- the mammal may be healthy.
- the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- the mammal may be a human.
- Precursors of organic metabolites may be any precursor molecule capable of entering into the organic metabolite pathway.
- Organic metabolites and organic metabolite precursors include, but are not limited to, H 2 O, CO 2 , NH 3 , HCO 3 , amino acids, monosaccharides, carbohydrates, lipids, fatty acids, nucleic acids, glycolytic intermediates, acetic acid, and tricarboxylic acid cycle intermediates.
- Isotope labeled organic metabolite precursors include, but are not limited to, 2 H 2 O, 15 NH 3 , 13 CO 2 , H 13 CO 3 , 2 H-labeled amino acids, 13 C-labeled amino acids, 15 N-labeled amino acids, H 2 18 O, 18 O-labeled amino acids, 33 S or 34 S-labeled amino acids, 3 H 2 O, 3 H-labeled amino acids, 14 C-labeled amino acids, 14 CO 2 , and H 14 CO 2 .
- Organic metabolite precursors may also be administered directly.
- Mass isotopes that may be useful in mass isotope labeling of organic metabolite precursors include, but are not limited to, 2 H, 3 H, 13 C, 14 C, 15 N, 18 O, 33 S, 34 S, 35 S, 32 P, 125 I, 131 I, or other isotopes of elements present in organic systems. It is often desirable, in order to avoid metabolic loss of isotope labels, that the isotope-labeled atom(s) be relatively non-labile or at least behave in a predictable manner within the subject.
- the isotope-labeled precursors can become directly incorporated into organic metabolites formed in the pool.
- the individual being administered organic metabolite precursors may be a mammal.
- the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig.
- the mammal may be wild-type.
- the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal.
- the mammal may be healthy.
- the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- the mammal may be a human.
- Precursors of nucleic acids are any substrates suitable for incorporation into RNA and/or DNA synthetic pathways.
- substrates useful in labeling the deoxyribose ring of DNA include, but are not limited to, [6,6- 2 H 2 ]glucose, [U- 13 C 6 ] glucose and [2- 13 C 1 ] glycerol (see U.S. Pat. No. 6,461,806, herein incorporated by reference). Labeling of the deoxyribose is superior to labeling of the information-carrying nitrogen bases in DNA because it avoids variable dilution sources. The stable isotope labels are readily detectable by mass spectrometric techniques.
- a stable isotope label is used to label the deoxyribose ring of DNA from glucose, precursors of glucose-6-phosphate or precursors of ribose-5-phosphate.
- suitable labels include, but are not limited to, deuterium-labeled glucose such as [6,6- 2 H 2 ] glucose, [1- 2 H 1 ] glucose, [3- 2 H 1 ] glucose, [ 2 H 7 ] glucose, and the like; 13 C-1 labeled glucose such as [1- 13 C 1 ] glucose, [U- 13 C 6 ] glucose and the like; and 18 O-labeled glucose such as [1- 18 O 2 ] glucose and the like.
- Gluconeogenic precursors include, but are not limited to, 13 C-labeled glycerol such as [2- 13 C 1 ] glycerol and the like, a 13 C-labeled amino acid, deuterated water ( 2 H 2 O) and 13 C-labeled lactate, alanine, pyruvate, propionate or other non-amino acid precursors for gluconeogenesis.
- Metabolites which are converted to glucose-5-phosphate or ribose-5-phosphate include, but are not limited to, labeled ( 2 H or 13 C) hexoses such as [1- 2 H 1 ] galactose, [U- 13 C] fructose and the like; labeled ( 2 H or 13 C) pentoses such as [1- 13 C 1 ] ribose, [1- 2 H 1 ] xylitol and the like, labeled ( 2 H or 13 C) pentose phosphate pathway metabolites such as [1- 2 H 1 ] seduheptalose and the like, and labeled ( 2 H or 13 C) amino sugars such as [U- 13 C] glucosamine, [1- 2 H 1 ] N-acetyl-glucosamine and the like.
- labeled ( 2 H or 13 C) hexoses such as [1- 2 H 1 ] galactose, [U- 13 C] fruct
- the present invention also encompasses stable isotope labels which label purine and pyrimidine bases of DNA through the de novo nucleotide synthesis pathway.
- Various building blocks for endogenous purine synthesis can be used to label purines and they include, but are not limited to, 15 N-labeled amino acids such as [ 15 N] glycine, [ 15 N] glutamine, [ 15 N] aspartate and the like, 13 C-labeled precursors such as [1- 13 C 1 ] glycone, [3- 13 C 1 ]acetate, [ 13 C]HCO 3 , [ 13 C] methionine and the like, and H-labeled precursors such as 2 H 2 O.
- 15 N-labeled amino acids such as [ 15 N] glycine, [ 15 N] glutamine, [ 15 N] aspartate and the like
- 13 C-labeled precursors such as [1- 13 C 1 ] glycone, [3- 13 C 1 ]acetate, [ 13 C]H
- Various building blocks for endogenous pyrimidine synthesis can be used to label pyrimidines and they include, but are not limited to, 15 N-labeled amino acids such as [ 15 N] glutamine and the like, 13 C-labeled precursors such as [ 13 C]HCO 3 , [U- 13 C 4 ] aspartate and the like, and 2 H-labeled precursors (e.g., 2 H 2 O).
- the individual being administered nucleic acid precursors may be a mammal.
- the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig.
- the mammal may be wild-type.
- the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal.
- the mammal may be healthy.
- the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- the mammal may be a human.
- Water is a precursor of proteins and many organic metabolites. As such, labeled water may serve as a precursor in the methods taught herein.
- H 2 O availability is probably never limiting for biosynthetic reactions in a cell (because H 2 O represents close to 70% of the content of cells, or a 35 Molar concentration), but hydrogen and oxygen atoms from H 2 O contribute stoichiometrically to many reactions involved in biosynthetic pathways: e.g.: R—CO—CH 2 —COOH+NADPH+H 2 O ⁇ R—CH 2 CH 2 COOH (fatty acid synthesis).
- isotope labels provided in the form of H- or O-isotope-labeled water is incorporated into biological molecules as part of synthetic pathways.
- Hydrogen incorporation can occur in two ways: into labile positions in a molecule (i.e., rapidly exchangeable, not requiring enzyme-catalyzed reactions) or into stable positions (i.e., not rapidly exchangeable, requiring enzyme catalysis). Oxygen incorporation occurs in stable positions.
- Some of the hydrogen-incorporating steps from cellular water into C—H bonds in biological molecules only occur during well-defined enzyme-catalyzed steps in the biosynthetic reaction sequence, and are not labile (i.e., exchangeable with solvent water in the tissue) once present in the mature end-product molecules.
- the C—H bonds on glucose are not exchangeable in solution.
- each of the following C—H positions exchanges with body water during reversal of specific enzymatic reactions: C-1 and C-6, in the oxaloacetate/succinate sequence in the Krebs' cycle and in the lactate/pyruvate reaction; C-2, in the glucose-6-phosphate/fructose-6-phosphate reaction; C-3 and C-4, in the glyceraldehyde-3-phosphate/dihydroxyacetone-phosphate reaction; C-5, in the 3-phosphoglycerate/glyceraldehyde-3-phosphate and glucose-6-phosphate/fructose-6-phosphate reactions.
- Labeled hydrogen or oxygen atoms from water that are covalently incorporated into specific non-labile positions of a molecule thereby reveals the molecule's “biosynthetic history”—i.e., label incorporation signifies that the molecule was synthesized during the period that isotope-labeled water was present in cellular water.
- Labile hydrogens non-covalently associated or present in exchangeable covalent bonds
- Labile hydrogen atoms can be easily removed by incubation with unlabelled water (H 2 O) (i.e., by reversal of the same non-enzymatic exchange reactions through which 2 H or 3 H was incorporated in the first place), as the following reaction demonstrates:
- Labeled water may be readily obtained commercially.
- 2 H 2 O may be purchased from Cambridge Isotope Labs (Andover, Mass.), and 3 H 2 O may be purchased, e.g., from New England Nuclear, Inc.
- 2 H 2 O is non-radioactive and thus, presents fewer toxicity concerns than radioactive 3 H 2 O.
- 2 H 2 O may be administered, for example, as a percent of total body water, e.g., 1% of total body water consumed (e.g., for 3 liters water consumed per day, 30 microliters 2 H 2 O is consumed). If 3 H 2 O is utilized, then a non-toxic amount, which is readily determined by those of skill in the art, is administered.
- Relatively high body water enrichments of 2 H 2 O may be achieved relatively inexpensively using the techniques of the invention.
- This water enrichment is relatively constant and stable as these levels are maintained for weeks or months in humans and in experimental animals without any evidence of toxicity.
- This finding in a large number of human subjects (>100 people) is contrary to previous concerns about vestibular toxicities at high doses of 2 H 2 O.
- the Applicant has discovered that as long as rapid changes in body water enrichment are prevented (e.g., by initial administration in small, divided doses), high body water enrichments of 2 H 2 O can be maintained with no toxicities.
- the low cost of commercially available 2 H 2 O allows long-term maintenance of enrichments in the 1-5% range at relatively low expense (e.g., calculations reveal a lower cost for 2 months labeling at 2% 2 H 2 O enrichment, and thus 7-8% enrichment in the alanine precursor pool, than for 12 hours labeling of 2 H-leucine at 10% free leucine enrichment, and thus 7-8% enrichment in leucine precursor pool for that period).
- Relatively high and relatively constant body water enrichments for administration of H 2 18 O may also be accomplished, since the 18 O isotope is not toxic, and does not present a significant health risk as a result.
- Isotope-labeled water may be administered via continuous isotope-labeled water administration, discontinuous isotope-labeled water administration, or after single or multiple administration of isotope-labeled water administration.
- continuous isotope-labeled water administration isotope-labeled water is administered to an individual for a period of time sufficient to maintain relatively constant water enrichments over time in the individual.
- labeled water is optimally administered for a period of sufficient duration to achieve a steady state concentration (e.g., 3-8 weeks in humans, 1-2 weeks in rodents).
- discontinuous isotope-labeled water administration an amount of isotope-labeled water is measured and then administered, one or more times, and then the exposure to isotope-labeled water is discontinued and wash-out of isotope-labeled water from body water pool is allowed to occur. The time course of delabeling may then be monitored. Water is optimally administered for a period of sufficient duration to achieve detectable levels in biological molecules.
- Isotope-labeled water may be administered to an individual or tissue in various ways that are well known in the art.
- isotope-labeled water may be administered orally, parenterally, subcutaneously, intravascularly (e.g., intravenously, intraarterially), or intraperitoneally.
- Several commercial sources of 2 H 2 O and H 2 18 O are available, including Isotec, Inc. (Miamisburg Ohio, and Cambridge Isotopes, Inc. (Andover, Mass.).
- the isotopic content of isotope labeled water that is administered can range from about 0.001% to about 20% and depends upon the analytic sensitivity of the instrument used to measure the isotopic content of the biological molecules.
- For oral administration 4% 2 H 2 O in drinking water is administered.
- human administration 50 mL H 2 O 2 is administered.
- the individual being administered labeled water may be a mammal.
- the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig.
- the mammal may be wild-type.
- the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal.
- the mammal may be healthy.
- the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- the mammal may be a human.
- compositions comprising carbohydrates may include monosaccharides, polysaccharides, or other compounds attached to monosaccharides or polysaccharides.
- Isotope labels may be incorporated into carbohydrates or carbohydrate derivatives by biochemical pathways known in the art. These include monosaccharides (including, but not limited to, glucose and galactose), amino sugars (such as N-Acetyl-Galactosamine), polysaccharides (such as glycogen), glycoproteins (such as sialic acid) glycolipids (such as galactocerebrosides), and glycosaminoglycans (such as hyaluronic acid, chondroitin-sulfate, and heparan-sulfate).
- monosaccharides including, but not limited to, glucose and galactose
- amino sugars such as N-Acetyl-Galactosamine
- polysaccharides such as glycogen
- glycoproteins such as sialic acid
- glycolipids such as galactocerebrosides
- glycosaminoglycans such as hyaluronic acid, chondroitin-s
- 2 H-labeled sugars may be administered to an individual as monosaccharides or as polymers comprising monosaccharide residues. Labeled monosaccharides may be readily obtained commercially (e.g., Cambridge Isotopes, Mass.).
- Relatively low quantities of compounds comprising 2 H-labeled sugars need be administered. Quantities may be on the order of milligrams, 10 1 mg, 10 2 mg, 10 3 mg, 10 4 mg, 10 5 mg, or 10 6 mg. 2 H-labeled sugar enrichment may be maintained for weeks or months in humans and in animals without any evidence of toxicity. The low cost of commercially available labeled monosaccharides, and low quantity that need to be administered, allow maintenance of enrichments at low expense.
- the labeled sugar is glucose.
- Glucose is metabolized by glycolysis and the citric acid cycle. Glycolysis releases most of the H-atoms from the C—H bonds of glucose; oxidation via the citric acid cycle ensures that all H-atoms are released to H 2 O.
- the loss of 3 H- or 2 H-label by glucose has been used to assess glycolysis, an intracellular metabolic pathway for glucose. Some investigators have used release of 3 H from intravenously administered 3 H-glucose into 3 H 2 O as a measure of glycolysis.
- the labeled glucose may be [6,6- 2 H 2 ]glucose, [1- 2 H 1 ]glucose, and [1,2,3,4,5,6- 2 H 7 ]glucose.
- labeled sugar comprises fructose or galactose.
- Fructose enters glycolysis via the fructose 1-phosphate pathway, and secondarily through phosphorylation to fructose 6-phosphate by hexokinase.
- Galactose enters glycolysis via the galactose to glucose interconversion pathway.
- Contemplated monosaccharides include, but are not limited to, trioses, pentoses, hexose, and higher order monosaccharides. Monosaccharides further include, but are not limited to, aldoses and ketoses.
- compounds comprising polysaccharides may be administered.
- the polymers may comprise polysaccharides.
- labeled glycogen a polysaccharide, comprises glucose residues.
- labeled polysaccharides may be introduced.
- labeled sugar monomers may be administered as a component of sucrose (glucose ⁇ -(1, 2)-fructose), lactose (galactose ⁇ -(1, 4)-glucose), maltose (glucose ⁇ -(1, 4)-glucose), starch (glucose polymer), or other polymers.
- the labeled sugar may be administered orally, by gavage, intraperitoneally, intravascularly (e.g., intravenously, intraarterially), subcutaneously, or other bodily routes.
- the sugars may be administered to an individual orally, optionally as part of a food or drink.
- the individual being administered carbohydrate precursors may be a mammal.
- the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig.
- the mammal may be wild-type.
- the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal.
- the mammal may be healthy.
- the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- the mammal may be a human.
- Labeled precursors of lipids may include any precursor in lipid biosynthesis.
- the precursor molecules of lipids may be CO 2 , NH 3 , glucose, lactate, H 2 O, acetate, and fatty acids.
- the precursor may also include labeled water, e.g., 2 H 2 O, which is a precursor for fatty acids, glycerol moiety of acyl-glycerols, cholesterol and its derivatives; 13 C or 2 H-labeled fatty acids, which are precursors for triglycerides, phospholipids, cholesterol ester, coamides and other lipids; 13 C- or 2 H-acetate, which is a precursor for fatty acids and cholesterol; 18 O 2 (e.g., g from H 2 18 O), which is a precursor for fatty acids, cholesterol, acyl-glycerides, and certain oxidatively modified fatty acids (such as peroxides) by either enzymatically catalyzed reactions or by non-enzy
- Complex lipids such as glycolipids and cerebrosides
- precursors including 2 H 2 O, which is a precursor for the sugar-moiety of cerebrosides (including, but not limited to, N-acetylgalactosamine, N-acetylglucosamine-sulfate, glucuronic acid, and glucuronic acid-sulfate), the fatty acyl-moiety of cerebrosides and the sphingosine moiety of cerebrosides; 2 H- or 13 C-labeled fatty acids, which are precursors for the fatty acyl moiety of cerebrosides, glycolipids and other derivatives.
- precursors including 2 H 2 O, which is a precursor for the sugar-moiety of cerebrosides (including, but not limited to, N-acetylgalactosamine, N-acetylglucosamine-sulfate, glucuronic acid, and glucuronic acid-sulfate), the fatty acyl
- the precursor molecule may be or include components of lipids.
- 2 H-labeled fatty acids may be administered to an individual as fats or other substrates containing the labeled fatty acids.
- 2 H-labeled fatty acids may be readily obtained commercially. Relatively low quantities of labeled fatty acids need be administered. Quantities may be on the order of milligrams, 10 1 mg, 10 2 mg, 10 3 mg, 10 4 mg, 10 5 mg, or 10 6 mg. Fatty acid enrichment, particularly with 2 H, may be maintained for weeks or months in humans and in animals without any evidence of toxicity. The low cost of commercially available labeled fatty acids, and low quantity that need to be administered, allow maintenance of enrichments at low expense.
- labeled fatty acids particularly 2 H-fatty acid
- labeled water particularly 2 H 2 O
- administration of modest amounts of labeled-fatty acid is sufficient to measure release of labeled hydrogen or oxygen to water.
- administration of modest amounts of 2 H-fatty acid is sufficient to measure release of 2 H to deuterated water.
- the labeled fatty acids may be administered orally, by gavage, intraperitoneally, intravascularly (e.g., intravenously, intraarterially), subcutaneously, or other bodily routes.
- the labeled fatty acids may be administered to an individual orally, optionally as part of a food or drink.
- the individual being administered lipid precursors may be a mammal.
- the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig.
- the mammal may be wild-type.
- the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal.
- the mammal may be healthy.
- the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- the mammal may be a human.
- Glycosaminoglycans and proteoglycans are a complex class of biomolecules that play important roles in the extracellular space (e.g., cartilage, ground substance, and synovial joint fluid).
- Molecules in these classes include, for example, the large polymers built from glycosaminoglycan disaccharides, such as hyaluronan, which is a polymer composed of up to 50,000 repeating units of hyaluronic acid (HA) disaccharide, a dimer that contains N-acetyl-glucosamine linked to glucuronic acid; chondroitin-sulfate (CS) polymers, which are built from repeating units of CS disaccharide, a dimer that contains N-acetyl-galactosamine-sulfate linked to glucuronic acid, heparan-sulfate polymers, which are built from repeating units of heparan-sulfate, a dimer of N-ace
- Labeled precursors of glycosaminoglycans and proteoglycans include, but are not limited to, 2 H 2 O (incorporated into the sugar moieties, including N-acetylglucosamine, N-acetylgalactosamine, glucuronic acid, the various sulfates of N-acetylglucosamine and N-acetylgalactosamine, galactose, iduronic acid, and others), 13 C- or 2 H-glucose (incorporated into said sugar moieties), 2 H- or 13 C-fructose (incorporated into said sugar moieties), 2 H- or 13 C-galactose (incorporated into said sugar moieties), 15 N-glycine, other 15 N-labeled amino acids, or 15 N-urea (incorporated into the nitrogen-moiety of said amino sugars, such as IV-acetylglycosamine, N-acetyl-galactosamine, etc.); 13 C- or 2
- the labeled glycosaminoglycan or proteoglycan precursors may be administered orally, by gavage, intraperitoneally, intravascularly (e.g., intravenously, intraarterially), subcutaneously, or other bodily routes.
- the labeled glycosaminoglycan or proteoglycan precursors may be administered to an individual orally, optionally as part of a food or drink.
- the individual being administered glycosaminoglycan or proteoglycan precursors may be a mammal.
- the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig.
- the mammal may be wild-type.
- the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal.
- the mammal may be healthy.
- the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- the mammal may be a human.
- targeted molecules of interest are obtained from one or more cells, tissues, or organisms according to methods known in the art.
- the methods may be specific to a particular molecule of interest.
- Molecules of interest may be isolated from one or more biological samples.
- a plurality of molecules of interest may be acquired from the one or more cells, tissues, or organisms.
- the one or more biological samples may be obtained, for example, by blood draw, urine collection, biopsy, or other methods known in the art.
- the one or more biological samples may be one or more biological fluids.
- the one or more molecules of interest also may be obtained from specific organs or tissues, such as muscle, liver, adrenal tissue, prostate tissue, endometrial tissue, blood, skin, and breast tissue. Molecules of interest may be obtained from a specific group of cells, such as tumor cells or fibroblast cells. Molecules of interest also may be obtained, and optionally partially purified or isolated, from the one or more biological samples using standard biochemical methods known in the art.
- the frequency of biological sampling can vary depending on different factors. Such factors include, but are not limited to, the nature of the molecules of interest, ease and safety of sampling, synthesis and breakdown/removal rates of the molecules of interest, and the half-life of an administered compound.
- the molecules of interest may also be purified partially, or optionally, isolated, by any purification method known in the art including, but not limited to, high pressure liquid chromatography (HPLC), fast performance liquid chromatography (FPLC), chemical extraction, thin layer chromatography, gas chromatography, gel electrophoresis, and/or other separation methods known to those skilled in the art.
- HPLC high pressure liquid chromatography
- FPLC fast performance liquid chromatography
- chemical extraction thin layer chromatography
- gas chromatography gas chromatography
- gel electrophoresis gel electrophoresis
- the molecules of interest may be hydrolyzed or otherwise degraded to form smaller molecules.
- Hydrolysis methods include any method known in the art, including, but not limited to, chemical hydrolysis (such as acid hydrolysis) and biochemical hydrolysis (such as peptidase degradation). Hydrolysis or degradation may be conducted either before or after purification and/or isolation of the one or more molecules of interest.
- the one or more molecules of interest also may be partially purified, or optionally, isolated, by purification methods including, but not limited to, high performance liquid chromatography (HPLC), fast performance liquid chromatography (FPLC), gas chromatography, gel electrophoresis, and/or any other methods of separating chemical and/or biochemical compounds known to those skilled in the art.
- Isotopic enrichment in one or more molecules of interest can be determined by various methods such as mass spectrometry, including but not limited to gas chromatography-mass spectrometry (GC-MS), isotope-ratio mass spectrometry, GC-isotope ratio-combustion-MS, GC-isotope ratio-pyrrolysis-MS, liquid chromatography-MS, electrospray ionization-MS, matrix assisted laser desorption-time of flight-MS, Fourier-transform-ion-cyclotron-resonance-MS, and cycloidal-MS.
- mass spectrometry including but not limited to gas chromatography-mass spectrometry (GC-MS), isotope-ratio mass spectrometry, GC-isotope ratio-combustion-MS, GC-isotope ratio-pyrrolysis-MS, liquid chromatography-MS, electrospray ionization-MS, matrix assisted laser desorption-time of flight-MS, Fourier-trans
- Mass spectrometers convert molecules into rapidly moving gaseous ions and separate them on the basis of their mass-to-charge ratios.
- the distributions of isotopes or isotopologues of ions, or ion fragments, may thus be used to measure the isotopic enrichment in a plurality of molecules.
- mass spectrometers include an ionization means and a mass analyzer.
- mass analyzers include, but are not limited to, magnetic sector analyzers, electrospray ionization, quadrupoles, ion traps, time of flight mass analyzers, and Fourier transform analyzers.
- Mass spectrometers may also include a number of different ionization methods. These include, but are not limited to, gas phase ionization sources such as electron impact, chemical ionization, and field ionization, as well as desorption sources, such as field desorption, fast atom bombardment, matrix assisted laser desorption/ionization, and surface enhanced laser desorption/ionization.
- gas phase ionization sources such as electron impact, chemical ionization, and field ionization
- desorption sources such as field desorption, fast atom bombardment, matrix assisted laser desorption/ionization, and surface enhanced laser desorption/ionization.
- two or more mass analyzers may be coupled (MS/MS) first to separate precursor ions, then to separate and measure gas phase fragment ions. These instruments generate an initial series of ionic fragments of a molecule, and then generate secondary fragments of the initial ions.
- mass spectrometers may be coupled to separation means such as gas chromatography (GC) and high performance liquid chromatography (HPLC).
- separation means such as gas chromatography (GC) and high performance liquid chromatography (HPLC).
- GC/MS gas-chromatography mass-spectrometry
- capillary columns from a gas chromatograph are coupled directly to the mass spectrometer, optionally using a jet separator.
- the gas chromatography (GC) column separates sample components from the sample gas mixture and the separated components are ionized and chemically analyzed in the mass spectrometer.
- a sample is taken before infusion of an isotopically-labeled precursor.
- a measurement is one means of establishing in the cell, tissue or organism, the naturally occurring frequency of mass isotopomers of the molecule of interest.
- a population isotopomer frequency distribution may be used for such a background measurement.
- a baseline isotopomer frequency distribution may be estimated, using known average natural abundances of isotopes. For example, in nature, the natural abundance of 13 C present in organic carbon in 1.11%. Methods of determining such isotopomer frequency distributions are discussed below.
- samples of the molecule of interest are taken prior to and following administration of an isotopically labeled precursor to the subject and analyzed for isotopomer frequency as described below.
- Measured mass spectral peak heights may be expressed as ratios toward the parent (zero mass isotope) isotopomer. It is appreciated that any calculation means which provide relative and absolute values for the abundances of isotopomers in a sample may be used in describing such data, for the purposes of the present invention.
- the proportion of labeled and unlabeled molecules of interest is then calculated.
- the practitioner first determines measured excess molar ratios for isolated isotopomer species of a molecule.
- the practitioner compares measured internal pattern of excess ratios to the theoretical patterns.
- Such theoretical patterns can be calculated using the binomial or multinomial distribution relationships as described in U.S. Pat. Nos. 5,338,686, 5,910,403, and 6,010,846, which are hereby incorporated by reference in their entirety.
- the calculations may include Mass Isotopomer Distribution Analysis (MIDA). Variations of Mass Isotopomer Distribution Analysis (MIDA) combinatorial algorithm are discussed in a number of different sources known to one skilled in the art.
- calculation software implementing the method is publicly available from Professor Marc Hellerstein, University of California, Berkeley.
- the comparison of excess molar ratios to the theoretical patterns can be carried out using a table generated for a molecule of interest, or graphically, using determined relationships. From these comparisons, a value, such as the value p, is determined, which describes the probability of mass isotopic enrichment of a subunit in a precursor subunit pool. This enrichment is then used to determine a value, such as the value A x *, which describes the enrichment of newly synthesized molecules for each mass isotopomer, to reveal the isotopomer excess ratio which would be expected to be present, if all isotopomers were newly synthesized.
- Fractional abundances are then calculated. Fractional abundances of individual isotopes (for elements) or mass isotopomers (for molecules) are the fraction of the total abundance represented by that particular isotope or mass isotopomer. This is distinguished from relative abundance, wherein the most abundant species is given the value 100 and all other species are normalized relative to 100 and expressed as percent relative abundance. For a mass isotopomer M X ,
- 0 to n is the range of nominal masses relative to the lowest mass (M 0 ) mass isotopomer in which abundances occur.
- the measured excess molar ratio (EM X ) is compared to the calculated enrichment value, A X *, which describes the enrichment of newly synthesized biopolymers for each mass isotopomer, to reveal the isotopomer excess ratio which would be expected to be present, if all isotopomers were newly synthesized.
- the method of determining rate of synthesis includes calculating the proportion of mass isotopically-labeled subunit present in the molecular precursor pool, and using this proportion to calculate an expected frequency of a molecule of interest containing at least one mass isotopically-labeled subunit. This expected frequency is then compared to the actual, experimentally determined isotopomer frequency of the molecule of interest. From these values, the proportion of the molecule of interest which is synthesized from added isotopically-labeled precursors during a selected incorporation period can be determined. Thus, the rate of synthesis during such a time period is also determined.
- a precursor-product relationship then may be applied.
- the isotopic enrichment is compared to asymptotic (i.e., maximal possible) enrichment and kinetic parameters (e.g., synthesis rates) are calculated from precursor-product equations.
- the fractional synthesis rate (k s ) may be determined by applying the continuous labeling, precursor-product formula:
- the rate of decline in isotope enrichment is calculated and the kinetic parameters of the one or more molecules of interest are calculated from exponential decay equations.
- biopolymers are enriched in mass isotopomers, preferably containing multiple mass isotopically-labeled precursors. These higher mass isotopomers of the molecules of interest, e.g., molecules containing 3 or 4 mass isotopically labeled precursors, are formed in negligible amounts in the absence of exogenous precursor, due to the relatively low abundance of natural mass isotopically-labeled precursor, but are formed in significant amounts during the period of molecular precursor incorporation.
- the one or more molecules of interest taken from the one or more cells, tissues, or organisms at the sequential time points are analyzed by mass spectrometry, to determine the relative frequencies of a high mass isotopomer. Since the high mass isotopomer is synthesized almost exclusively before the first time point, its decay between the two time points provides a direct measure of the rate of decay of the molecule of interest.
- the first time point may be 2-3 hours after administration of precursor has ceased, depending on mode of administration, to ensure that the proportion of mass isotopically-labeled subunit has decayed substantially from its highest level following precursor administration.
- the following time points are typically 1-4 hours after the first time point, but this timing will depend upon the replacement rate of the biopolymer pool.
- the rate of decay of the molecule of interest is determined from the decay curve for the three-isotope molecule of interest.
- the decay kinetic can be determined by fitting the curve to an exponential decay curve, and from this, determining a decay constant.
- Breakdown rate constants (k d ) may be calculated based on an exponential or other kinetic decay curve:
- the method can be used to determine subunit pool composition and rates of synthesis and decay for substantially any biopolymer which is formed from two or more identical subunits which can be mass isotopically labeled.
- Other well-known calculation techniques and experimental labeling or de-labeling approaches can be used (e.g., see Wolfe, R. R. Radioactive and Stable Isotope Tracers in Biomedicine: Principles and Practice of Kinetic Analysis. John Wiley & Sons; (March 1992)) for calculation flux rates of molecules and flux rates through metabolic pathways of interest.
- Radioactive isotopes may be observed using a liquid scintillation counter. Radioactive isotopes such as 3 H emit radiation that is detected by a liquid scintillation detector. The detector converts the radiation into an electrical signal, which is amplified. Accordingly, the number of radioactive isotopes in a biological molecule may be measured.
- the radioisotope-enrichment value in a biological sample may be measured directly by liquid scintillation.
- the radio-isotope is 3 H.
- the biological molecules or components thereof may be partially purified, or optionally isolated, and subsequently measured by liquid scintillation counting.
- FIG. 1 depicts the contemporary and traditional method of drug screening and drug development for intended actions in contrast to the true importance of the full spectrum of unintended or unanticipated events in therapeutics and drug toxicity.
- FIG. 2 diagrams the high-throughput screening method for detecting new therapeutic indications elicited by known drug agents.
- the invention includes methods that use isotope kinetic techniques to measure the flux rates through metabolic pathways relevant to disease.
- the discovery tools disclosed herein also allow vertical integration throughout the DDDA process—from preclinical testing through testing in human trials, which is distinct from current methods described in the art.
- the compound tested (or combinations of compounds or mixtures of compounds tested) can be already FDA-approved drugs, thereby allowing discovery of new therapeutic indications and claims for approved agents (see FIG. 2 and Table 4), or the compound tested (or combinations of compounds or mixtures of compounds tested) can be any chemical entity or biological factor lacking FDA approval.
- the methods of the present invention allow the researcher to rationally screen for unintended or unanticipated events elicited from compounds or combinations of compounds or mixtures of compounds and to do so in a high-throughput fashion.
- the methods disclosed herein allow the study of relative molecular flux rates in hundreds or thousands of animals for periods of weeks or months.
- labeled water e.g., 2 H 2 O
- each animal (or human subject) drinks water containing labeled water, such as 2 H 2 O and this continues for as long as is required by the labeling protocol.
- the method may be completely automated (autosampled, computerized data analysis and calculation of flux rates).
- the methods of the present invention allow for the high-throughput screening of compounds or combinations of compounds or mixtures of compounds for actions in biological systems, particularly for unanticipated or unintended actions, by measuring the molecular flux rates in metabolic pathways thought to be involved in diseases.
- the molecular flux rates in the one or more metabolic pathways of interest being measured may be relevant to an underlying molecular pathogenesis, or causation of, one or more diseases.
- the molecular flux rates in one or more metabolic pathways of interest may contribute to the initiation, progression, severity, pathology, aggressiveness, grade, activity, disability, mortality, morbidity, disease sub-classification or other underlying pathogenic or pathologic feature of the disease of interest.
- the molecular flux rates in one or more metabolic pathways of interest may contribute to the prognosis, survival, morbidity, mortality, stage, therapeutic response, symptomology, disability or other clinical factor of the disease of interest. Two or more molecular flux rates in metabolic pathways may be measured independently or concurrently.
- Such metabolic pathways may include, but are not limited to, hepatocyte proliferation and destruction, renal tubular cell turnover, lymphocyte turnover, spermatocyte turnover, protein synthesis and breakdown in muscle and heart, liver collagen synthesis and breakdown, myelin synthesis and breakdown in brain or peripheral nerves, breast epithelial cell proliferation, colon epithelial cell proliferation, prostate epithelial cell proliferation, ovarian epithelial cell proliferation, endometrial cell proliferation, bronchial epithelial cell proliferation, pancreatic epithelial cell proliferation, pancreatic beta cell regeneration, keratin synthesis in skin, keratinocyte proliferation, carbohydrate metabolism (including pathways affected by insulin resistance), cholesterol metabolism and clearance (including reverse cholesterol transport), immunoglobulin synthesis, synthesis and breakdown of mitochondrial DNA, synthesis and breakdown of mitochondrial phospholipids, synthesis and breakdown of mitochondrial proteins, synthesis and breakdown of adipose lipids, and synthesis and breakdown of adipose cells.
- animal models of disease may be used as part of the present invention.
- animal models of disease may include, but are not limited to, Alzheimer's disease, heart failure, renal disease, diabetic nephropathy, osteoporosis, hepatic fibrosis, cirrhosis, hepatocellular necrosis, pulmonary fibrosis, scleroderma, renal fibrosis, multiple sclerosis, arteriosclerosis, osteoarthritis, rheumatoid arthritis, psoriasis, skin photoaging, skin rashes, breast cancer, prostate cancer, colon cancer, pancreatic cancer, lung cancer, acquired immunodeficiency syndrome, immune defects, multiple myeloma, chronic lymphocytic leukemia, chronic myelocytic leukemia, diabetes, diabetic complications, insulin resistance, obesity, lipodystrophy, metabolic syndrome, muscle wasting, frailty, deconditioning, angiogenesis, hyperlipidemia, infertility, viral or bacterial infections, auto-immune disorders
- Table 3 contains exemplary examples of metabolic pathways and associated disease states. Although extensive, the list contained in Table 3 is not intended to be limiting, as one of skill would understand that the methods of the present invention are useful for any disease whose etiology is at least in part defined by one or more altered flux rates in one or more metabolic pathways.
- Metabolic Pathway Disease I DNA replication (cell division) Hepatocytes Hepatitis; hepatic necrosis Lymphocytes (including antigen- AIDS; vaccination specific T-cells) Spermatocytes Male infertility Colonocytes Colon cancer and colitis Mammary epithelial cells Breast cancer Renal tubular cells Nephrotoxins Prostate epithelial cells Prostate cancer; BPH Tumor cells Cancer, leukemia Vascular smooth muscle cells Atherosclerosis Mitochondria Metabolic fitness; mitochondrial diseases Pancreatic ⁇ -cells Type 1 diabetes Bone marrow progenitor cells Bone marrow failure Keratinocytes Psoriasis Endometrial cells Endometrial cancer Endothelial cells Angiogenesis II) Fibrogenesis and bone deposition Liver collagen synthesis Liver fibrosis; cirrhosis Lung collagen
- the methods of the present invention allow for the identification of secondary indications for FDA (or other corresponding agencies outside of the U.S.)-approved drugs.
- secondary (unintended) therapeutic actions of drugs it should be noted that, once a drug is approved by the FDA, (or other corresponding agencies outside the U.S.) it may be prescribed by a physician for purposes other than the FDA-approved (i.e., intended and rigorously tested) indication or indications.
- FDA FDA
- off-label use accounts for the majority (>60%) of prescriptions written in the U.S. Such off-label use often accounts for the greatest commercial and medical impact of approved drugs (Table 2, supra).
- Non-approved drug agents may be screened for actions on single or multiple metabolic pathways independently or concurrently.
- the drugs may be selected randomly or the drugs may be selected on the basis of a specific biochemical rationale or hypothesis concerning a hypothesized role in the molecular pathogenesis of one or more diseases.
- Non-approved drugs such as new chemical entities, non-approved biological factors, drug leads (including biological leads), and the like also may be selected randomly or may be selected on the basis of a specific biochemical rationale or hypothesis concerning a hypothesized role in the molecular pathogenesis of one or more diseases.
- Such known or approved drugs may include, but are not limited to, statins, glitazones, COX-2 inhibitors, NSAIDS, Ji-blockers, calcium channel blockers, ACE inhibitors, antibiotics, antiviral agents, hypolipidemic agents, antihypertensives, anti-inflammatory agents, antidepressants, anxiolytics, anti-psychotics, sedatives, analgesics, antihistamines, oral hypoglycemic agents, antispasmodics, antineoplastics, cancer chemotherapeutic agents, sex steroids, pituitary hormones, cytokines, chemokines, appetite suppressant agents, thyromimetics, anti-seizure agents, sympathomimetics, sulfa drugs, biguanides, and other classes of agents. Indeed, there are numerous examples of secondary claims or off-label uses of approved drugs in the current therapeutic armamentarium (Table 4).
- Combination therapies represent another area that the contemporary DDDA system misses entirely. Drugs may act synergistically on a disease process by acting on different steps in the disease pathway ( FIG. 2 ). These interactions will not be observable through screening procedures that measure one targeted enzyme or gene at a time. Because drug combinations are themselves patentable and can provide an additional period of exclusivity to a pharmaceutical company, the failure to identify effective, unanticipated drug combinations represents a huge commercial loss to the industry.
- the methods of this invention allow combination therapies to be systematically identified by a high-throughput screening approach (Table 5).
- Cancer chemotherapies Leukemia chemotherapies HIV/AIDS (e.g., protease inhibitor/nucleoside/non-nucleoside reverse transcriptase inhibitor cocktails) Bacterial infection (e.g., sulfonamide/trimethoprin) Diabetes (e.g., bed-time insulin/day-time sulfonyl urea) Anti-hypertensives (e.g., calcium-channel blockers/thiazole diuretics) Heart disease (e.g., beta-blockers/nitrates for angina; digoxin/beta- blockers for congestive heart failure) Agents with different sites of action in the same pathway may have complementary, synergistic, or antagonistic effects on flux rates through the pathway of interest in vivo (e.g., flux rates in de novo DNA synthesis: see FIG. 3 ).
- HIV/AIDS e.g., protease inhibitor/nucleoside/non-nucleoside
- the methods of the invention are useful in detecting toxic effects of compounds.
- Unanticipated toxicities of compounds often emerge in phase II-III FDA clinical trials or, even worse, during post-approval clinical use of a drug. Such toxicities are common and represent an enormous source of financial losses to the pharmaceutical industry.
- the failure of the DDDA system to identify most toxicities early in the DDDA process or to monitor for their occurrence prior to clinical signs and symptoms represents a basic failure of the current DDDA process that has an adverse impact on public health as well as pharmaceutical company commercial profitability.
- Such toxic effects (unanticipated toxicities) may include end-organ toxicity.
- End-organ toxicity may include, but is not limited by, hepatocyte proliferation and destruction, renal tubular cell turnover, lymphocyte turnover, spermatocyte turnover, protein synthesis and breakdown in muscle and heart, liver collagen synthesis and breakdown, myelin synthesis and breakdown in brain or peripheral nerves, breast epithelial cell proliferation, colon epithelial cell proliferation, prostate epithelial cell proliferation, ovarian epithelial cell proliferation, endometrial cell proliferation, bronchial epithelial cell proliferation, pancreatic epithelial cell proliferation, keratin synthesis in skin, keratinocyte proliferation, immunoglobulin synthesis, synthesis and breakdown of mitochondrial DNA, synthesis and breakdown of mitochondrial phospholipids, synthesis and breakdown of mitochondrial proteins, synthesis and breakdown of adipose lipids, and synthesis and breakdown of adipose cells.
- the methods provide for the production of isolated isotopically-perturbed molecules (e.g., labeled fatty acids, lipids, carbohydrates, proteins, nucleic acids and the like). These isolated isotopically-perturbed molecules comprise information useful in determining the flux of molecules within the metabolic pathways of interest. Once isolated from a cell and/or a tissue of an organism, one or more isolated isotopically-perturbed molecules are analyzed to extract information as described, supra.
- isolated isotopically-perturbed molecules e.g., labeled fatty acids, lipids, carbohydrates, proteins, nucleic acids and the like.
- kits for measuring and comparing molecular flux rates in vivo may include isotope-labeled precursor molecules, and may additionally include chemical compounds known in the art for separating, purifying, or isolating proteins, and/or chemicals necessary to obtain a tissue sample, automated calculation software for combinatorial analysis, and instructions for use of the kit.
- kit components such as tools for administration of water (e.g., measuring cup, needles, syringes, pipettes, IV tubing), may optionally be provided in the kit.
- tools for administration of water e.g., measuring cup, needles, syringes, pipettes, IV tubing
- instruments for obtaining samples from the cell, tissue, or organism e.g., specimen cups, needles, syringes, and tissue sampling devices
- tissue sampling devices also may be optionally provided.
- the invention also provides for information storage devices such as paper reports or data storage devices comprising data collected from the methods of the present invention.
- An information storage device includes, but is not limited to, written reports on paper or similar tangible medium, written reports on plastic transparency sheets or microfiche, and data stored on optical or magnetic media (e.g., compact discs, digital video discs, magnetic discs, and the like), or computers storing the information whether temporarily or permanently.
- the data may be at least partially contained within a computer and may be in the form of an electronic mail message or attached to an electronic mail message as a separate electronic file.
- the data within the information storage devices may be “raw” (i.e., collected but unanalyzed), partially analyzed, or completely analyzed. Data analysis may be by way of computer or some other automated device or may be done manually.
- the information storage device may be used to download the data onto a separate data storage system (e.g., computer, hand-held computer, and the like) for further analysis or for display or both.
- a separate data storage system e.g., computer, hand-held computer, and the like
- the data within the information storage device may be printed onto paper, plastic transparency sheets, or other similar tangible medium for further analysis or for display or both.
- Rats are administered compound or vehicle via gavage.
- One or several compounds may be administered. For example, thousands of compounds may be initially screened, pooled, rescreened, subpooled, etc., to screen for one or more active compounds.
- An initial priming dose of 99.8% 2 H 2 O is given via intraperitoneal injection to achieve ca. 2.5% body water enrichment (assuming 60% body weight as water) followed by administration of 4% 2 H 2 O in drinking water for up to 12 weeks.
- Adipose tissue samples are placed in dual glass tissue grinders (e.g., Kontes tissue grinders, Kimble Kontes, Vineland, N.J.) with 1 ml methanol:chloroform (2:1), ground until homogenous then centrifuged to remove protein. The solution is extracted with 2 ml each chloroform and water. The aqueous phase is discarded and the lipid fraction is transesterified by incubation with 3N methanolic HCL (Sigma-Aldrich) at 55° C. for 60 min. Fatty acid methyl esters are separated from glycerol by the Folch technique, with the modification that pure water rather than 5% NaCl is used for the aqueous phase.
- dual glass tissue grinders e.g., Kontes tissue grinders, Kimble Kontes, Vineland, N.J.
- 1 ml methanol:chloroform (2:1) ground until homogenous then centrifuged to remove protein.
- the solution is extracted with 2
- aqueous phase containing glycerol is then lyophilized and glycerol is converted to glycerol tri-acetate by incubation with acetic anhydride:pyridine, 2:1 as described elsewhere (Hellerstein, M. K., R. A. Neese, and J. M. Schwarz. Am J Physiol 265:E814-20, 1993, herein incorporated by reference).
- Some samples are extracted and then TG separated from other acylglycerides by thin layer chromatography (TLC) as described elsewhere (Jung, H. R., S. M. Turner, R. A. Neese, S. G. Young, and M. K. Hellerstein. Biochem 3343 Pt 2:473-8, 1999, herein incorporated by reference), then analyzed as described, supra.
- Glycerol-triacetate is analyzed for isotope enrichment by GC/MS, as described, supra.
- the theoretical plateau or asymptotic value (A 1 ⁇ ) in TG-glycerol during 2 H 2 O labeling is determined in two ways: by mass isotopomer distribution analysis (MIDA) of the combinatorial labeling pattern in glycerol (A 1 ⁇ mida ) and by measurement of plateau enrichments reached in “fully replaced” TG depots (A 1 ⁇ plateau) (see below).
- MIDA mass isotopomer distribution analysis
- ks represents the fractional replacement or synthesis rate constant and t is time of labeling.
- the absolute synthesis rate of adipose TG is calculated by multiplying the measured fractional synthesis (ks) over the period of labeling times the pool size of TG.
- TG content is assumed to be 10% of body weight in non-obese young rodents.
- the absolute synthesis rate of adipose tissue TG can be calculated as follows,
- TG synthesis rates are then compared between exposed animals and unexposed animals to determine whether a compound (or combination of compounds or mixture of compounds) inhibits lipogenesis
- the net lipolytic (TG breakdown) rate in individual fat depots is calculated from the difference between the absolute rate of TG synthesis and the net rate of TG accumulation, where the latter is determined from the change in weight over time in a fat pad or in the whole body:
- Compound-exposed animals are then compared to unexposed animals to determine if the compound (or combination of compounds or mixture of compounds) has lipolytic activity.
- DNA synthesis is a biomarker for cell proliferation. In some settings it may be desirable to stimulate cell proliferation (e.g., to stimulate wound healing) while in other settings it may be desirable to inhibit cell proliferation (e.g., cancer).
- Rats are administered 2 H 2 O as discussed in Example 1, supra.
- Rats are either administered compounds (or combinations of compounds or mixtures of compounds) or vehicle (controls) as discussed in Example 1, supra.
- DNA is then isolated from the tissue or cell of interest using a Qiagen kit (Qiagen, Valencia, Calif.), following the manufacturer's protocol.
- Isotope enrichment is then analyzed and flux rates calculated as described, supra.
- DNA synthesis is then determined as described, supra, (and in U.S. Pat. No. 5,910,403, incorporated by reference).
- Compound-exposed animals are then compared to unexposed animals to determine if the compound (or combination of compounds or mixture of compounds) has an effect on DNA synthesis.
- Rats are tested on rats to determine whether one or more may have effects on neurogenesis.
- Compounds with neurogenic potential may find use in treating spinal cord injury, Parkinson's disease, Huntington's disease and other neurodegenerative disorders.
- Rats are divided into exposed and control groups and administered labeled water as in Example 1, supra. After exposure to compound or combinations of compounds or mixtures of compounds (or vehicle if control rat), by gavage, intrathecal, or intracranial administration (route of administration is dependent on the chemistry of the compound or combination of compounds or mixture of compounds, as is well known in the art) rats are deeply anesthetized with a mixture of ketamine, xylazine, and acepromazine. Rats are then decapitated and whole brains are removed.
- the brain is bisected longitudinally and each hippocampal lobe is separated from the overlaying cortical white matter using the natural separation line along the alveus hippocampus. The white matter of the Fimbria and subiculumis removed.
- Tissues are finely minced and digested for 45 min in a solution of papain (2.5 U/ml; Worthington, Freehold, N.J.), DNase (250 U/ml, Worthington), and neutral protease (1 U/ml Dispase; Boehringer Mannheim, Indianapolis, Ind.) dissolved in HBSS. (Alternatively, tissue can also be digested for 45 min in DMEM containing a mixture of 0.1% papain and 0.01% DNase).
- Percoll solution is made by mixing nine parts of Percoll (Amersham Pharmacia Biotech, Uppsala, Sweden) with one part 10 ⁇ PBS (Irvine Scientific, Santa Ana, Calif.).
- the cell suspension is then fractionated by centrifugation for 30 min, 18° C., at 20,000 ⁇ g. Cell fractions are harvested and washed free of Percoll by three or more rinses in DMEM-10% FBS.
- DNA synthesis is measured as in Example 2, supra.
- Compound-exposed animals are then compared to unexposed animals to determine if the compound (or combination of compounds or mixture of compounds) has an effect on DNA synthesis in hippocampal neuroprogenitor cells.
- mice are labeled with 2 H 2 O using the procedures described in Example 1, supra, for rats. Mice are given compound via gavage, intrathecal, or intracranial administration. Urine is collected to isolate amyloid beta (A ⁇ ) protein. Total urinary protein is concentrated and exchanged in a suitable buffer for immunoaffinity purification. After immunoaffinity purification, A ⁇ can be further purified using size exclusion and/or reversed phase chromatography. The identity of purified peptides is confirmed by ELISA, western blot, and LC-MS (ESI).
- a ⁇ amyloid beta
- mice are sacrificed and brain tissue is extracted and amyloid precursor protein (APP) and C-terminal fragment of APP(CTF) are obtained.
- Brain proteins are extracted in neutral buffer, insoluble material is removed, and proteins precipitated. Resulting material is exchanged into an ion exchange buffer, and purified by ion exchange chromatography and then size exclusion and/or reversed phase chromatography. The identity of purified protein is confirmed by ELISA and western blot.
- Enrichments for A ⁇ , APP, and CTF are performed as described, supra.
- Molecular flux rates for A ⁇ , APP, and CTF are calculated as described, supra.
- Compound-exposed animals are then compared to unexposed animals to determine if the compound (or combination of compounds or mixture of compounds) has an effect on AD, APP, and CIF synthesis or degradation.
- Glycolytic disposal is a biomarker for insulin resistance and type II diabetes (see Reaven G M. Banting Lecture 1988. Role of insulin resistance in human disease. Diabetes 37(12):1595-607, 1988). Rats, as in Example 1, supra, are used to measure glycolytic disposal in vivo in response to compounds (or combinations of compounds or mixtures of compounds).
- the 2 H-glucose labeling protocol consists of an initial intraperitoneal (ip) injection of 99.9% [6,6- 2 H 2 ] glucose.
- ip intraperitoneal
- For labeling rats 2 mg labeled glucose per gram body weight is introduced.
- Body water is collected as serum at various timepoints.
- Compounds (or combinations of compounds or mixtures of compounds) are administered by gavage.
- Glycolysis is measured by measuring deuterium in body water as a percent of administered [6,6- 2 H 2 ] glucose normalized to account for different molar quantities of deuterium in molecular glucose and molecular water. Deuterated water is measured as described, supra. Glycolysis from drug-exposed rats is compared with glycolysis from unexposed rats to determine if any compound (or combination of compounds or mixture of compounds) had an effect on glycolysis.
- Rats are given deuterated water as in Example 1, supra. Rats are administered compounds (i.e., compounds not approved for inhibition of demyelination and/or stimulation of remyelination) via gavage, intrathecal, or intracranial administration. Demyelination is an important biomarker for multiple sclerosis (MS). Remyelination may indicate a potential drug candidate for treating MS.
- compounds i.e., compounds not approved for inhibition of demyelination and/or stimulation of remyelination
- Demyelination is an important biomarker for multiple sclerosis (MS). Remyelination may indicate a potential drug candidate for treating MS.
- Brains are collected from rat carcasses and put it into the pre-weighed microcentrifuge tubes.
- the microcentrifuge tubes are weighed again. The net weight is the brain weight.
- the brain is put onto an ice-cooled glass plate, and 10 crystals of BHT are added.
- a razor blade is used to mince the brain for 1 minute.
- a spatula is used to put the minced brain back into the microcentrifuge tubes.
- the brain is minced well with a spatula. 80-120 mg of minced brain is put into 13 ⁇ 100 mm glass tubes with PTFE screw caps ensuring the tissue is at the bottom of the tube.
- the rest of the brain is stored in the microcentrifuge tubes at ⁇ 20° C.
- TLC separation tanks 1 h 100 mL of developing solvent (chloroform-methanol-water: 69.15%:26.60%:4.26%) is added into the TLC separation tanks 1 h before adding the TLC plates.
- A20 mL pipette is used to spot 20 mL of total cerebroside standard on lanes 1, 10, 19 of Whatman LK6DF silica gel 60 TLC plates.
- a 20 mL pipette is used to spot 100 ⁇ L of lipid extracts on two neighboring lanes (50 mL/lane). Wait until TLC plates look visually dry.
- the TLC plates are developed in the developing tanks. Each tank holds two plates, facing each other. Normally it takes 40-45 minutes for the plates to be fully developed.
- iodine crystals are put into a tank specially used for iodine vapor.
- the tank is put on a heatblock set at 80° C.
- the dried TLC plates are put in the iodine tank to visualize the spots of lipids containing double bonds.
- the spots of total cerebroside standard are matched with those of samples.
- the TLC plate images are scanned by a computer.
- the silica gel is collected onto a weighing box and transfered to a 12 ⁇ 75 mm disposable glass tube. 1 mL of chloroform-methanol 2:1 is added with BHT and vortexed. Let stand until silica settles.
- the solvent is poured into a 13 ⁇ 100 mm screw cap tube.
- LPS lipopolysaccharide
- Ttx tetanus toxoid
- FITC FITC labeled anti-Ttx antibody
- Ttx and PI DNA positive cells were isolated on a cell sorter (Coulter EPICS Elite), and isolated cells were run through a commercially available kit (DNeasy tissue kit, Qiagen, Valencia, Calif.) to isolate their DNA. DNA was subsequently hydrolyzed, derivatized, and analyzed as described, supra.
- Neurons were seen to turnover more rapidly in response to LPS in a dose dependent manner (see FIG. 4 ).
- LPS given as described is known to induce neuroinflammation in rodents.
- Previous work with neuroinflammatory stimuli using different, less sensitive techniques has shown a potential link between neuroinflammation and the suppression of neurogenesis.
- the Applicant had expected to observe the neurons to turn over more slowly since chronic exposure of neuroprogenitor cells to LPS would be expected to adversely effect the viability of neuroprogenitor cells and thereby decrease neurogenesis, as is well known in the art (see, e.g., Ekdahl C. T. et al. Proc. Natl. Acad. Sci.
- mice Four week old, female, C57/b16j mice (Jackson Labs Bar Harbor, Mich.) were studied: C57/bl6j +/? controls (eon), ad libitum fed C57/bl6j lep ⁇ /lep ⁇ (ob/ob), leptin treated ob/ob (ob-lep) and food restricted ob/ob (ob-r). Mice were housed individually in hanging wire cages and fed AIN 93 purified diets (Bio Serv, Frenchtown, N.J.). Mice were given 3 days to acclimate to the environment, after which mice grew normally. All treatments and interventions began 5 days prior to the start of labeling with 2 H 2 O.
- the food intake of the ob-r group was restricted and administered in a continuous manner with automatic pellet dispensers (Coulbourn Instruments, Allentown Pa.).
- Ob-lep mice received murine leptin subcutaneously at a dose of 2 ⁇ g/day (Amgen, Thousand Oaks Calif.) via a 28 day Alzet mini osmotic pump (Alza Corp. Palo Alto Calif.).
- mice were injected with 2 H 2 O (deuterated water) 0.012 ml/gm. The normal drinking water was then replaced with water enriched to 4% 2 H 2 O. 2 H 2 O treatment had no impact on food intake or body weight. Twenty-one days following the start of 2 H 2 O administration, mice were fasted for four hours, anesthetized with isoflurane and exsanguinated via heart puncture.
- 2 H 2 O deuterated water
- Fat pads were isolated and dissected inguinal and retroperitoneal pads, the left and right sides were pooled for analysis.
- the fat pads were placed in HBSS with calcium in pre weighed tubes for isolation of mature adipocytes according to the method of Rodbell (Rodbell, M. Metabolism of isolated fat cells. Effects of hormones on glucose metabolism and lipolysis. J. Biol. Chem. 239, 375-380 (1964)).
- Minced tissue was placed in HBSS with 0.1% Type II collagenase (Worthington). Tissue was incubated at 37° for up to 90 minutes. Samples were spun at 800 rpm for 10 minutes. The adipose cell enriched fraction was carefully removed from the middle fraction and frozen.
- the frozen slurry of adipocytes was lyophilized, the dry weight of the sample was determined and then the samples were digested and DNA isolated as described elsewhere (Neese, R. A. et al. Advances in the Stable Isotope-Mass Spectrometric Measurement of DNA Synthesis and Cell Proliferation. Anal Biochem 298, 189-195. (2001)) using Quiagen DNeasy tissue kits. The yield of DNA from each sample was determined with a Pharmacia Biotec Genequant II spectrophotometer.
- Model 5970 and 5971 GC/MS or 5973 instruments were used for measuring isotopic enrichments of glycerol-triacetate fatty acid-methyl esters and tetrabromoethylene
- Tetrabromoacetylene was analyzed using a DB-225 fused silica column, monitoring m/z 265 and 266 (parent M0 and M1 masses). Standard curves of known 2 H 2 O enrichment were run before and after each group of samples to calculate isotope enrichment.
- PTA samples were analyzed for incorporation of deuterium on a HP model 5973 MS with a 6890 GC and auto-sampler (Agilent, Palo Alto, Calif.). Methane CI was used with a 30 m DB-225 column under selected ion monitoring of m/z 245-246 (representing the M0 and M1 masses). Natural abundance, (unenriched) dA samples were measured concurrently and the excess M1 (EM1) abundance in the adipose PTA samples were calculated by difference (subtraction of the M1 abundance measured in the unenriched standard from the M1 abundance in the sample).
- EM1 excess M1
- Bone marrow DNA samples were run simultaneously and used to represent a completely or near-completely turned over tissue for calculating fractional adipose cell replacement, as described previously (Neese, R. A. et al. Advances in the Stable Isotope-Mass Spectrometric Measurement of DNA Synthesis and Cell Proliferation. Anal Biochem 298, 189-195. (2001)).
- mice were given 2 H 2 O (as described in Example 7, supra, except that mice were maintained on deuterated water for 5 days, the duration of the experiment) and divided into a control group (no exposure to griseofulvin), a low dose group (1% griseofulvin, the No Observable Effect Level and a dose that does not induce elevated levels of liver enzymes in plasma), a medium dose group (2% griseofulvin, a dose in which elevated levels of liver enzymes in the plasma begin to be detected), and a high dose group (5% griseofulvin, a dose that clearly elicits a toxic effect to the liver, as measured by elevated levels of liver enzymes in the plasma).
- Cell proliferation was measured as described, supra.
- Griseofulvin is recognized as a hepatotoxin, causing liver cell proliferation and porphyria. Griseofulvin was administered to mice in their chow (1% w/w) for 5 days. After 5 days of treatment, cell proliferation in exposed mice showed increased liver cell proliferation at a dose (1%) reported as a No Observable Effect Level (NOEL) (see FIG. 6 ). The 1% dose did not induce elevated levels of plasma liver enzymes, which is consistent with the NOEL (data not shown). The increase in liver cell proliferation at the NOEL dose (i.e., the low dose) was an unanticipated toxic response to griseofulvin since the expected result was a lack of observable toxicity based on the NOEL and reports in the literature.
- NOEL No Observable Effect Level
- Rats were maintained in the University of California Berkeley Animal Facility or the KineMed vivarium in a climate controlled environment with a 12 hour light/12 hour dark cycle. Animal care and experimental procedures were approved by the University of California, Berkeley, Animal Care and Use Committee or the KineMed's Internal Animal Care and Use Committee depending on the site of the study. Rats were maintained on standard rodent chow and water provided ad libitum. Rats were sacrificed by CO 2 asphxyiation or anesthetized with isoflurane prior to terminal bleed by heart puncture.
- Rats were labeled with deuterated water (heavy water, 2 H 2 O) by receiving a bolus i.p. injection of sterile 99.8% 2 H 2 O with 0.9% NaCl to quickly bring them up to desired body water enrichment quickly followed by replacement of drinking water with an enriched with 2 H 2 O to either 4 or 8% depending on the study. When 8% was used, injections were done with 1 ⁇ 2 the injection volume twice to avoid injecting to great a volume. The 2 H 2 O used for each study will be indicated in describing the study designs (below).
- Somatostatin analogue octreotide enhances the antineoplastic effects of tamoxifen and ovariectomy on 7,12-dimethylbenz(alpha)anthracene-induced rat mammary carcinomas. Cancer Res 54: 6334-6337, 1994)).
- tamoxifen pellets designed to continuously release drug over 21 days
- Much lower doses of tamoxifen, 0.1, 0.5 and 1.0 mg were then investigated.
- raloxifene was also investigated at the lower doses (0.1-2.5 mg 21 day pellets) than reported in the literature (s.c.
- Rats were anesthetized with isoflurane. Pellets of drugs, estradiol and/or placebo pellets were aspetically inserted s.c. above the shoulder through a small incision ( ⁇ 1 ⁇ 2 cm). Wound clips were used to close the incisions.
- Femoral bone marrow was flushed out with Medium 199 and collected. The cells were centrifuged at 100 ⁇ g to collect the pellet.
- MEC were isolated from rat tissue by enzymatic cell dissociation as previously described (Yang J, Guzman R, Richards J, Jentoft V, DeVault M R, Wellings S R, and Nandi S. Primary culture of human mammary epithelial cells embedded in collagen gels. Journal of the National Cancer Institute 65: 337-343, 1980). In brief, mammary tissue was enzymatically dissociated to a single cell suspension by digesting overnight at 37° C.
- Cells were isolated using an immunomagnetic bead method (MACSTM) per manufacturer's recommendations (Miltenyi Biotech Inc., Auburn, Calif.). In brief, cells were pelleted and rinsed twice with 1 ml of labeling buffer (0.5% bovine serum albumin and 2 mM EDTA). Cells were incubated in 100 ⁇ l of a 1:50 dilution of primary mouse anti-rat epithelial membrane antigen (EMA) antibody (University of Iowa, Developmental Studies Hybridoma Bank, clone Ha4C19, custom biotinylated by Vector Labs, Burlingame, Calif.) in labeling buffer for 30 minutes at 4° C.
- EMA primary mouse anti-rat epithelial membrane antigen
- Cells were rinsed by adding 1 ml labeling buffer, pelleting at 300 ⁇ g.
- For secondary labeling with streptavidin or anti-biotin magnetic beads (Miltenyi Biotech Inc., Auburn, Calif., 20 ⁇ l beads per 10 7 cells in 80 ⁇ l labeling buffer) cells were incubated in the recommended concentration of immunomagnetic reagent in labeling buffer for 30 minutes at 4° C.
- Cells were rinsed using 1 ml labeling buffer, pelleted at 300 ⁇ g and re-suspended in 500 ⁇ l of labeling buffer for loading onto magnetic columns (Miltenyi Biotech Inc., Auburn, Calif.).
- the DNA was subjected to enzymatic hydrolysis using nuclease P1 (Roche, Indianapolis, Ind.), snake venom phosphodiesterase I (Sigma, St Louis, Mo.), DNAse (Sigma, St. Louis) and alkaline phosphatase (Sigma, St Louis, Mo.) under basic conditions.
- nuclease P1 Roche, Indianapolis, Ind.
- snake venom phosphodiesterase I Sigma, St Louis, Mo.
- DNAse Sigma, St. Louis
- alkaline phosphatase Sigma, St Louis, Mo.
- PFBHA pentafluorobenzyl derivative
- Body water enrichments were determined by GC/MS as described previously (Neese R A, Siler S Q, Cesar D, Antelo F, Lee D, Misell L, Patel K, Tehrani S, Shah P, and Hellerstein M K. Advances in the stable isotope-mass spectrophotometric measurement of DNA synthesis and cell proliferation. Analytical Biochemistry 298: 189, 2001).
- Proc Natl Acad Sci USA 99: 15345-15350, 2002 can be used as an essentially completely turned-over comparison tissue in rats, to determine percent replacement of rat and mouse MEC (Neese R A, Siler S Q, Cesar D, Antelo F, Lee D, Misell L, Patel K, Tehrani S. Shah P, and Hellerstein M K. Advances in the stable isotope-mass spectrophotometric measurement of DNA synthesis and cell proliferation. Analytical Biochemistry 298: 189, 2001).
- EM 1 excess abundance In the M+1 mass isotopomer of derivatized dR, and BM represents bone marrow cells.
- Fractional replacement rate constant( k , day ⁇ 1) ⁇ ln[ l ⁇ f]
- Rosiglitazone has been reported to increase phosphoenolpyruvate-carboxykinase (PEPCK) expression and activity in adipocytes (Glorian, M., Duplus, E., Beale, E. G., Scott, D. K., Granner, D. K., and Forest, C. (2001) Biochimie 83, 933-943; Duplus, E., Benelli, C., Reis, A. F., Fouque, F., Velho, G., and Forest, C.
- PEPCK phosphoenolpyruvate-carboxykinase
- Biochimie 85, 1257-1254 Tordjman, J., Khazen, W., Antoine, B., Chauvet, G., Quette, J., Fouque, F., Beale, E. G., Benelli, C., and Forest, C. (2003) Biochimie 85, 1213-1218) and has also been shown to increase the low levels of glycerol-kinase activity found in adipose tissue (Gunn, H. P., Li, Y., Jensen, M. V., Newgard, C. B., Steppan, C. M., and Lazar, M. A.
- mice Four-week-old male C57B1/6J mice (16-18 g; Jackson Laboratories, Bar Harbor, Me.) were used. Mice were fed ad libitum a high carbohydrate, low fat (HC, 70% carbohydrate, 10% fat) diet or a low carbohydrate, high fat diet (LC, 35% carbohydrate, 45% fat) (Research Diets Inc., New Brunswick, N.J.). An additional group of mice were fed a HC diet containing rosiglitazone (6.34 mg/kcal diet), which resulted in a dose of approximately 3 mg/kg/mouse/day (Research Diets Inc., New Brunswick, N.J.).
- Lipids from adipose were extracted by a modified Folch extraction (Folch, J., Lees, M., and Sloane Stanley, G. H. (1957) J Biol Chem 226, 497-509).
- the lipid fraction was transesterified by incubation with 3N methanolic HCl (Sigma-Aldrich, St. Louis, Mo.) at 55° C. for 60 min.
- Fatty acid methyl esters were separated from glycerol by the Folch technique.
- the aqueous phase containing glycerol was lyophilized, and glycerol was converted to glycerol triacetate by incubation with acetic anhydride-pyridine (2:1) as described elsewhere (Siler, S. Q., Neese, R. A., Parks, E. J., and Hellerstein, M. K. (1998) J Lipid Res 39, 2319-2328).
- Plasma obtained from fresh whole blood, was extracted by the Folch technique. TG was isolated by TLC as described previously (Jung, H. R., Turner, S. M., Neese, R. A., Young, S. G., and Hellerstein, M. K. (1999) Biochem J 343 Pt 2, 473-478). Glycerol isolation and derivatization were then performed as described, supra.
- 2 H 2 O enrichment in body water was measured by one of two methods. Briefly, 15-20 ⁇ L of plasma or urine were reacted in an evacuated GC vial with calcium carbide to produce acetylene. The acetylene gas was then removed with a syringe and injected into a GC vial containing 10% bromine in carbon tetrachloride and incubated at room temperature for 2 h to produce tetrabromoethane. Excess bromine was neutralized with 25 ⁇ L of 10% cyclohexene, and the sample was suspended in ethyl acetate (Collins, M. L., Eng, S., Hoh, R., and Hellerstein, M. K.
- the acetylene gas was directly measured by a new mass spectrometric method (Previs, S. F., Hazey, J. W., Diraison, F., Beylot, M., David, F., and Brunengraber, H. (1996) J Mass Spectrom 31, 639-642). Briefly, 25 ⁇ l of sample was injected into a closed Exitainer vial containing calcium carbide in a dry helium atmosphere. A small amount (0.5 ml) of the acetylene gas generated from the reaction was removed and injected into another closed vial with a helium atmosphere for direct analysis. The two methods, used with standard curves, give identical results. However, the direct acetylene method is less time consuming, and thus became the preferred method during the course of this study.
- Glycerol-triacetate was analyzed for isotope enrichment by GC-MS as described previously (Slier, S. Q., Neese, R. A., Parks, E. J., and Hellerstein, M. K. (1998) J Lipid Res 39, 2319-2328). Mass isotopomer abundances were analyzed by selected ion monitoring of mass-to-charge ratios (m/z) 159-161 (M0-M2). Tetrabromoethane was analyzed for isotope enrichment by a GC-MS method as described previously (Neese, R. A., Slier, S.
- the isotopic enrichment of acetylene was measured by cycloidal mass spectrometry (Monitor Instruments, Pittsburgh, Pa.), and the percentage of body water enrichment was calculated by comparison to a standard curve prepared gravimetrically from water and 2 H 2 O.
- Isotope enrichments of body 2 H 2 O were determined by comparison with standard curves using 2 H 2 O mixed in known proportions with unlabeled water and conversion to tetrabromoethane, or more recently, acetylene. Mass spectrometric analysis was described previously (Neese, R. A., Siler, S. Q., Cesar, D., Antelo, F., Lee, D., Misell, L., Patel, K., réellei, S., Shah, P., and Hellerstein, M. K. (2001) Anal Biochem 298, 189-195).
- Isotope enrichments of [ 2 H]glycerol derived from acylglycerides were calculated by subtraction of mass isotopomer abundances in unlabeled glycerol standards (Hellerstein, M. K., and Neese, R. A. (1999) Am J Physiol 276, E1146-1170).
- EM1 and EM2 were calculated as a fraction of the sum of mass isotopomers M0-M2, as previously described for MIDA calculations (Turner, S. M., Murphy, E. J., Neese, R. A., Antelo, F., Thomas, T., Agarwal, A., Go, C., and Hellerstein, M. K. (2003) Am J Physiol Endocrinol Metab 285, E790-803).
- MIDA is a technique based on combinatorial analysis of the labeling patterns present in polymers, as described supra and in U.S. Pat. No. 5,338,586. Briefly, the EM2 to EM1 ratio (R) is one embodiment of this labeling pattern. R is dependent on two factors: the proportion (p) of labeled hydrogen atoms present in tissue water (i.e., the enrichment of 2 H 2 O in tissue water) and the possible number of C—H bonds in glycerol that are derived from this tissue water (n).
- n can be calculated from the measured p in body water and the measured R.
- EM 1 represents isotopic enrichment of the mass +1-labeled species of glycerol (i.e. the measured abundance in excess of natural abundance) and A ⁇ 1 represents the asymptotic or plateau value possible for the isotopic enrichment of the mass+1 species of glycerol, calculated from p and a non-integer value of n.
- PPAR- ⁇ agonists such as rosiglitazone
- rosiglitazone are insulin sensitizing agents that induce a number of actions, including stimulation of adipogenesis and increased fat storage.
- PPAR- ⁇ is required for the transcription of the PEPCK gene in adipocytes and rosiglitazone has been shown to induce expression of PEPCK in adipose tissue (Duplus, E., Benelli, C., Reis, A. F., Fouque, F., Velho, G., and Forest, C. (2003) Biochimie 85, 1257-1264).
Landscapes
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Engineering & Computer Science (AREA)
- Biomedical Technology (AREA)
- Molecular Biology (AREA)
- Immunology (AREA)
- Urology & Nephrology (AREA)
- Chemical & Material Sciences (AREA)
- Hematology (AREA)
- Physics & Mathematics (AREA)
- Cell Biology (AREA)
- General Health & Medical Sciences (AREA)
- Pathology (AREA)
- Microbiology (AREA)
- Biotechnology (AREA)
- Food Science & Technology (AREA)
- Medicinal Chemistry (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- Bioinformatics & Cheminformatics (AREA)
- General Physics & Mathematics (AREA)
- Toxicology (AREA)
- Bioinformatics & Computational Biology (AREA)
- Gastroenterology & Hepatology (AREA)
- Tropical Medicine & Parasitology (AREA)
- Epidemiology (AREA)
- Proteomics, Peptides & Aminoacids (AREA)
- Rheumatology (AREA)
- Diabetes (AREA)
- Animal Behavior & Ethology (AREA)
- Public Health (AREA)
- Zoology (AREA)
- Spectroscopy & Molecular Physics (AREA)
- Veterinary Medicine (AREA)
- Biophysics (AREA)
- Endocrinology (AREA)
- Investigating Or Analysing Biological Materials (AREA)
- Medicines That Contain Protein Lipid Enzymes And Other Medicines (AREA)
- Other Investigation Or Analysis Of Materials By Electrical Means (AREA)
- Pharmaceuticals Containing Other Organic And Inorganic Compounds (AREA)
Abstract
The invention enables high-throughput screening of compounds in living systems to detect unanticipated or unintended biological actions. The invention also allows for screening, detection, and confirmation of new indications for approved drugs. Screening and detection of toxic effects of compounds also can be achieved by using the methods of the invention. The methods comprise administering isotope-labeled substrates to a living system so that the label is incorporated into molecules in a manner that reveals flux rates through metabolic pathways thought to be involved in a disease. Comparisons between living systems exposed to compounds and living systems not so exposed reveals the effects of the compounds on the flux rates through the metabolic pathways. Combinations or mixtures of compounds can be systematically screened to detect unantidpated or unintended biological actions, including synergistic actions, in the same manner.
Description
- This application is a continuation patent application of U.S. patent application Ser. No. 10/997,323, with a filing date of Nov. 23, 2004, and claims the benefit of U.S. Provisional Patent Application Ser. No. 60/525,261 filed Nov. 25, 2003, which are incorporated herein by reference in their entirety.
- The invention relates to methods for screening compounds, combinations of compounds, or mixtures of compounds (i.e., drugs and drug candidates, including chemical entities, whether new or known, and biological factors, whether new or known) for actions in biological systems. The disclosed methods measure and quantify molecular flux rates through metabolic pathways (synthesis and breakdown or input and removal rates from pools of molecules) in vivo as targets of drug action. The disclosed methods are capable of high-throughput, large-scale, automated applications. The methods are particularly applicable to detecting and establishing unanticipated or unintended actions of drugs or drug candidates during drug discovery, development and approval (DDDA). The methods disclosed herein are particularly suitable for establishing secondary therapeutic claims (“new uses” or “new indications”) and determining toxicities both of known compounds and new compounds.
- The contemporary system of drug discovery, development and approval (DDDA) is highly specific and target-directed. The system is built on a model of intended biochemical and molecular actions. New compounds (i.e., chemical entities or biological factors) are identified, optimized and evaluated based on their actions on intended therapeutic targets. These intended therapeutic targets are typically proteins or genes believed to be involved in a disease process of interest (the drug target). Increasingly, other cellular macromolecules are also becoming important as drug targets (e.g., mRNA).
- Actions on the drug target are evaluated against large numbers of compounds by use of high-throughput screening (HTS) assays that measure the activity or state of the protein or gene target. Compounds showing potentially useful activity on the drug target are termed lead compounds (also known as “drug leads”). Once identified, drug leads are filtered and selected on the basis of their activity on the disease process targeted and, ultimately, on clinical end-points. FDA approval is ultimately given for single, well-defined clinical indications that are identified and defined and tested in advance in specified diseases.
- Drug leads are therefore both discovered and developed in the context of a highly constrained set of protocols built on a model of intended actions. Drug targets are specific and are identified in advance for discovery initiatives. Stated differently, FDA approval of a drug lead is not obtained by administration of the compound to diverse people with a variety of random medical disorders to see if it helps one or more of these, but occurs within an explicit context of prospectively defined effects in specific disease states.
- This approach of contemporary DDDA has major flaws. First, identifying “hits” by HTS assays against molecular targets hypothesized to be involved in a disease does not in fact establish or prove activity against the disease. Activity against disease still has to be validated independently. Indeed, true in vivo activity and efficacy of drug leads may be unreliably or misleadingly assessed by HTS molecular assays. Second, subsequent validation of drug leads against physiologic models of disease often remains highly inefficient for the chronic conditions that are the major therapeutic targets of current drug research, thereby leading to a downstream roadblock in the DDDA system in the filtering steps. Third, unintended toxic actions of drugs are not identified by this approach. Fourth, unintended or secondary therapeutic actions (i.e., other actions besides the effects on the specific molecular target screened) also are not identified efficiently by this approach, thereby missing out on the detection and discovery of other potential therapeutic uses of compounds on which a pharmaceutical company is already investing time and money to develop. Fifth, synergistic effects of combination therapies on a disease process, occurring by interactions among compounds that act on different biochemical steps in the disease pathway, are not detectable by screening approaches which only measure one step in a disease pathway at a time.
- The ideal solution to the problem of unintended actions and functional importance of compounds discovered through screening for specific, intended molecular actions is therefore evident: a systematic method for measuring and identifying unintended actions and functional consequences of compounds, combinations of compounds, and mixtures of compounds. The availability of a systematic procedure for efficient, high-throughput discovery and confirmation of unintended actions of compounds or combinations of compounds or mixtures of compounds on functionally relevant biological processes would therefore radically alter the entire DDDA process. Such methods are disclosed herein, in addition to methods for screening and comparing compounds and combinations of compounds and mixtures of compounds for actions on intended processes.
- The present invention is directed to methods for measuring and quantifying molecular flux rates within one or more metabolic pathways of interest, in response to exposure to one or more compounds, combinations of compounds, or mixtures of compounds, the methods enabling an investigator to discover an unanticipated or unexpected action or actions (or both) elicited by the one or more compounds, combination of compounds, or mixtures of compounds. The methods of the invention include high-throughput screening assays. In one embodiment of the invention, the unanticipated or unexpected action is a therapeutic action. In another embodiment of the invention, the unanticipated or unexpected action is a toxic effect. The methods of the invention permit the identification of compounds that alter the metabolic flux rates of once or more metabolic pathways.
- In the present invention, one or more isotope-labeled substrates (i.e., metabolic precursors) are administered to a cell, tissue or organism for a period of time sufficient for the isotope label to be incorporated into one or more targeted molecules in at least one targeted metabolic pathway of interest. More than one isotope label may be administered. Measurement of the isotopic content and/or pattern or the rate of change of the isotopic content and/or pattern in the one or more targeted molecules is performed to calculate the molecular flux rate in the one or more pathways of interest. One or more compounds are administered (constituting exposure) to a living system and the molecular flux rates are measured in the presence and absence of exposure. In a further embodiment of the invention, the molecular flux rates are measured in response to a specific dose or a range of doses of the one or more compounds. In another embodiment of the invention, the molecular flux rates are measured in response to exposure to a combination of compounds. In still another embodiment of the invention, the molecular flux rates are measured in response to exposure to a mixture of compounds.
- The one or more compounds can be a new chemical entity, a chemical entity drug lead (i.e., a “small molecule” drug lead), or a known chemical entity drug (i.e., a “small molecule” drug), for example an already-approved drug listed in the Physician's Desk Reference (PDR) or the Merck Index (e.g., a drug approved by the FDA or other corresponding agencies outside the U.S.). The one or more compounds also can be a new biological factor or a known biological factor including an already-approved biological factor drug. The one or more compounds can be selected randomly or on the basis of a specific biochemical rationale concerning a hypothesized role in the molecular pathogenesis of one or more diseases.
- The invention allows for the comparison between the molecular flux rates measured from exposed cells, tissues, or organisms of the living system to the molecular flux rates measured from non-exposed cells, tissues, or organisms of the living system. Differences between the exposed and non-exposed molecular flux rates are identified and this information is then used to determine whether one or more compounds (or combinations of compounds or mixtures of compounds) elicit a metabolic action on the one or more pathways of interest on the exposed cell, tissue, or organism. The metabolic action of the compound (or combination of compounds or mixture of compounds) on the exposed cell, tissue or organism may be unexpected or unanticipated (based on prevailing biochemical knowledge and concepts about the compound and molecular flux within the pathway) or may be anticipated or expected. The one or more compounds (or combination of compounds or mixture of compounds) can be administered to a mammal and the molecular flux rates calculated and evaluated against the molecular flux rates calculated from an unexposed mammal of the same species. The mammal may be a human.
- In another embodiment of the invention, the molecular flux rates are measured in one or more metabolic pathways involved in the molecular pathogenesis of a disease. In a further embodiment, the one or more metabolic pathways are the cause of the disease or contribute to the initiation, progression, activity, pathologic consequences, symptoms, or severity of the disease.
- In another embodiment of the invention, the molecular flux rates from one or more metabolic pathways are measured concurrently. In a further embodiment, the molecular flux rates are measured using stable isotope-labeling techniques. The stable isotope label may include specific heavy isotopes of elements present in biomolecules, such as 2H, 13C, 15N, 18O, 33S, 34S. In another embodiment, the molecular flux rates are measured using radioactive isotope-labeling techniques. The radioactive isotope label may include 3H, 14C, 35S, 125I, 131I.
- Isotope-labeled precursors include, but are not limited to, 2H2O, H2 18O, 3H2O, 15NH3, 13CO2, H13CO3, 2H-labeled amino acids, 13C-labeled amino acids, 15N-labeled amino acids, 18O-labeled amino acids, 34S or 33S-labeled amino acids, 3H-labeled amino acids, and 14C-labeled amino acids.
- The isotope substrate may be chosen from 2H2O, 2H-glucose, 2H-labeled amino acids, 13C-labeled amino acids, 2H-labeled organic molecules, 13C-labeled organic molecules, and 15N-labeled organic molecules labeled water. The isotope substrate may be labeled water, for example, 2H2O, H2 18O, or 3H2O. The labeled water may be 2H2O.
- Stable isotope-labeled substrates are incorporated into one or more molecules of one or more metabolic pathways of interest. In this manner, the molecular flux rates can be determined by measuring, over specific time intervals, isotopic content and/or pattern or rate of change of isotopic content and/or pattern in the targeted molecules, for example by using mass spectrometry, allowing for the determination of the molecular flux rates within the one or more metabolic pathways of interest, by use of analytic and calculation methods known in the art.
- Alternatively, the use of radiolabeled substrates is contemplated for use in the present invention wherein the radiolabeled substrates are incorporated into one or more molecules of one or more metabolic pathways of interest. In this manner, the molecular flux rates can be determined by measuring radiation and/or radioactivity of the targeted molecules of interest within the one or more metabolic pathways of interest by using techniques well known in the art such as scintillation counting. The molecular flux rates within the one or more metabolic pathways of interest are then calculated, using methods known in the art.
- In another embodiment of the invention, isolated isotopically perturbed molecules are provided, the isotopically perturbed molecules including one or more isotopes. The isolated isotopically perturbed molecules are products of the labeling methods described herein. The isolated isotopically perturbed molecules are collected by sampling techniques known in the art and are analyzed using appropriate analytical tools. In one embodiment of the invention, the isolated isotopically perturbed molecules are comprised of one or more stable isotopes. In another embodiment, the isolated isotopically perturbed molecules are comprised of one or more radioactive isotopes.
- In yet another embodiment of the invention, one or more kits are provided that comprise isotope-labeled precursors and instructions for using them. The kits may contain stable-isotope labeled precursors or radioactive-labeled isotope precursors or both. Stable-isotope labeled precursors and radioactive-labeled isotope precursors may be provided in one kit or they may be separated and provided in two or more kits. The kits may further comprise one or more tools for administering the isotope-labeled precursors. The kits also may comprise one or more tools for collecting samples from a subject.
- In yet another embodiment of the invention, one or more information storage devices are provided that comprise data generated from the methods of the present invention. The data may be analyzed, partially analyzed, or unanalyzed. The data may be imprinted onto paper, plastic, magnetic, optical, or other medium for storage and display.
- In yet another embodiment of the invention, one or more compounds, combinations of compounds, or mixtures of compounds identified and at least partially characterized by the methods of the present invention are contemplated.
-
FIG. 1 shows a schematic diagram illustrating the contemporary model of drug discovery (testing for an intended action) versus a strategy of testing for unintended actions. -
FIG. 2 shows a schematic diagram illustrating the method of screening for new indications of approved drugs. -
FIG. 3 shows a schematic diagram of an example metabolic pathway (DNA synthesis, both de novo and salvage) and various component elements. Locations of stable or radioactive isotope labeling are shown. G6P=Glucose-6-phosphate. R5P=ribose-5-phosphate. PRPP=5-phosphoribosyl-α-pyrophospate. NDP=nucleotide diphosphate. dNTP=deoxynucleotide triphosphate. RR=ribonucleotide reductase. dN=deoxynucleotide. 3H-dT=tritiated deoxythymidine. BrdU=5-bromo-2-deoxyuridine. GNG=gluconeogenesis. DNNS=de novo nucleotide synthesis. DNPS=de novo precursor synthesis. -
FIG. 4 depicts the fractional replacement (turnover) of murine neurons in vivo. Neurons were isolated from mice concurrently treated with intraperitoneal lipopolysaccharide (LPS) a known neuroinflammatory stimulus, and deuterated water for 45 days. Fractional replacement of neurons was determined by GC/MS analysis of DNA from isolated neurons. Both doses of LPS resulted in a statistically significant increase in neuron turnover with respect to control (p<0.05), and statistically significant dose dependence was also observed (p<0.05). -
FIG. 5 shows a decrease in adipocyte proliferation (i.e., fat cell proliferation) in ob/ob mice after treatment with leptin. -
FIG. 6 shows mouse liver cell proliferation during griseofulvin administration (a=control, b=0.1% dose, c=0.2% dose, and d=0.5% dose, 5 days exposure). -
FIG. 7 depicts a decrease in mammary epithelial cell proliferation in both intact female rats and ovariectomized rats after treatment with very low doses of selective estrogen receptor modulators (tamoxifen and raloxifene). -
FIG. 8 a shows that the addition of rosiglitazone to a high carbohydrate (HC) diet significantly increased n in the epididymal and inguinal adipose depots after 26 days of diet and 15 days of 2H2O.FIG. 8 b shows that by 75 days of diet, n was significantly higher in all adipose depots in the rosiglitazone group. - The present invention is directed to methods of detecting actions, particularly unintended or unanticipated actions, of compounds, combinations of compounds, or mixtures of compounds (e.g., new chemical entities, known drug agents including already-approved small molecular entities, new biological factors, or known biological factors including already-approved biological factors), in living systems by measuring molecular flux rates (i.e., synthesis and breakdown or input and removal rates) within metabolic pathways of interest. Molecular flux rates within targeted metabolic pathways are used as biomarkers for establishing and quantifying the actions of compounds. An isotope-labeled substrate molecule is administered or contacted to one or more cells, tissues, or organisms of a living system (i.e., exposing the one or more cells, tissues, or organisms to the isotope-labeled substrate molecule, thereby constituting exposure to said one or more cells, tissues, or organisms). The isotopic content and/or pattern or rate of change of isotopic content and/or pattern of one or more targeted molecules within one or more metabolic pathways of interest is then measured, optimally by use of mass spectrometry, to determine molecular flux rates within the one or more metabolic pathways of interest.
- A compound, combination of compounds, or mixture of compounds is also administered or contacted to one or more cells, tissues, or organisms. The molecular flux rates through one or more pathways of interest in the one or more cells, tissues, or organisms are then measured and compared with molecular flux rates through the pathways in one or more cells, tissues, or organisms not exposed to the compound, combination of compounds, or mixture of compounds. Combinations or mixtures of compounds including combinations or mixtures of known drug agents (including small molecule agents and biological factors) are tested for their effects on molecular flux rates through pathways of interest, to identify and quantify synergistic or antagonistic actions of specific combinations. In this manner, a systematic, high-throughput method for identifying unintended actions or confirming biological importance of compounds or combinations of compounds is provided thereby overcoming current limitations of DDDA that only measure a single, intended molecular action of a compound. Thus, the Applicant has discovered methods allowing for drug effects (unanticipated or unintended or confirming biological importance) to be measured on any fully assembled biological system (i.e., the ability to measure molecular flux rates in multiple metabolic pathways, both concurrently and independently, in living systems).
- The methods of the present invention allow for high-throughput screening of compounds, combinations of compounds, or mixtures of compounds thereby allowing for the systematic discovery of secondary or unanticipated actions of entire classes of therapeutic agents that were developed or approved for other actions (i.e., thereby providing a method for “mining” the Physicians Desk Reference or Merck Index for new uses of known drugs or agents, a process that is referred to as “drug repositioning” or “drug repurposing”). The methods of the present invention also allow for the discovery of unanticipated toxic effects of compounds, combinations of compounds, or mixtures of compounds.
- The invention has applications in drug discovery, development and approval as well as in subsequent medical diagnostics, clinical management of patients and disease prevention.
- The practice of the present invention will employ, unless otherwise indicated, conventional techniques of molecular biology (including recombinant techniques), microbiology, cell biology, biochemistry and immunology, which are within the skill of the art. Such techniques are explained fully in the literature, such as, Molecular Cloning: A Laboratory Manual, second edition (Sambrook et al., 1989) Cold Spring Harbor Press; Oligonucleotide Synthesis (M. J. Gait, ed., 1984); Methods in Molecular Biology, Humana Press; Cell Biology: A Laboratory Notebook (J. E. Cellis, ed., 1998) Academic Press; Animal Cell Culture (R. I. Freshney, ed., 1987); Introduction to Cell and Tissue Culture (J. P. Mather and P. E. Roberts, 1998) Plenum Press; Cell and Tissue Culture: Laboratory Procedures (A. Doyle, J. B. Griffiths, and D. G. Newell, eds., 1993-8) J. Wiley and Sons; Methods in Enzymology (Academic Press, Inc.); Handbook of Experimental Immunology (D. M. Weir and C. C. Blackwell, eds.); Gene Transfer Vectors for Mammalian Cells (J. M. Miller and M. P. Cabs, eds., 1987); Current Protocols in Molecular Biology (F. M. Ausubel et al., eds., 1987); PCR: The Polymerase Chain Reaction, (Mullis et al., eds., 1994); Current Protocols in Immunology (J. E. Coligan et al., eds., 1991); Short Protocols in Molecular Biology (Wiley and Sons, 1999); and Mass isotopomer distribution analysis at eight years: theoretical, analytic and experimental considerations by Hellerstein and Neese (Am J Physiol 276 (Endocrinol Metab. 39) E1145-E1162, 1999). Furthermore, procedures employing commercially available assay kits and reagents will typically be used according to manufacturer-defined protocols unless otherwise noted.
- Unless otherwise defined, all terms of art, notations and other scientific terminology used herein are intended to have the meanings commonly understood by those of skill in the art to which this invention pertains. In some cases, terms with commonly understood meanings are defined herein for clarity and/or for ready reference, and the inclusion of such definitions herein should not necessarily be construed to represent a substantial difference over what is generally understood in the art. The techniques and procedures described or referenced herein are generally well understood and commonly employed using conventional methodology by those skilled in the art, such as, for example, Mass isotopomer distribution analysis at eight years: theoretical, analytic and experimental considerations by Hellerstein and Neese (Am J Physiol 276 (Endocrinol Metab. 39) E1146-E1162, 1999). As appropriate, procedures involving the use of commercially available kits and reagents are generally carried out in accordance with manufacturer defined protocols and/or parameters unless otherwise noted.
- “Molecular flux rates” refers to the rate of synthesis and/or breakdown of molecules within a cell, tissue, or organism. “Molecular flux rates” also refers to a molecule's input into or removal from a pool of molecules, and is therefore synonymous with the flow into and out of said pool of molecules.
- “Metabolic pathway” refers to any linked series of two or more biochemical steps in a living system, the net result of which is a chemical, spatial or physical transformation of a molecule or molecules. Metabolic pathways are defined by the direction and flow of molecules through the biochemical steps that comprise the pathway. Molecules within metabolic pathways can be of any biochemical class, e.g., including but not limited to lipids, proteins, amino acids, carbohydrates, nucleic acids, polynucleotides, porphyrins, glycosaminoglycans, glycolipids, intermediary metabolites, inorganic minerals, ions, etc.
- “Flux rate through a metabolic pathway” refers to the rate of molecular transformations through a defined metabolic pathway. The unit of flux rates through pathways is chemical mass per time (e.g., moles per minute, grams per hour). Flux rate through a metabolic pathway optimally refers to the transformation rate from a clearly defined biochemical starting point to a clearly defined biochemical end-point, including all the stages in between in the defined metabolic pathway of interest.
- “Isotopes” refer to atoms with the same number of protons and hence of the same element but with different numbers of neutrons (e.g., 1H vs. 2H or D).
- “Isotopologues” refer to isotopic homologues or molecular species that have identical elemental and chemical compositions but differ in isotopic content (e.g., CH3NH2 vs. CH3NHD in the example above). Isotopologues are defined by their isotopic composition, therefore each isotopologue has a unique exact mass but may not have a unique structure. An isotopologue is usually comprised of a family of isotopic isomers (isotopomers) which differ by the location of the isotopes on the molecule (e.g., CH3NHD and CH2DNH2 are the same isotopologue but are different isotopomers).
- “Isotope-labeled water” or “heavy water” includes water labeled with one or more specific heavy isotopes of either hydrogen or oxygen. Specific examples of isotope-labeled water include 2H2O, 3H2O, and H2 18O.
- “Action” includes any biological process or event induced in a living system by a compound.
- “Unanticipated or unintended action” includes any biological process or event induced in a living system by a compound that was not previously used as an outcome measure in the design or development of the compound (e.g., in a high-throughput screening assay of an enzyme target, in a computer-simulated model of an enzyme's active site, or in an in vivo physiologic model of an altered process); and therefore has not been explicitly predicted on a rational basis, from compelling biochemical evidence, and is not taught as an action to expect from exposure to a particular compound.
- “Compound” is used herein to describe any composition of matter including a chemical entity or a biological factor that is administered, approved or under testing as potential therapeutic agent or is a known therapeutic agent. Thus the term encompasses chemical entities and biological factors as defined, infra.
- “Chemical entity” includes any chemical, whether new (i.e., a “new chemical entity” or NCE) or known (e.g., a small molecule drug lead or small molecule already-approved drug), that is administered to one or more cells, tissues, or organisms for the purpose of screening it for biological or biochemical activity toward the goal of discovering its use as a potential therapeutic agent[s] (drug[s])).
- “Biological factor” as used herein means any compound made by a living system that is administered to one or more cells, tissues, or organisms for the purpose of screening it for biological or biochemical activity toward the goal of discovering its use as a potential therapeutic agent[s] (drug[s])). Examples of biological factors include, but are not limited to, antibodies, hormones, enzymes, enzyme cofactors, peptides, secreted proteins, intracellular proteins, membrane-bound proteins, lipids, phospholipids, carbohydrates, fatty acids, amino acids, nucleic acids (including deoxyribonucleic acids and ribonucleic acids), steroids, and the like. Biological factors also include those compounds made by a living system that have been subsequently altered, modified, or optimized, for example, by way of laboratory techniques.
- “Drug leads” or “drug candidates” are herein defined as compounds that are being evaluated, either preclinically or clinically, as potential therapeutic agents (drugs).
- “Known drugs” or “known agents” refers to compounds that have been approved for therapeutic use as drugs in human beings or animals in the United States.
- By “high-throughput screening” is meant the rapid and efficient screening of large numbers of compounds for potential actions.
- “Living system” includes, but is not limited to, cells, cell lines, tissues, animal models of disease, guinea pigs, rabbits, dogs, cats, other pet animals, mice, rats, non-human primates, and humans.
- A “biological sample” encompasses any sample obtained from a cell, tissue, organism, or individual. The definition encompasses blood and other liquid samples of biological origin, that are accessible from an organism through sampling by invasive means (e.g., surgery, open biopsy, endoscopic biopsy, and other procedures involving non-negligible risk) or by minimally invasive or non-invasive approaches (e.g., urine collection, blood drawing, needle aspiration, and other procedures involving minimal risk, discomfort or effort). The definition also includes samples that have been manipulated in any way after their procurement, such as by treatment with reagents, solubilization, or enrichment for certain components, such as proteins or organic metabolites. The term “biological sample” also encompasses a clinical sample such as serum, plasma, other biological fluid, or tissue samples, and also includes cells in culture, cell supernatants and cell lysates.
- “Biological fluid” refers, but is not limited to, urine, blood, interstitial fluid, edema fluid, saliva, lacrimal fluid, inflammatory exudates, synovial fluid, abscess, empyema or other infected fluid, cerebrospinal fluid, sweat, pulmonary secretions (sputum), seminal fluid, feces, bile, intestinal secretions, or other biological fluid.
- “Exact mass” refers to mass calculated by summing the exact masses of all the isotopes in the formula of a molecule (e.g., 32.04847 for CH3NHD).
- “Nominal mass” refers to the integer mass obtained by rounding the exact mass of a molecule.
- “Mass isotopomer” refers to family of isotopic isomers that is grouped on the basis of nominal mass rather than isotopic composition. A mass isotopomer may comprise molecules of different isotopic compositions, unlike an isotopologue (e.g., CH3NHD, 13CH3NH2, CH3 15NH2 are part of the same mass isotopomer but are different isotopologues). In operational terms, a mass isotopomer is a family of isotopologues that are not resolved by a mass spectrometer. For quadrupole mass spectrometers, this typically means that mass isotopomers are families of isotopologues that share a nominal mass. Thus, the isotopologues CH3NH2 and CH3NHD differ in nominal mass and are distinguished as being different mass isotopomers, but the isotopologues CH3NHD, CH2DNH2, 13CH3NH2, and CH3 15NH2 are all of the same nominal mass and hence are the same mass isotopomers. Each mass isotopomer is therefore typically composed of more than one isotopologue and has more than one exact mass. The distinction between isotopologues and mass isotopomers is useful in practice because all individual isotopologues are not resolved using quadrupole mass spectrometers and may not be resolved even using mass spectrometers that produce higher mass resolution, so that calculations from mass spectrometric data must be performed on the abundances of mass isotopomers rather than isotopologues. The mass isotopomer lowest in mass is represented as M0; for most organic molecules, this is the species containing all 12C, 1H, 16O, 14N, etc. Other mass isotopomers are distinguished by their mass differences from M0 (M1, M2, etc.). For a given mass isotopomer, the location or position of isotopes within the molecule is not specified and may vary (i.e., “positional isotopomers” are not distinguished).
- “Mass isotopomer envelope” refers to the set of mass isotopomers comprising the family associated with each molecule or ion fragment monitored.
- “Isotopic content” refers to the content of isotopes in a molecule or population of molecules relative to the content in the molecule or population of molecules naturally (i.e., prior to administration or contacting of isotope labeled precursor subunits). The term “isotope enrichment” is used interchangeably with isotopic content herein.
- “Isotopic pattern” refers to the internal relationships of isotopic labels within a molecule or population of molecules, e.g., the relative proportions of molecular species with different isotopic content, the relative proportions of molecules with isotopic labels in different chemical loci within the molecular structure, or other aspects of the internal pattern rather than absolute content of isotopes in the molecule.
- “Mass isotopomer pattern” refers to a histogram of the abundances of the mass isotopomers of a molecule. Traditionally, the pattern is presented as percent relative abundances where all of the abundances are normalized to that of the most abundant mass isotopomer; the most abundant isotopomer is said to be 100%. The preferred form for applications involving probability analysis, such as mass isotopomer distribution analysis (MIDA), however, is proportion or fractional abundance, where the fraction that each species contributes to the total abundance is used. The term “isotope pattern” may be used synonomously with the term “mass isotopomer pattern.”
- “Monoisotopic mass” refers to the exact mass of the molecular species that contains all 1H, 12C, 14N, 16O, 32S, etc. For isotopologues composed of C, H, N, O, P, S, F, Cl, Br, and I, the isotopic composition of the isotopologue with the lowest mass is unique and unambiguous because the most abundant isotopes of these elements are also the lowest in mass. The monoisotopic mass is abbreviated as m0 and the masses of other mass isotopomers are identified by their mass differences from m0 (m1, m2, etc.).
- “Isotopically perturbed” refers to the state of an element or molecule that results from the explicit incorporation of an element or molecule with a distribution of isotopes that differs from the distribution that is most commonly found in nature, whether a naturally less abundant isotope is present in excess (enriched) or in deficit (depleted).
- By “molecule of interest” is meant any molecule (polymer and/or monomer), including but not limited to, amino acids, carbohydrates, fatty acids, peptides, sugars, lipids, nucleic acids, polynucleotides, glycosaminoglycans, polypeptides, or proteins that are present within a metabolic pathway within a living system.
- “Monomer” refers to a chemical unit that combines during the synthesis of a polymer and which is present two or more times in the polymer.
- “Polymer” refers to a molecule synthesized from and containing two or more repeats of a monomer.
- “Protein” refers to a polymer of amino acids. As used herein, a “protein” may refer to long amino acid polymers as well as short polymers such as peptides.
- By “amino acid” is meant any amphoteric organic acid containing the amino group (i.e., NH2). The term encompasses the twenty common (often referred in the art as “standard” or sometimes as “naturally occurring”) amino acids as well as the less common (often referred in the art as “nonstandard”) amino acids. Examples of the twenty common amino acids include the alpha-amino acids (or α-amino acids), which have the amino group in the alpha position, and generally have the formula RCH—(NH2)—COOH. The α-amino acids are the monomeric building blocks of proteins and can be obtained from proteins through hydrolysis. Examples of nonstandard amino acids include, but are not limited to raminobutyric acid, dopamine, histamine, thyroxine, citrulline, ornithine, homocysteine, and S-adenosylmethionine.
- “Lipid” refers to any of a heterogeneous group of fats and fatlike substances characterized by being water insoluble and being extractable by nonpolar (or organic) solvents such as alcohol, ether, chloroform, benzene, etc. All contain as a major constituent aliphatic hydrocarbons. The lipids, which are easily stored in the body, serve as a source of fuel, are an important constituent of cell structure, and serve other biological functions. Lipids include, but are not limited to fatty acids, neutral fats (e.g., triacylglycerols), waxes and steroids (e.g., cholesterol). Complex lipids comprise the glycolipids, lipoproteins and phospholipids.
- “Fatty acids” are carboxylic acids with long-chain hydrocarbon side groups. They are comprised of organic, monobasic acids, which are derived from hydrocarbons by the equivalent of oxidation of a methyl group to an alcohol, aldehyde, and then acid. Fatty acids can be either saturated or unsaturated.
- By “DNA” is meant a polymeric form of deoxyribonucleotides (adenine, guanine, thymine, or cytosine) in double-stranded or single-stranded form, either relaxed or supercoiled. This term refers only to the primary and secondary structure of the molecule, and does not limit it to any particular tertiary forms. Thus, this term includes single- and double-stranded DNA found, inter alia, in linear DNA molecules (e.g., restriction fragments), viruses, plasmids, and chromosomes. The term captures molecules that include the four bases adenine, guanine, thymine, or cytosine, as well as molecules that include base analogs which are known in the art.
- A “nucleic acid” sequence refers to a DNA or RNA sequence. The term captures sequences that include any of the known base analogues of DNA and RNA such as, but not limited to 4-acetylcytosine, 8-hydroxy-N6-methyladenosine, aziridinylcytosine, pseudoisocytosine, 5-(carboxyhydroxylmethyl) uracil, 5-fluorouracil, 5-bromouracil, 5-carboxymethylaminomethyl-2-thiouracil, 5-carboxymethyl-aminomethyluracil, dihydrouracil, inosine, N6-isopentenyladenine, 1-methyladenine, 1-methylpseudouracil, 1-methylguanine, 1-methylinosine, 2,2-dimethylguanine, 2-methyladenine, 2-methylguanine, 3-methylcytosine, 5-methylcytosine, N6-methyladenine, 7-methylguanine, 5-methylaminomethyluracil, 5-methoxyaminomethyl-2-thiouracil, beta-D-mannosylqueosine, 5-methoxycarbonylmethyluracil, 5-methoxyuracil, 2-methylthio-N6-isopentenyladenine, uracil-5-oxyacetic acid methylester, uracil-5-oxyacetic acid, oxybutoxosine, pseudouracil, queosine, 2-thiocytosine, 5-methyl-2-thiouracil, 2-thiouracil, 4-thiouracil, 5-methyluracil, N-uracil-5-oxyacetic acid methylester, uracil-5-oxyacetic acid, pseudouracil, queosine, 2-thiocytosine, and 2,6-diaminopurine.
- By “carbohydrate” is meant any compound of carbon, oxygen and hydrogen, of general formula Cx(H2O)y, including sugars (monosaccharides and disaccharides) and their derivatives, and polysaccharides such as starch and cellulose.
- By “sugar” is meant the common name for any sweet, crystalline, simple carbohydrate that is an aldehyde or ketone derivative of a polyhydric alcohol. Sugars are mainly disaccharides like sucrose and monosaccharides like fructose or glucose; all are soluble in dilute alcohol or water and are white in their pure form. The term encompasses monosaccharides, disaccharides, trisaccharides, heterosaccharides, or polysaccharides (which are comprised of monosaccharide residues). Monosaccharides include glucose (both D-glucose and L-glucose), mannose, fructose galactose and sugar derivatives including, but not limited to N-acetylmuramic acid, N-acetylneuraminic acid and other sialic acids, N-acetylmannosamine, glucuronic acid, glucosamine, etc. Polysaccharides include disaccharides such as sucrose, maltose and lactose and longer chain sugar molecules such as starch, glycogen, cellulose, chitin, etc. By the term “oligosaccharide” is meant a molecule comprised of a few covalently linked monosaccharide monomers.
- By “glycosaminoglycan” is meant a polymer comprised of a network of long, unbranched chains made up of repeating units of disaccharides that contain amino group sugars, at least one of which has a negatively charged side group (carboxylate or sulfate). Examples of glycosaminoglycans include, but are not limited to hyaluronate (D-glucuronic acid-N-acetyl-D-glucosamine: MW up to 10 million), chondroitin sulfate (D-glucuronic acid-N-acetyl-D-galactosamine-4 or 6-sulfate), dermatan sulfate (D-glucuronic acid or L-iduronic acid-N-acetyl-o-galactosamine), keratan sulfate (D-galactose-N-acetyl-D-glucosamine sulfate), and heparan sulfate (D-glucuronic acid or L-iduronic acid-N-acetyl-D-glucosamine). “Mucopolysaccharide” is a term that is synonymous with glycosaminoglycan.
- By “glycoprotein” is meant a protein or polypeptide that is covalently linked to one or more carbohydrate molecules. Glycoproteins include proteoglycans and many, if not most, of the important integral membrane proteins protruding through the exterior leaflet into the extracellular space, as well as many, if not most, of the secreted proteins.
- By “proteoglycan” is meant any of a diverse group of macromolecules comprising proteins and glycosaminoglycans. “Mucoprotein” is a term that is synonymous with proteoglycan.
- “Isotope labeled substrate” includes any isotope-labeled precursor molecule that is able to be incorporated into a molecule of interest in a living system. Examples of isotope labeled substrates include, but are not limited to, 2H2O, 3H2O, H2 18O, 2H-glucose, 2H-labeled amino acids, 3H-labeled amino acids, 2H-labeled organic molecules, 3H-labeled organic molecules, 13C-labeled organic molecules, 14C-labeled organic molecules, 13CO2, 14CO2, 15N-labeled organic molecules and 15NH3.
- “Labeled sugar” refers to a sugar incorporating one or more stable or radioactive isotopes. As used herein, the term “labeled sugar” is used interchangeably with “isotopically labeled sugar.”
- “Labeled fatty acid” refers to a fatty acid incorporating one or more stable or radioactive isotopes. As used herein, the term “labeled fatty acid” is used interchangeably with “isotopically labeled fatty acid.”
- “Labeled Water” or “heavy water” includes water labeled with one or more specific heavy isotopes of either hydrogen or oxygen. Specific examples of labeled water include, but are not limited to, 2H2O, 3H2O, and H2 18O. As used herein, the term “labeled water” is used interchangeably with “isotopically labeled water.”
- “Deuterated water” refers to water incorporating one or more 2H isotopes.
- “Labeled glucose” refers to glucose labeled with one or more stable or radioactive isotopes. Specific examples of labeled glucose or 2H-labeled glucose include, but are not limited to, [6,6-2H2]glucose, [1-2H1]glucose, and [1,2,3,4,5,6-2H7]glucose.
- “Administer[ed]” includes a living system exposed to a compound, combination of compounds, or mixture of compounds. Such exposure can be from, but is not limited to, topical application, oral ingestion, inhalation, subcutaneous injection, intraperitoneal injection, intravenous injection, and intraarterial injection, in animals or other higher organisms.
- By “secondary therapeutic action” is meant a biological response to a compound, combination of compounds, or mixture of compounds that was unanticipated or unexpected. Often, the biological response to a compound has been previously established or was explicitly predicted or can be reasonably predicted from empirical data or other sources of information, or was used as the basis to discover and/or develop the compound. In the context of the present invention, a secondary therapeutic action is one that was not explicitly established or predicted or cannot be clearly predicted from pre-existing empirical data or other sources of information. Such a secondary therapeutic action may constitute a “new use” or “new indication” of the compound when another therapeutic action has been previously detected or established.
- By “toxic effect” is meant an adverse response by a living system to a compound. In the context of the present invention, a toxic effect is one that is unanticipated or unexpected in response to a compound and that might affect the therapeutic use and/or potential use of the compound.
- An “individual” is a vertebrate, preferably a mammal, more preferably a human.
- By “mammal” is meant any member of the class Mammalia including, without limitation, humans and nonhuman primates such as chimpanzees and other apes and monkey species; farm animals such as cattle, sheep, pigs, goats and horses; domestic mammals such as dogs and cats; laboratory animals including rodents such as mice, rats and guinea pigs, and the like. The term does not denote a particular age or sex. Thus, adult and newborn subjects, as well as fetuses, whether male or female, are intended to be covered.
- “At least partially identified” in the context of drug discovery and development means at least one clinically relevant pharmacological characteristic of a compound has been identified using one or more of the methods of the present invention. This characteristic may be a desirable one, for example, increasing or decreasing molecular flux rates through a metabolic pathway that contributes to a disease process, altering signal transduction pathways or cell surface receptors that alter the activity of metabolic pathways relevant to a disease, inhibiting activation of an enzyme and the like. Alternatively, a pharmacological characteristic of a compound may be an undesirable one for example, the production of one or more toxic effects. There are a plethora of desirable and undesirable characteristics of compounds well known to those skilled in the art and each will be viewed in the context of the particular compound being developed and the targeted disease. Of course, a compound can be more than at least partially identified, for example, when several characteristics have been identified (desirable or undesirable or both) that are sufficient to support a particular milestone decision point along the drug development pathway. Such milestones include, but are not limited to, pre-clinical decisions for in vitro to in vivo transition, pre-IND filing go/no go decision, phase I to phase II transition, phase IIa to phase IIb transition, phase II to phase III transition, NDA filing, and FDA approval for marketing. Therefore, “at least partially” identified includes the identification of one or more pharmacological characteristics useful in evaluating a compound in the drug discovery/drug development process. A pharmacologist or physician or other researcher may evaluate all or a portion of the identified desirable and undesirable characteristics of a compound to establish its therapeutic index. This may be accomplished using procedures well known in the art.
- “Manufacturing compounds” in the context of the present invention includes any means, well known to those skilled in the art, employed for the making of a compound as a product. A product is not limited to a final approved therapeutic agent but may constitute a non-final compound in the DDDA process, e.g., a prodrug or chemical intermediary (i.e., a lead compound that has been out-licensed for further optimization), whose manufacture is in response to a commercial need. Manufacturing processes include, but are not limited to, medicinal chemical synthesis (i.e., synthetic organic chemistry), combinatorial chemistry, biotechnology methods such as hybridoma monoclonal antibody production, recombinant DNA technology, and other techniques well known to the skilled artisan, Such a product may be a final drug agent that is marketed for therapeutic use, a component of a combination product that is marketed for therapeutic use, or any intermediate product used in the development of the final drug agent product, whether as part of a combination product or a single product.
- The present invention is directed to methods of detecting actions, particularly unintended or unexpected actions, of compounds in living systems by measuring the molecular flux rates of one or more molecules in one or more metabolic pathways of interest within a living system. First, at least one isotope-labeled substrate molecule is administered to one or more cells, tissues or organisms for a period of time sufficient to be incorporated in vivo into one or more targeted molecules of interest within one or more targeted metabolic pathways. In one embodiment, the isotope-labeled substrate molecules are labeled with one or more stable isotopes (i.e., non-radioactive isotope). In another embodiment, the isotope-labeled substrate molecule is labeled with one or more radioactive isotopes. In yet another embodiment, both stable and radioactive isotopes are used to label one or more isotope-labeled substrate molecules.
- The targeted molecule of interest is obtained by biochemical isolation procedures from the one or more cells, tissues, or organisms, and is identified by mass spectrometry, liquid scintillation, or by other means known in the art. The relative and absolute abundances of the ions within the mass isotopomeric envelope corresponding to each identified molecule of interest (i.e., the isotopic content and/or pattern of the molecule or the rate of change of the isotopic content and/or pattern of the molecule) are quantified. In one embodiment, the relative and absolute abundances of the ions within the mass isotopomeric envelope corresponding to each identified molecule of interest are quantified by mass spectrometry. Molecular flux rates through the targeted metabolic pathways of interest are then calculated by use of equations known in the art and discussed, infra. Molecular flux rates through the targeted metabolic pathways of interest are compared in the presence or absence of exposure to one or more compounds, combinations of compounds, or mixtures of compounds, or in response to different levels of exposure to compounds, or in response to different levels of exposure to combinations of compounds or mixtures of compounds.
- As a first step in the methods of the invention, isotope-labeled precursors are administered.
- 1. Administering an Isotope-Labeled Precursor Molecule
- Modes of administering the one or more isotope-labeled substrates may vary, depending upon the absorptive properties of the isotope-labeled substrate and the specific biosynthetic pool into which each compound is targeted. Precursors may be administered to organisms, plants and animals including humans directly for in vivo analysis. In addition, precursors may be administered in vitro to living cells or ex vivo in tissues or organs. Specific types of living cells include hepatocytes, adipocytes, myocytes, fibroblasts, neurons, pancreatic β-cells, intestinal epithelial cells, leukocytes, lymphocytes, erythrocytes, microbial cells and any other cell-type that can be maintained alive and functional in vitro.
- Generally, an appropriate mode of administration is one that produces a steady state level of precursor within the biosynthetic pool and/or in a reservoir supplying such a pool for at least a transient period of time. Intravascular or oral routes of administration are commonly used to administer such precursors to organisms, including humans. Other routes of administration, such as subcutaneous or intra-muscular administration, optionally when used in conjunction with slow release precursor compositions, formulations, or techniques, are also appropriate. Compositions for injection are generally prepared in sterile pharmaceutical excipients.
- a. Labeled Precursor Molecules
- (1) Isotope Labels
- The first step in measuring molecular flux rates involves administering one or more isotope-labeled precursor molecules to one or more cells, tissues, or organisms. The isotope labeled precursor molecule may contain a stable isotope or a radioisotope. Isotope labels that can be used in accordance with the methods of the present invention include, but are not limited to, 2H, 13C, 15N, 18O, 3H, 14C, 35S, 32P, 125I, 131I, or other isotopes of elements present in organic systems. These isotopes, and others, are suitable for all classes of chemicals (i.e., precursor molecules) envisioned for use in the present invention. Such precursor molecules include, but are not limited to, amino acid precursors, protein precursors, lipid precursors, carbohydrate precursors, nucleic acid precursors, porphyrin precursors, glycosaminoglycan precursors, and proteoglycan precursors (see examples of each, infra).
- In one embodiment, the isotope label is 2H.
- (2) Precursor Molecules (Isotope-Labeled Substrates)
- The precursor molecule may be any molecule having an isotope label that is incorporated into a molecule of interest by passage through a metabolic pathway in vivo in a living system. Precursor molecules that may be used include, without limitation: H2O; CO2; NH3; acetyl CoA (to form cholesterol, fatty acids); ribonucleic acids (to form RNA); deoxyribonucleic acids (to form DNA); glucose (to form glycogen); amino acids (to form peptides/proteins); phosphoenol-pyruvate (to form glucose/UDP-glucose); and glycine/succinate (to form porphyrin derivatives). Isotope labels may be used to modify all precursor molecules disclosed herein to form isotope-labeled precursor molecules.
- The entire precursor molecule may be incorporated into one or more molecules of interest within a metabolic pathway. Alternatively, a portion of the precursor molecule may be incorporated into one or more molecules of interest.
- The individual being administered one or more isotope labeled substrates (i.e., one or more precursor molecules) may be a mammal. In one variation, the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig. The mammal may be wild-type. In another embodiment, the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal. In one embodiment, the mammal may be healthy. In another embodiment, the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- In still another embodiment, the mammal may be a human.
- i. Protein Precursors
- A protein precursor molecule may be any protein precursor molecule known in the art. These precursor molecules may be amino acids, CO2, NH3, glucose, lactate, H2O, acetate, and fatty acids.
- The isotope label may include specific heavy isotopes of elements present in biomolecules, such as 2H, 13C, 15N, 18O, 33S, 34S, or may contain other isotopes of elements present in biomolecules such as 3H, 14C, 35S, 125I, or 131I.
- Precursor molecules of proteins may include one or more amino acids. The precursor may be any amino acid. The precursor molecule may be a singly or multiply deuterated amino acid. The precursor molecule may be one or more of 13C-lysine, 15N-histidine, 13C-serine, 13C-glycine, 2H-leucine, 15N-glycine, 13C-leucine, 2H5-histidine, and any deuterated amino acid. By way of example, isotope labeled protein precursors include, but are not limited to 2H2O, H2 18O, 15NH3, 13CO2, H13CO3, 2H-labeled amino acids, 13C labeled amino acids, 15N labeled amino acids, 18O labeled amino acids, 33S or 34S labeled amino acids, 3H2O, 3H-labeled amino acids, and 14C labeled amino acids. Labeled amino acids may be administered, for example, undiluted or diluted with non-labeled amino acids. All isotope labeled precursors may be purchased commercially, for example, from Cambridge Isotope Labs (Andover, Mass.).
- Protein precursor molecules may also include any precursor for post-translational or pre-transiationally modified amino acids. These precursors include but are not limited to precursors of methylation such as glycine, serine or H2O; precursors of hydroxylation, such as H2O or O2; precursors of phosphorylation, such as phosphate, H2O or O2; precursors of prenylation, such as fatty acids, acetate, H2O, ethanol, ketone bodies, glucose, or fructose; precursors of carboxylation, such as CO2, O2, H2O, or glucose; precursors of acetylation, such as acetate, ethanol, glucose, fructose, lactate, alanine, H2O, CO2, or O2; and other pre or post-translational modifications known in the art.
- The degree of labeling present in free amino acids may be determined experimentally, or may be assumed based on the number of labeling sites in an amino acid. For example, when using hydrogen isotopes as a label, the labeling present in C—H bonds of free amino acid or, more specifically, in tRNA-amino acids, during exposure to 2H2O in body water may be identified. The total number of C—H bonds in each non essential amino acid is known—e.g., 4 in alanine, 2 in glycine, etc.
- The precursor molecule for proteins may be water. The hydrogen atoms on C—H bonds are the hydrogen atoms on amino acids that are useful for measuring protein synthesis from 2H2O since the O—H and N—H bonds of proteins are labile in aqueous solution. As such, the exchange of 2H-label from 2H2O into O—H or N—H bonds occurs without the synthesis of proteins from free amino acids as described above. C—H bonds undergo incorporation from H2O into free amino acids during specific enzyme-catalyzed intermediary metabolic reactions. The presence of 2H-label in C—H bonds of protein-bound amino acids after 2H2O administration therefore means that the protein was assembled from amino acids that were in the free form during the period of 2H2O exposure—i.e., that the protein is newly synthesized. Analytically, the amino acid derivative used must contain all the C—H bonds but must remove all potentially contaminating N—H and O—H bonds.
- Hydrogen atoms from body water may be incorporated into free amino acids. 2H or 3H from labeled water (i.e., 2H2O or 3H2O) can enter into free amino acids in the cell through the reactions of intermediary metabolism, but 2H or 3H cannot enter into amino acids that are present in peptide bonds or that are bound to transfer RNA. Free essential amino acids may incorporate a single hydrogen atom from body water into the α-carbon C—H bond, through rapidly reversible transamination reactions. Free non-essential amino acids contain a larger number of metabolically exchangeable C—H bonds, of course, and are therefore expected to exhibit higher isotopic enrichment values per molecule from 2H2O or 3H2O in newly synthesized proteins.
- One of skill in the art will recognize that labeled hydrogen atoms from body water may be incorporated into other amino acids via other biochemical pathways. For example, it is known in the art that hydrogen atoms from water may be incorporated into glutamate via synthesis of the precursor α-ketogiutarate in the citric acid cycle. Glutamate, in turn, is known to be the biochemical precursor for glutamine, proline, and arginine. By way of another example, hydrogen atoms from body water may be incorporated into post-translationally modified amino acids, such as the methyl group in 3-methyl-histidine, the hydroxyl group in hydroxyproline or hydroxylysine, and others. Other amino acid synthesis pathways are known to those of skill in the art.
- Oxygen atoms (H2 18O) may also be incorporated into amino acids through enzyme-catalyzed reactions. For example, oxygen exchange into the carboxylic acid moiety of amino acids may occur during enzyme catalyzed reactions. Incorporation of labeled oxygen into amino acids is known to one of skill in the art. Oxygen atoms may also be incorporated into amino acids from 18O2 through enzyme catalyzed reactions (including hydroxyproline, hydroxylysine or other post-translationally modified amino acids).
- Hydrogen and oxygen labels from labeled water may also be incorporated into amino acids through post-translational modifications. In one embodiment, the post-translational modification may already include labeled hydrogen or oxygen through biosynthetic pathways prior to post-translational modification. In another embodiment, the post-translational modification may incorporate labeled hydrogen, oxygen, carbon, or nitrogen from metabolic derivatives involved in the free exchange labeled hydrogens from body water, either before or after a post-translational modification step (e.g., methylation, hydroxylation, phosphorylation, prenylation, sulfation, carboxylation, acetylation or other known post-translational modifications).
- Protein precursors that are suitable for administration into a subject include, but are not limited to H2O, CO2, NH3 and HCO3, in addition to the standard amino acids found in proteins.
- The individual being administered protein precursors may be a mammal. In one variation, the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig. The mammal may be wild-type. In another embodiment, the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal. In one embodiment, the mammal may be healthy. In another embodiment, the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- In still another embodiment, the mammal may be a human.
- ii. Precursors of Organic Metabolites
- Precursors of organic metabolites may be any precursor molecule capable of entering into the organic metabolite pathway. Organic metabolites and organic metabolite precursors include, but are not limited to, H2O, CO2, NH3, HCO3, amino acids, monosaccharides, carbohydrates, lipids, fatty acids, nucleic acids, glycolytic intermediates, acetic acid, and tricarboxylic acid cycle intermediates.
- Isotope labeled organic metabolite precursors include, but are not limited to, 2H2O, 15NH3, 13CO2, H13CO3, 2H-labeled amino acids, 13C-labeled amino acids, 15N-labeled amino acids, H2 18O, 18O-labeled amino acids, 33S or 34S-labeled amino acids, 3H2O, 3H-labeled amino acids, 14C-labeled amino acids, 14CO2, and H14CO2.
- Organic metabolite precursors may also be administered directly. Mass isotopes that may be useful in mass isotope labeling of organic metabolite precursors include, but are not limited to, 2H, 3H, 13C, 14C, 15N, 18O, 33S, 34S, 35S, 32P, 125I, 131I, or other isotopes of elements present in organic systems. It is often desirable, in order to avoid metabolic loss of isotope labels, that the isotope-labeled atom(s) be relatively non-labile or at least behave in a predictable manner within the subject. By administering the isotope-labeled precursors to the biosynthetic pool, the isotope-labeled precursors can become directly incorporated into organic metabolites formed in the pool.
- The individual being administered organic metabolite precursors may be a mammal. In one variation, the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig. The mammal may be wild-type. In another embodiment, the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal. In one embodiment, the mammal may be healthy. In another embodiment, the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- In still another embodiment, the mammal may be a human.
- iii. Precursors of Nucleic Acids
- Precursors of nucleic acids (i.e., RNA, DNA) are any substrates suitable for incorporation into RNA and/or DNA synthetic pathways. Examples of substrates useful in labeling the deoxyribose ring of DNA include, but are not limited to, [6,6-2H2]glucose, [U-13C6] glucose and [2-13C1] glycerol (see U.S. Pat. No. 6,461,806, herein incorporated by reference). Labeling of the deoxyribose is superior to labeling of the information-carrying nitrogen bases in DNA because it avoids variable dilution sources. The stable isotope labels are readily detectable by mass spectrometric techniques.
- In one embodiment, a stable isotope label is used to label the deoxyribose ring of DNA from glucose, precursors of glucose-6-phosphate or precursors of ribose-5-phosphate. In embodiments where glucose is used as the starting material, suitable labels include, but are not limited to, deuterium-labeled glucose such as [6,6-2H2] glucose, [1-2H1] glucose, [3-2H1] glucose, [2H7] glucose, and the like; 13C-1 labeled glucose such as [1-13C1] glucose, [U-13C6] glucose and the like; and 18O-labeled glucose such as [1-18O2] glucose and the like.
- In embodiments where a glucose-5-phosphate precursor or a ribose-5-phosphate precursor is desired, a gluconeogenic precursor or a metabolite capable of being converted to glucose-5-phosphate or ribose-5-phosphate can be used. Gluconeogenic precursors include, but are not limited to, 13C-labeled glycerol such as [2-13C1] glycerol and the like, a 13C-labeled amino acid, deuterated water (2H2O) and 13C-labeled lactate, alanine, pyruvate, propionate or other non-amino acid precursors for gluconeogenesis. Metabolites which are converted to glucose-5-phosphate or ribose-5-phosphate include, but are not limited to, labeled (2H or 13C) hexoses such as [1-2H1] galactose, [U-13C] fructose and the like; labeled (2H or 13C) pentoses such as [1-13C1] ribose, [1-2H1] xylitol and the like, labeled (2H or 13C) pentose phosphate pathway metabolites such as [1-2H1] seduheptalose and the like, and labeled (2H or 13C) amino sugars such as [U-13C] glucosamine, [1-2H1] N-acetyl-glucosamine and the like.
- The present invention also encompasses stable isotope labels which label purine and pyrimidine bases of DNA through the de novo nucleotide synthesis pathway. Various building blocks for endogenous purine synthesis can be used to label purines and they include, but are not limited to, 15N-labeled amino acids such as [15N] glycine, [15N] glutamine, [15N] aspartate and the like, 13C-labeled precursors such as [1-13C1] glycone, [3-13C1]acetate, [13C]HCO3, [13C] methionine and the like, and H-labeled precursors such as 2H2O. Various building blocks for endogenous pyrimidine synthesis can be used to label pyrimidines and they include, but are not limited to, 15N-labeled amino acids such as [15N] glutamine and the like, 13C-labeled precursors such as [13C]HCO3, [U-13C4] aspartate and the like, and 2H-labeled precursors (e.g., 2H2O).
- It is understood by those skilled in the art that in addition to the list above, other stable isotope labels which are substrates or precursors for any pathways which result in endogenous labeling of DNA are also encompassed within the scope of the invention. The labels suitable for use in the present invention are generally commercially available or can be synthesized by methods well known in the art.
- The individual being administered nucleic acid precursors may be a mammal. In one variation, the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig. The mammal may be wild-type. In another embodiment, the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal. In one embodiment, the mammal may be healthy. In another embodiment, the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art. In still another embodiment, the mammal may be a human.
- iv. Water as a Precursor Molecule
- Water is a precursor of proteins and many organic metabolites. As such, labeled water may serve as a precursor in the methods taught herein.
- H2O availability is probably never limiting for biosynthetic reactions in a cell (because H2O represents close to 70% of the content of cells, or a 35 Molar concentration), but hydrogen and oxygen atoms from H2O contribute stoichiometrically to many reactions involved in biosynthetic pathways: e.g.: R—CO—CH2—COOH+NADPH+H2O→R—CH2CH2COOH (fatty acid synthesis).
- As a consequence, isotope labels provided in the form of H- or O-isotope-labeled water is incorporated into biological molecules as part of synthetic pathways. Hydrogen incorporation can occur in two ways: into labile positions in a molecule (i.e., rapidly exchangeable, not requiring enzyme-catalyzed reactions) or into stable positions (i.e., not rapidly exchangeable, requiring enzyme catalysis). Oxygen incorporation occurs in stable positions.
- Some of the hydrogen-incorporating steps from cellular water into C—H bonds in biological molecules only occur during well-defined enzyme-catalyzed steps in the biosynthetic reaction sequence, and are not labile (i.e., exchangeable with solvent water in the tissue) once present in the mature end-product molecules. For example, the C—H bonds on glucose are not exchangeable in solution. In contrast, each of the following C—H positions exchanges with body water during reversal of specific enzymatic reactions: C-1 and C-6, in the oxaloacetate/succinate sequence in the Krebs' cycle and in the lactate/pyruvate reaction; C-2, in the glucose-6-phosphate/fructose-6-phosphate reaction; C-3 and C-4, in the glyceraldehyde-3-phosphate/dihydroxyacetone-phosphate reaction; C-5, in the 3-phosphoglycerate/glyceraldehyde-3-phosphate and glucose-6-phosphate/fructose-6-phosphate reactions.
- Labeled hydrogen or oxygen atoms from water that are covalently incorporated into specific non-labile positions of a molecule thereby reveals the molecule's “biosynthetic history”—i.e., label incorporation signifies that the molecule was synthesized during the period that isotope-labeled water was present in cellular water.
- Conversely, labile hydrogens (non-covalently associated or present in exchangeable covalent bonds) in these biological molecules do not reveal the molecule's biosynthetic history. Labile hydrogen atoms can be easily removed by incubation with unlabelled water (H2O) (i.e., by reversal of the same non-enzymatic exchange reactions through which 2H or 3H was incorporated in the first place), as the following reaction demonstrates:
- As a consequence, a potentially contaminating hydrogen label that does not reflect biosynthetic history, but is incorporated via non-synthetic exchange reactions, can be easily removed in practice by incubation with natural abundance H2O.
- Analytic methods are available for measuring quantitatively the incorporation of labeled hydrogen atoms into biological molecules (e.g., liquid scintillation counting for 3H; mass spectrometry or NMR spectroscopy for 2H and 18O). For further discussions on the theory of isotope-labeled water incorporation, see, for example, Jungas R L. Biochemistry. 1968 7:3708-17, incorporated herein by reference.
- Labeled water may be readily obtained commercially. For example, 2H2O may be purchased from Cambridge Isotope Labs (Andover, Mass.), and 3H2O may be purchased, e.g., from New England Nuclear, Inc. In general, 2H2O is non-radioactive and thus, presents fewer toxicity concerns than radioactive 3H2O. 2H2O may be administered, for example, as a percent of total body water, e.g., 1% of total body water consumed (e.g., for 3 liters water consumed per day, 30 microliters 2H2O is consumed). If 3H2O is utilized, then a non-toxic amount, which is readily determined by those of skill in the art, is administered.
- Relatively high body water enrichments of 2H2O (e.g., 1-10% of the total body water is labeled) may be achieved relatively inexpensively using the techniques of the invention. This water enrichment is relatively constant and stable as these levels are maintained for weeks or months in humans and in experimental animals without any evidence of toxicity. This finding in a large number of human subjects (>100 people) is contrary to previous concerns about vestibular toxicities at high doses of 2H2O. The Applicant has discovered that as long as rapid changes in body water enrichment are prevented (e.g., by initial administration in small, divided doses), high body water enrichments of 2H2O can be maintained with no toxicities. For example, the low cost of commercially available 2H2O allows long-term maintenance of enrichments in the 1-5% range at relatively low expense (e.g., calculations reveal a lower cost for 2 months labeling at 2% 2H2O enrichment, and thus 7-8% enrichment in the alanine precursor pool, than for 12 hours labeling of 2H-leucine at 10% free leucine enrichment, and thus 7-8% enrichment in leucine precursor pool for that period).
- Relatively high and relatively constant body water enrichments for administration of H2 18O may also be accomplished, since the 18O isotope is not toxic, and does not present a significant health risk as a result.
- Isotope-labeled water may be administered via continuous isotope-labeled water administration, discontinuous isotope-labeled water administration, or after single or multiple administration of isotope-labeled water administration. In continuous isotope-labeled water administration, isotope-labeled water is administered to an individual for a period of time sufficient to maintain relatively constant water enrichments over time in the individual. For continuous methods, labeled water is optimally administered for a period of sufficient duration to achieve a steady state concentration (e.g., 3-8 weeks in humans, 1-2 weeks in rodents).
- In discontinuous isotope-labeled water administration, an amount of isotope-labeled water is measured and then administered, one or more times, and then the exposure to isotope-labeled water is discontinued and wash-out of isotope-labeled water from body water pool is allowed to occur. The time course of delabeling may then be monitored. Water is optimally administered for a period of sufficient duration to achieve detectable levels in biological molecules.
- Isotope-labeled water may be administered to an individual or tissue in various ways that are well known in the art. For example, isotope-labeled water may be administered orally, parenterally, subcutaneously, intravascularly (e.g., intravenously, intraarterially), or intraperitoneally. Several commercial sources of 2H2O and H2 18O are available, including Isotec, Inc. (Miamisburg Ohio, and Cambridge Isotopes, Inc. (Andover, Mass.). The isotopic content of isotope labeled water that is administered can range from about 0.001% to about 20% and depends upon the analytic sensitivity of the instrument used to measure the isotopic content of the biological molecules. For oral administration, 4% 2H2O in drinking water is administered. For human administration, 50 mL H2O2 is administered.
- The individual being administered labeled water may be a mammal. In one variation, the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig. The mammal may be wild-type. In another embodiment, the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal. In one embodiment, the mammal may be healthy. In another embodiment, the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- In still another embodiment, the mammal may be a human.
- v. Precursors of Carbohydrates
- Compositions comprising carbohydrates may include monosaccharides, polysaccharides, or other compounds attached to monosaccharides or polysaccharides.
- Isotope labels may be incorporated into carbohydrates or carbohydrate derivatives by biochemical pathways known in the art. These include monosaccharides (including, but not limited to, glucose and galactose), amino sugars (such as N-Acetyl-Galactosamine), polysaccharides (such as glycogen), glycoproteins (such as sialic acid) glycolipids (such as galactocerebrosides), and glycosaminoglycans (such as hyaluronic acid, chondroitin-sulfate, and heparan-sulfate).
- 2H-labeled sugars may be administered to an individual as monosaccharides or as polymers comprising monosaccharide residues. Labeled monosaccharides may be readily obtained commercially (e.g., Cambridge Isotopes, Mass.).
- Relatively low quantities of compounds comprising 2H-labeled sugars need be administered. Quantities may be on the order of milligrams, 101 mg, 102 mg, 103 mg, 104 mg, 105 mg, or 106 mg. 2H-labeled sugar enrichment may be maintained for weeks or months in humans and in animals without any evidence of toxicity. The low cost of commercially available labeled monosaccharides, and low quantity that need to be administered, allow maintenance of enrichments at low expense.
- In one embodiment, the labeled sugar is glucose. Glucose is metabolized by glycolysis and the citric acid cycle. Glycolysis releases most of the H-atoms from the C—H bonds of glucose; oxidation via the citric acid cycle ensures that all H-atoms are released to H2O. The loss of 3H- or 2H-label by glucose has been used to assess glycolysis, an intracellular metabolic pathway for glucose. Some investigators have used release of 3H from intravenously administered 3H-glucose into 3H2O as a measure of glycolysis. Release of 2H-glucose into 2H2O has not been described previously, ostensibly because of the expectation that the body water pool is too large relative to 2H administration in labeled glucose to achieve measurable 2H2O levels. The Applicant has discovered otherwise, demonstrating that the release of 2H-glucose into 2H2O can be measured (see U.S. patent application Ser. No. 10/701,990, herein incorporated by reference). In a further variation, the labeled glucose may be [6,6-2H2]glucose, [1-2H1]glucose, and [1,2,3,4,5,6-2H7]glucose.
- In another variation, labeled sugar comprises fructose or galactose. Fructose enters glycolysis via the fructose 1-phosphate pathway, and secondarily through phosphorylation to fructose 6-phosphate by hexokinase. Galactose enters glycolysis via the galactose to glucose interconversion pathway.
- Any other sugar is envisioned by the present invention. Contemplated monosaccharides, include, but are not limited to, trioses, pentoses, hexose, and higher order monosaccharides. Monosaccharides further include, but are not limited to, aldoses and ketoses.
- In another variation, compounds comprising polysaccharides may be administered. The polymers may comprise polysaccharides. For example, labeled glycogen, a polysaccharide, comprises glucose residues. In another variation, labeled polysaccharides may be introduced. As further variation, labeled sugar monomers may be administered as a component of sucrose (glucose α-(1, 2)-fructose), lactose (galactose β-(1, 4)-glucose), maltose (glucose α-(1, 4)-glucose), starch (glucose polymer), or other polymers.
- In another variation, the labeled sugar may be administered orally, by gavage, intraperitoneally, intravascularly (e.g., intravenously, intraarterially), subcutaneously, or other bodily routes. In particular, the sugars may be administered to an individual orally, optionally as part of a food or drink.
- The individual being administered carbohydrate precursors may be a mammal. In one variation, the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig. The mammal may be wild-type. In another embodiment, the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal. In one embodiment, the mammal may be healthy. In another embodiment, the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- In still another embodiment, the mammal may be a human.
- vi. Precursors of Lipids and Other Fats
- Labeled precursors of lipids may include any precursor in lipid biosynthesis. The precursor molecules of lipids may be CO2, NH3, glucose, lactate, H2O, acetate, and fatty acids. The precursor may also include labeled water, e.g., 2H2O, which is a precursor for fatty acids, glycerol moiety of acyl-glycerols, cholesterol and its derivatives; 13C or 2H-labeled fatty acids, which are precursors for triglycerides, phospholipids, cholesterol ester, coamides and other lipids; 13C- or 2H-acetate, which is a precursor for fatty acids and cholesterol; 18O2 (e.g., g from H2 18O), which is a precursor for fatty acids, cholesterol, acyl-glycerides, and certain oxidatively modified fatty acids (such as peroxides) by either enzymatically catalyzed reactions or by non-enzymatic oxidative damage (e.g., to fatty acids); 13C- or 2H-glycerol, which is a precursor for acyl-glycerides; 13C- or 2H-labeled acetate, ethanol, ketone bodies or fatty acids, which are precursors for endogenously synthesized fatty acids, cholesterol and acylglycerides; and 2H or 13C-labeled cholesterol or its derivatives (including bile acids and steroid hormones). All isotope labeled precursors may be purchased commercially, for example, from Cambridge Isotope Labs (Andover, Mass.).
- Complex lipids, such as glycolipids and cerebrosides, can also be labeled from precursors, including 2H2O, which is a precursor for the sugar-moiety of cerebrosides (including, but not limited to, N-acetylgalactosamine, N-acetylglucosamine-sulfate, glucuronic acid, and glucuronic acid-sulfate), the fatty acyl-moiety of cerebrosides and the sphingosine moiety of cerebrosides; 2H- or 13C-labeled fatty acids, which are precursors for the fatty acyl moiety of cerebrosides, glycolipids and other derivatives.
- The precursor molecule may be or include components of lipids.
- In one embodiment, 2H-labeled fatty acids may be administered to an individual as fats or other substrates containing the labeled fatty acids. 2H-labeled fatty acids may be readily obtained commercially. Relatively low quantities of labeled fatty acids need be administered. Quantities may be on the order of milligrams, 101 mg, 102 mg, 103 mg, 104 mg, 105 mg, or 106 mg. Fatty acid enrichment, particularly with 2H, may be maintained for weeks or months in humans and in animals without any evidence of toxicity. The low cost of commercially available labeled fatty acids, and low quantity that need to be administered, allow maintenance of enrichments at low expense.
- The release of labeled fatty acids, particularly 2H-fatty acid, to labeled water, particularly 2H2O, accurately reflects fat oxidation. Administration of modest amounts of labeled-fatty acid is sufficient to measure release of labeled hydrogen or oxygen to water. In particular, administration of modest amounts of 2H-fatty acid is sufficient to measure release of 2H to deuterated water.
- In another variation, the labeled fatty acids may be administered orally, by gavage, intraperitoneally, intravascularly (e.g., intravenously, intraarterially), subcutaneously, or other bodily routes. In particular, the labeled fatty acids may be administered to an individual orally, optionally as part of a food or drink.
- The individual being administered lipid precursors may be a mammal. In one variation, the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig. The mammal may be wild-type. In another embodiment, the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal. In one embodiment, the mammal may be healthy. In another embodiment, the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- In still another embodiment, the mammal may be a human.
- vii. Precursors of Glycosaminoglycans and Proteoglycans
- Glycosaminoglycans and proteoglycans are a complex class of biomolecules that play important roles in the extracellular space (e.g., cartilage, ground substance, and synovial joint fluid). Molecules in these classes include, for example, the large polymers built from glycosaminoglycan disaccharides, such as hyaluronan, which is a polymer composed of up to 50,000 repeating units of hyaluronic acid (HA) disaccharide, a dimer that contains N-acetyl-glucosamine linked to glucuronic acid; chondroitin-sulfate (CS) polymers, which are built from repeating units of CS disaccharide, a dimer that contains N-acetyl-galactosamine-sulfate linked to glucuronic acid, heparan-sulfate polymers, which are built from repeating units of heparan-sulfate, a dimer of N-acetyl (or N-sulfo)-glucosamine-sulfate linked to glucuronic acid; and keratan-sulfate polymers, which are built from repeating units of keratan-sulfate disaccharide, a dimer that contains N acetylglucosamine-sulfate liked to galactose. Proteoglycans contain additional proteins that are bound to a central hyaluronan polymer and other glycosaminoglycans, such as CS, that branch off of the central hyaluronan chain.
- Labeled precursors of glycosaminoglycans and proteoglycans include, but are not limited to, 2H2O (incorporated into the sugar moieties, including N-acetylglucosamine, N-acetylgalactosamine, glucuronic acid, the various sulfates of N-acetylglucosamine and N-acetylgalactosamine, galactose, iduronic acid, and others), 13C- or 2H-glucose (incorporated into said sugar moieties), 2H- or 13C-fructose (incorporated into said sugar moieties), 2H- or 13C-galactose (incorporated into said sugar moieties), 15N-glycine, other 15N-labeled amino acids, or 15N-urea (incorporated into the nitrogen-moiety of said amino sugars, such as IV-acetylglycosamine, N-acetyl-galactosamine, etc.); 13C- or 2H-fatty acids, 13C- or 2H-ketone bodies, 13C-glucose, 13C-fructose, 18O2 (e.g., administered as H2 18O), 13C- or 2H-acetate (incorporated into the acetyl moiety of N-acetyl-sugars, such as N-acetyl-glucosamine or N-acetyl-galactosamine), and 18O or 35S-labeled sulfate (incorporated into the sulfate moiety of chondroitin-sulfate, heparan-sulfate, keratan-sulfate, and other sulfate moieties). All isotope labeled precursors may be purchased commercially, for example, from Cambridge Isotope Labs (Andover, Mass.),
- The labeled glycosaminoglycan or proteoglycan precursors may be administered orally, by gavage, intraperitoneally, intravascularly (e.g., intravenously, intraarterially), subcutaneously, or other bodily routes. In particular, the labeled glycosaminoglycan or proteoglycan precursors may be administered to an individual orally, optionally as part of a food or drink.
- The individual being administered glycosaminoglycan or proteoglycan precursors may be a mammal. In one variation, the mammal may be a rodent (rat or mouse), primate, hamster, guinea pig, dog, or pig. The mammal may be wild-type. In another embodiment, the mammal may be an engineered animal including, but not limited to, a transgenic animal, a gene knock-out animal, or a gene knock-in animal. In one embodiment, the mammal may be healthy. In another embodiment, the mammal may have a disease or medical condition. Mammals having a disease or having a medical condition may have a congenital disease or medical condition or an acquired disease or medical condition. Examples of mammals having either a congenital disease or medical condition or an acquired disease or medical condition are well known to those of skill in the art.
- In still another embodiment, the mammal may be a human.
- In practicing the methods of the invention, in one aspect, targeted molecules of interest are obtained from one or more cells, tissues, or organisms according to methods known in the art. The methods may be specific to a particular molecule of interest. Molecules of interest may be isolated from one or more biological samples.
- A plurality of molecules of interest may be acquired from the one or more cells, tissues, or organisms. The one or more biological samples may be obtained, for example, by blood draw, urine collection, biopsy, or other methods known in the art. The one or more biological samples may be one or more biological fluids. The one or more molecules of interest also may be obtained from specific organs or tissues, such as muscle, liver, adrenal tissue, prostate tissue, endometrial tissue, blood, skin, and breast tissue. Molecules of interest may be obtained from a specific group of cells, such as tumor cells or fibroblast cells. Molecules of interest also may be obtained, and optionally partially purified or isolated, from the one or more biological samples using standard biochemical methods known in the art.
- The frequency of biological sampling can vary depending on different factors. Such factors include, but are not limited to, the nature of the molecules of interest, ease and safety of sampling, synthesis and breakdown/removal rates of the molecules of interest, and the half-life of an administered compound.
- The molecules of interest may also be purified partially, or optionally, isolated, by any purification method known in the art including, but not limited to, high pressure liquid chromatography (HPLC), fast performance liquid chromatography (FPLC), chemical extraction, thin layer chromatography, gas chromatography, gel electrophoresis, and/or other separation methods known to those skilled in the art.
- In another embodiment, the molecules of interest may be hydrolyzed or otherwise degraded to form smaller molecules. Hydrolysis methods include any method known in the art, including, but not limited to, chemical hydrolysis (such as acid hydrolysis) and biochemical hydrolysis (such as peptidase degradation). Hydrolysis or degradation may be conducted either before or after purification and/or isolation of the one or more molecules of interest. The one or more molecules of interest also may be partially purified, or optionally, isolated, by purification methods including, but not limited to, high performance liquid chromatography (HPLC), fast performance liquid chromatography (FPLC), gas chromatography, gel electrophoresis, and/or any other methods of separating chemical and/or biochemical compounds known to those skilled in the art.
- Conventional technologies (static methods) used to identify biological actions of compounds measure only composition, structure, or concentrations of molecules in a cell and do so at one point in time. In contrast, the methods of the present invention allow for the measurement of molecular flux rates of one or more molecules of interest in intact metabolic pathways as described, infra.
- 1. Mass Spectrometry
- Isotopic enrichment in one or more molecules of interest can be determined by various methods such as mass spectrometry, including but not limited to gas chromatography-mass spectrometry (GC-MS), isotope-ratio mass spectrometry, GC-isotope ratio-combustion-MS, GC-isotope ratio-pyrrolysis-MS, liquid chromatography-MS, electrospray ionization-MS, matrix assisted laser desorption-time of flight-MS, Fourier-transform-ion-cyclotron-resonance-MS, and cycloidal-MS.
- Mass spectrometers convert molecules into rapidly moving gaseous ions and separate them on the basis of their mass-to-charge ratios. The distributions of isotopes or isotopologues of ions, or ion fragments, may thus be used to measure the isotopic enrichment in a plurality of molecules.
- Generally, mass spectrometers include an ionization means and a mass analyzer. A number of different types of mass analyzers are known in the art. These include, but are not limited to, magnetic sector analyzers, electrospray ionization, quadrupoles, ion traps, time of flight mass analyzers, and Fourier transform analyzers.
- Mass spectrometers may also include a number of different ionization methods. These include, but are not limited to, gas phase ionization sources such as electron impact, chemical ionization, and field ionization, as well as desorption sources, such as field desorption, fast atom bombardment, matrix assisted laser desorption/ionization, and surface enhanced laser desorption/ionization.
- In addition, two or more mass analyzers may be coupled (MS/MS) first to separate precursor ions, then to separate and measure gas phase fragment ions. These instruments generate an initial series of ionic fragments of a molecule, and then generate secondary fragments of the initial ions.
- Different ionization methods are known in the art. One key advance has been the development of techniques for ionization of large, non-volatile macromolecules such as proteins and polynucleotides. Techniques of this type have included electrospray ionization (ESI) and matrix assisted laser desorption (MALDI). These have allowed MS to be applied in combination with powerful sample separation introduction techniques, such as liquid chromatography and capillary zone electrophoresis.
- In addition, mass spectrometers may be coupled to separation means such as gas chromatography (GC) and high performance liquid chromatography (HPLC). In gas-chromatography mass-spectrometry (GC/MS), capillary columns from a gas chromatograph are coupled directly to the mass spectrometer, optionally using a jet separator. In such an application, the gas chromatography (GC) column separates sample components from the sample gas mixture and the separated components are ionized and chemically analyzed in the mass spectrometer.
- When GC/MS (or other mass spectrometric modalities that analyze ions of molecules, rather than small inorganic gases) is used to measure mass isotopomer abundances of molecules, hydrogen-labeled isotope incorporation from isotope-labeled water is amplified 3 to 7-fold, depending on the number of hydrogen atoms incorporated into the molecule from isotope-labeled water in vivo.
- In general, in order to determine a baseline mass isotopomer frequency distribution for the molecule of interest, such a sample is taken before infusion of an isotopically-labeled precursor. Such a measurement is one means of establishing in the cell, tissue or organism, the naturally occurring frequency of mass isotopomers of the molecule of interest. When a cell, tissue or organism is part of a population of subjects having similar environmental histories, a population isotopomer frequency distribution may be used for such a background measurement. Additionally, such a baseline isotopomer frequency distribution may be estimated, using known average natural abundances of isotopes. For example, in nature, the natural abundance of 13C present in organic carbon in 1.11%. Methods of determining such isotopomer frequency distributions are discussed below. Typically, samples of the molecule of interest are taken prior to and following administration of an isotopically labeled precursor to the subject and analyzed for isotopomer frequency as described below.
- a. Measuring Relative and Absolute Mass Isotopomer Abundances
- Measured mass spectral peak heights, or alternatively, the areas under the peaks, may be expressed as ratios toward the parent (zero mass isotope) isotopomer. It is appreciated that any calculation means which provide relative and absolute values for the abundances of isotopomers in a sample may be used in describing such data, for the purposes of the present invention.
- 2. Calculating Labeled: Unlabeled Proportion of Molecules of Interest
- The proportion of labeled and unlabeled molecules of interest is then calculated. The practitioner first determines measured excess molar ratios for isolated isotopomer species of a molecule. The practitioner then compares measured internal pattern of excess ratios to the theoretical patterns. Such theoretical patterns can be calculated using the binomial or multinomial distribution relationships as described in U.S. Pat. Nos. 5,338,686, 5,910,403, and 6,010,846, which are hereby incorporated by reference in their entirety. The calculations may include Mass Isotopomer Distribution Analysis (MIDA). Variations of Mass Isotopomer Distribution Analysis (MIDA) combinatorial algorithm are discussed in a number of different sources known to one skilled in the art. The method is further discussed by Hellerstein and Neese (1999), as well as Chinkes, et al. (1996), and Kelleher and Masterson (1992), and U.S. patent application Ser. No. 10/279,399, all of which are hereby incorporated by reference in their entirety.
- In addition to the above-cited references, calculation software implementing the method is publicly available from Professor Marc Hellerstein, University of California, Berkeley.
- The comparison of excess molar ratios to the theoretical patterns can be carried out using a table generated for a molecule of interest, or graphically, using determined relationships. From these comparisons, a value, such as the value p, is determined, which describes the probability of mass isotopic enrichment of a subunit in a precursor subunit pool. This enrichment is then used to determine a value, such as the value Ax*, which describes the enrichment of newly synthesized molecules for each mass isotopomer, to reveal the isotopomer excess ratio which would be expected to be present, if all isotopomers were newly synthesized.
- Fractional abundances are then calculated. Fractional abundances of individual isotopes (for elements) or mass isotopomers (for molecules) are the fraction of the total abundance represented by that particular isotope or mass isotopomer. This is distinguished from relative abundance, wherein the most abundant species is given the value 100 and all other species are normalized relative to 100 and expressed as percent relative abundance. For a mass isotopomer MX,
-
- where 0 to n is the range of nominal masses relative to the lowest mass (M0) mass isotopomer in which abundances occur.
-
- where subscript a refers to enriched and b refers to baseline or natural abundance.
- In order to determine the fraction of polymers that were actually newly synthesized during a period of precursor administration, the measured excess molar ratio (EMX) is compared to the calculated enrichment value, AX*, which describes the enrichment of newly synthesized biopolymers for each mass isotopomer, to reveal the isotopomer excess ratio which would be expected to be present, if all isotopomers were newly synthesized.
- 3. Calculating Molecular Flux Rates
- The method of determining rate of synthesis includes calculating the proportion of mass isotopically-labeled subunit present in the molecular precursor pool, and using this proportion to calculate an expected frequency of a molecule of interest containing at least one mass isotopically-labeled subunit. This expected frequency is then compared to the actual, experimentally determined isotopomer frequency of the molecule of interest. From these values, the proportion of the molecule of interest which is synthesized from added isotopically-labeled precursors during a selected incorporation period can be determined. Thus, the rate of synthesis during such a time period is also determined.
- A precursor-product relationship then may be applied. For the continuous labeling method, the isotopic enrichment is compared to asymptotic (i.e., maximal possible) enrichment and kinetic parameters (e.g., synthesis rates) are calculated from precursor-product equations. The fractional synthesis rate (ks) may be determined by applying the continuous labeling, precursor-product formula:
-
k s=[−ln(1−f)]/t, - where f=fractional synthesis=product enrichment/asymptotic precursor/enrichment
- and t=time of label administration of contacting in the living system studied.
- For the discontinuous labeling method, the rate of decline in isotope enrichment is calculated and the kinetic parameters of the one or more molecules of interest are calculated from exponential decay equations. In practicing the method, biopolymers are enriched in mass isotopomers, preferably containing multiple mass isotopically-labeled precursors. These higher mass isotopomers of the molecules of interest, e.g., molecules containing 3 or 4 mass isotopically labeled precursors, are formed in negligible amounts in the absence of exogenous precursor, due to the relatively low abundance of natural mass isotopically-labeled precursor, but are formed in significant amounts during the period of molecular precursor incorporation. The one or more molecules of interest taken from the one or more cells, tissues, or organisms at the sequential time points are analyzed by mass spectrometry, to determine the relative frequencies of a high mass isotopomer. Since the high mass isotopomer is synthesized almost exclusively before the first time point, its decay between the two time points provides a direct measure of the rate of decay of the molecule of interest.
- The first time point may be 2-3 hours after administration of precursor has ceased, depending on mode of administration, to ensure that the proportion of mass isotopically-labeled subunit has decayed substantially from its highest level following precursor administration. In one embodiment, the following time points are typically 1-4 hours after the first time point, but this timing will depend upon the replacement rate of the biopolymer pool.
- The rate of decay of the molecule of interest is determined from the decay curve for the three-isotope molecule of interest. In the present case, where the decay curve is defined by several time points, the decay kinetic can be determined by fitting the curve to an exponential decay curve, and from this, determining a decay constant.
- Breakdown rate constants (kd) may be calculated based on an exponential or other kinetic decay curve:
-
k d=[−ln f]/t. - As described, the method can be used to determine subunit pool composition and rates of synthesis and decay for substantially any biopolymer which is formed from two or more identical subunits which can be mass isotopically labeled. Other well-known calculation techniques and experimental labeling or de-labeling approaches can be used (e.g., see Wolfe, R. R. Radioactive and Stable Isotope Tracers in Biomedicine: Principles and Practice of Kinetic Analysis. John Wiley & Sons; (March 1992)) for calculation flux rates of molecules and flux rates through metabolic pathways of interest.
- 4. Liquid Scintillation Counting
- Radioactive isotopes may be observed using a liquid scintillation counter. Radioactive isotopes such as 3H emit radiation that is detected by a liquid scintillation detector. The detector converts the radiation into an electrical signal, which is amplified. Accordingly, the number of radioactive isotopes in a biological molecule may be measured.
- In one embodiment, the radioisotope-enrichment value in a biological sample may be measured directly by liquid scintillation. In a further embodiment, the radio-isotope is 3H.
- In another embodiment, the biological molecules or components thereof may be partially purified, or optionally isolated, and subsequently measured by liquid scintillation counting.
- The disclosed invention allows for systematic, high-throughput screening of compounds or combinations of compounds or mixtures of compounds for unexpected, unintended therapeutic actions of drugs and unexpected drug toxicities.
FIG. 1 depicts the contemporary and traditional method of drug screening and drug development for intended actions in contrast to the true importance of the full spectrum of unintended or unanticipated events in therapeutics and drug toxicity.FIG. 2 diagrams the high-throughput screening method for detecting new therapeutic indications elicited by known drug agents. - As these new indications have not been explicitly established previously and are not clearly predictable from pre-existing information, they are by definition unanticipated and unintended within context of the known drug's approved uses. The invention includes methods that use isotope kinetic techniques to measure the flux rates through metabolic pathways relevant to disease. The discovery tools disclosed herein also allow vertical integration throughout the DDDA process—from preclinical testing through testing in human trials, which is distinct from current methods described in the art. The compound tested (or combinations of compounds or mixtures of compounds tested) can be already FDA-approved drugs, thereby allowing discovery of new therapeutic indications and claims for approved agents (see
FIG. 2 and Table 4), or the compound tested (or combinations of compounds or mixtures of compounds tested) can be any chemical entity or biological factor lacking FDA approval. - The current state of the art in pharmaceutical research and development, i.e., rational drug design coupled with target validation, allows for a more systematic approach to drug discovery than the earlier approach, used in the 1930's-1970's, of random screening of natural or synthetic chemical entities against crude physiologic models of disease. However, as can be seen in Table 1, rational drug design coupled with target validation shares critical drawbacks with the earlier approach, notably a failure to detect unintended or unanticipated events such as secondary therapeutic indications and/or toxic effects of compounds. This is because the contemporary DDDA approach is focused on narrowly targeted criteria (such as HTS assays of enzyme targets or computer modeling of enzyme active sites), and compounds such as already-approved drug agents or new chemical entities or biological factors will unavoidably have unintended or unpredictable actions on many other biologically important processes outside the scope of the narrow target of interest. The activities of compounds, both therapeutic and toxic, are not restricted to the intended targets that are screened and tested using contemporary DDDA techniques simply because pharmacologists and physicians wished it were so.
-
TABLE 1 Comparison of Old Drug Discovery (“Gifts from Nature”) to New Drug Discovery (Rational) “Gifts from Rational Nature” Discovery Disease understood (pathogenesis)? No Yes Physiologic/Disease Model available Yes +/− for rapid screening? Chemical entities from Nature? Yes No Molecular screening assay used No Yes Proven success? Yes +/− Chronic diseases accessible to discovery? No Yes Unintended activities (toxic) identified? No No Unintended activities (secondary No No therapeutic) identified? Combination therapies (synergy, Yes No interactions) identified? - The methods of the present invention allow the researcher to rationally screen for unintended or unanticipated events elicited from compounds or combinations of compounds or mixtures of compounds and to do so in a high-throughput fashion. For example, the methods disclosed herein allow the study of relative molecular flux rates in hundreds or thousands of animals for periods of weeks or months. By using labeled water (e.g., 2H2O) as the source of stable isotope, each animal (or human subject) drinks water containing labeled water, such as 2H2O and this continues for as long as is required by the labeling protocol. If the molecular flux rates of two or more biological molecules are determined by mass spectrometry, the method may be completely automated (autosampled, computerized data analysis and calculation of flux rates).
- The methods disclosed herein enable the skilled artisan to measure the molecular flux rates of a variety of molecules of interest that comprise the important metabolic pathways found in living systems. In many instances, altered flux rates in and through metabolic pathways can be linked to certain diseases, and measuring the flux rates of the molecules comprising these pathways will provide information useful in detecting secondary therapeutic indications and/or unintended toxic effects of compounds or combinations of compounds or mixtures of compounds. Table 2 lists many of the molecules of interest comprising metabolic pathways in living systems:
-
TABLE 2 Some Biomolecules for Which Flux Rates (Synthesis and Breakdown Rates; Input and Removal Rates), Can Be Measured for Screening of Chemical Entities for Actions in Biological Systems Class Examples I) Lipids and derivatives Acylglycerides Triglycerides Phospholipids Cardiolipin Fatty acids Palmitate Arachidonic acid Sterols Cholesterol Bile acids Estrogen, testosterone Glucocorticoids Ceramides Sphingomyelin Galactocerebroside II) Carbohydrates and derivatives Monosaccharides Glucose Galactose Amino sugars N-Acetyl-Galactosamine Polysaccharides Glycogen Glycoproteins Sialic acid Glycolipids Galactocerebrosides Glycosaminoglycans Hyaluronic acid Chondroitin-sulfate Heparan-sulfate III) Proteins, peptides and amino acids Structural proteins Collagen Myosin Secreted proteins Albumin Apolipoprotein B Insulin Immunoglobulins Prostate-specific antigen Fibrinogen Interleukin-2 Secreted or excreted peptides N-terminal collagen telopeptides Glutathione Pyridinolines Membrane proteins Preadipocyte factor-1 Histocompatibility antigens T-cell receptors Modified amino acids Hydroxyproline 3-Methyl-histidine Intracellular proteins Creatine Enzymes Cytochrome C oxidase Transporters Glut-4 Transcription factors PPAR-γ IV Nucleic acids Deoxyribonucleotides Genomic DNA Mitochondrial DNA Viral or bacterial DNA Ribonucleotides Messenger RNA Ribosomal RNA Free nucleosides/nucleotides Deoxyadenosine Deoxythymidine Adenosine-triphosphate Purine and pyrimidine bases Cytidine Adenine Metabolic products of bases Uric acid Oligonucleotides ALU sequences 8-oxo-guanidine Methyl-deoxycytosine - The methods of the present invention allow for the high-throughput screening of compounds or combinations of compounds or mixtures of compounds for actions in biological systems, particularly for unanticipated or unintended actions, by measuring the molecular flux rates in metabolic pathways thought to be involved in diseases. In one embodiment, the molecular flux rates in the one or more metabolic pathways of interest being measured may be relevant to an underlying molecular pathogenesis, or causation of, one or more diseases. In another embodiment, the molecular flux rates in one or more metabolic pathways of interest may contribute to the initiation, progression, severity, pathology, aggressiveness, grade, activity, disability, mortality, morbidity, disease sub-classification or other underlying pathogenic or pathologic feature of the disease of interest.
- In yet another embodiment, the molecular flux rates in one or more metabolic pathways of interest may contribute to the prognosis, survival, morbidity, mortality, stage, therapeutic response, symptomology, disability or other clinical factor of the disease of interest. Two or more molecular flux rates in metabolic pathways may be measured independently or concurrently.
- Such metabolic pathways may include, but are not limited to, hepatocyte proliferation and destruction, renal tubular cell turnover, lymphocyte turnover, spermatocyte turnover, protein synthesis and breakdown in muscle and heart, liver collagen synthesis and breakdown, myelin synthesis and breakdown in brain or peripheral nerves, breast epithelial cell proliferation, colon epithelial cell proliferation, prostate epithelial cell proliferation, ovarian epithelial cell proliferation, endometrial cell proliferation, bronchial epithelial cell proliferation, pancreatic epithelial cell proliferation, pancreatic beta cell regeneration, keratin synthesis in skin, keratinocyte proliferation, carbohydrate metabolism (including pathways affected by insulin resistance), cholesterol metabolism and clearance (including reverse cholesterol transport), immunoglobulin synthesis, synthesis and breakdown of mitochondrial DNA, synthesis and breakdown of mitochondrial phospholipids, synthesis and breakdown of mitochondrial proteins, synthesis and breakdown of adipose lipids, and synthesis and breakdown of adipose cells.
- Known animal models of disease may be used as part of the present invention. Such animal models of disease may include, but are not limited to, Alzheimer's disease, heart failure, renal disease, diabetic nephropathy, osteoporosis, hepatic fibrosis, cirrhosis, hepatocellular necrosis, pulmonary fibrosis, scleroderma, renal fibrosis, multiple sclerosis, arteriosclerosis, osteoarthritis, rheumatoid arthritis, psoriasis, skin photoaging, skin rashes, breast cancer, prostate cancer, colon cancer, pancreatic cancer, lung cancer, acquired immunodeficiency syndrome, immune defects, multiple myeloma, chronic lymphocytic leukemia, chronic myelocytic leukemia, diabetes, diabetic complications, insulin resistance, obesity, lipodystrophy, metabolic syndrome, muscle wasting, frailty, deconditioning, angiogenesis, hyperlipidemia, infertility, viral or bacterial infections, auto-immune disorders, and immune flares
- Table 3 contains exemplary examples of metabolic pathways and associated disease states. Although extensive, the list contained in Table 3 is not intended to be limiting, as one of skill would understand that the methods of the present invention are useful for any disease whose etiology is at least in part defined by one or more altered flux rates in one or more metabolic pathways.
-
TABLE 3 Examples of Metabolic Pathways that Can Be Measured (and Relevant Diseases) to Screen for Unanticipated or Unintended Actions in Biological Systems Metabolic Pathway Disease I) DNA replication (cell division) Hepatocytes Hepatitis; hepatic necrosis Lymphocytes (including antigen- AIDS; vaccination specific T-cells) Spermatocytes Male infertility Colonocytes Colon cancer and colitis Mammary epithelial cells Breast cancer Renal tubular cells Nephrotoxins Prostate epithelial cells Prostate cancer; BPH Tumor cells Cancer, leukemia Vascular smooth muscle cells Atherosclerosis Mitochondria Metabolic fitness; mitochondrial diseases Pancreatic β-cells Type 1 diabetes Bone marrow progenitor cells Bone marrow failure Keratinocytes Psoriasis Endometrial cells Endometrial cancer Endothelial cells Angiogenesis II) Fibrogenesis and bone deposition Liver collagen synthesis Liver fibrosis; cirrhosis Lung collagen synthesis Pulmonary fibrosis Cardiac collagen synthesis Heart failure Renal collagen synthesis Renal fibrosis Dermal collagen synthesis Scleroderma Bone collagen synthesis Osteoporosis; Paget's Disease Cartilage collagen synthesis Osteoarthritis III) Lipid synthesis and breakdown Adipose tissue triglycerides Obesity; Lipodystrophy Serum cholesterol Hyperlipidemia Brain myelination and demyelination Multiple Sclerosis Mitochondrial phospholipids Metabolic fitness Sterols Gall bladder disease; dyslipidemia; hormonal disorders IV) Tissue glycosaminoglycans Synovial fluid hyaluronic acid Osteoarthritis; rheumatoid arthritis Synovial fluid chondroitin-sulfate Osteoarthritis; rheumatoid arthritis Cartilage hyaluronic acid and Osteoarthritis; rheumatoid arthritis chondroitin-sulfate Tumor hyaluronic acid Metastatic potential V) Protein synthesis (general) Immunoglobulins Multiple myeloma; vaccination Albumin Malnutrition Apolipoprotein B or E Hyperlipidemia Muscle myosin Frailty Skin keratin Psoriasis Amyloid-β Alzheimer's disease Viral or bacterial proteins Infectious diseases Insulin Diabetes mellitus Interleukins and cytokines Inflammation Hair proteins Hirsutism; baldness Histocompatability proteins Transplantation Hemoglobin Anemias Histones Gene regulation Fibrinogen Clotting disorders VI) Carbohydrate synthesis Blood glucose Diabetes mellitus Galacto-cerebrosides Multiple Sclerosis Advanced glycosylation products Diabetic complications Tissue glycogen Insulin resistance - The methods of the present invention allow for the identification of secondary indications for FDA (or other corresponding agencies outside of the U.S.)-approved drugs. With regard to secondary (unintended) therapeutic actions of drugs, it should be noted that, once a drug is approved by the FDA, (or other corresponding agencies outside the U.S.) it may be prescribed by a physician for purposes other than the FDA-approved (i.e., intended and rigorously tested) indication or indications. Indeed, “off-label” use accounts for the majority (>60%) of prescriptions written in the U.S. Such off-label use often accounts for the greatest commercial and medical impact of approved drugs (Table 2, supra). Failure to recognize or be aware of such secondary (i.e., unintended or unanticipated) therapeutic actions has often prevented pharmaceutical companies from obtaining the full commercial advantage of their proprietary agents before expiration of patent protection. Therefore, new uses for approved agents represents one of the most attractive and commercially profitable approaches for developing new therapeutic agents in the United States, because approved agents have the largest human experience relative to potential toxicities, have already undergone full safety and dosing testing, and are familiar to medical providers.
- Known or approved drug agents may be screened for actions on single or multiple metabolic pathways independently or concurrently. The drugs may be selected randomly or the drugs may be selected on the basis of a specific biochemical rationale or hypothesis concerning a hypothesized role in the molecular pathogenesis of one or more diseases. Non-approved drugs, such as new chemical entities, non-approved biological factors, drug leads (including biological leads), and the like also may be selected randomly or may be selected on the basis of a specific biochemical rationale or hypothesis concerning a hypothesized role in the molecular pathogenesis of one or more diseases.
- Such known or approved drugs may include, but are not limited to, statins, glitazones, COX-2 inhibitors, NSAIDS, Ji-blockers, calcium channel blockers, ACE inhibitors, antibiotics, antiviral agents, hypolipidemic agents, antihypertensives, anti-inflammatory agents, antidepressants, anxiolytics, anti-psychotics, sedatives, analgesics, antihistamines, oral hypoglycemic agents, antispasmodics, antineoplastics, cancer chemotherapeutic agents, sex steroids, pituitary hormones, cytokines, chemokines, appetite suppressant agents, thyromimetics, anti-seizure agents, sympathomimetics, sulfa drugs, biguanides, and other classes of agents. Indeed, there are numerous examples of secondary claims or off-label uses of approved drugs in the current therapeutic armamentarium (Table 4).
-
TABLE 4 Examples of Secondary Indications or Off-Label Uses of Approved Drugs Minoxidil (hair loss) Metformin (PCO-NASH) Quinidine (malaria patients w/A-Fib improved) Chloroquine (malaria −> RA + SLE) Carbonic anhydride inhibitors (sulfanilamide derivative) Sulfonylureas (sulfa's −> hypoglycemia) Prazosin (BPH) Bisphosphonates Megace (weight gain in cachexia) β-agonists (muscle gain) Retinoids (wrinkles) Tegretol + Elavil (DM neuropathy) MAO's (INH antidepressant activities) ACE inhibitors (DM nephropathy; CHF fibrosis) COX-2 (CLL; colon chemoprevention) Sulfasaline (Crohn's disease) Thalidomide (weight gain; apthous ulcers) Statins (osteoporosis/Alzheimer's disease; multiple sclerosis) Amiodarone (angina −> arrhythmias) Chlorpropamide (DI) Amantadine (Parkinson's disease) Niacin (HLP) Methotrexate (RA) PTU (cirrhosis) β-blockers/Ca++ blockers (migraine) Tegretol (manic-depression) Dilantin (trigeminal neuralgia) Diazoxide (insulinoma) - Combination therapies represent another area that the contemporary DDDA system misses entirely. Drugs may act synergistically on a disease process by acting on different steps in the disease pathway (
FIG. 2 ). These interactions will not be observable through screening procedures that measure one targeted enzyme or gene at a time. Because drug combinations are themselves patentable and can provide an additional period of exclusivity to a pharmaceutical company, the failure to identify effective, unanticipated drug combinations represents a huge commercial loss to the industry. The methods of this invention allow combination therapies to be systematically identified by a high-throughput screening approach (Table 5). -
TABLE 5 Examples of Combination Therapies Cancer chemotherapies Leukemia chemotherapies HIV/AIDS (e.g., protease inhibitor/nucleoside/non-nucleoside reverse transcriptase inhibitor cocktails) Bacterial infection (e.g., sulfonamide/trimethoprin) Diabetes (e.g., bed-time insulin/day-time sulfonyl urea) Anti-hypertensives (e.g., calcium-channel blockers/thiazole diuretics) Heart disease (e.g., beta-blockers/nitrates for angina; digoxin/beta- blockers for congestive heart failure)
Agents with different sites of action in the same pathway may have complementary, synergistic, or antagonistic effects on flux rates through the pathway of interest in vivo (e.g., flux rates in de novo DNA synthesis: seeFIG. 3 ). - These interactions between agents cannot be detected or quantified by use of contemporary or traditional assays that investigate one molecular target and step at a time in a disease-related pathway. Many examples of extremely useful combination drug therapies have emerged in medical therapeutics (see Table 5), generally by serendipitous discovery, trial-and-error in humans with a disease, or based on theoretical biochemical interactions. A method for systematically screening and evaluating combinations of agents for effects on fluxes through pathways, particularly for screening and evaluating known, approved drugs, had not previously been available. The invention disclosed herein would facilitate the process of identifying, developing and approving effective therapeutic combinations.
- In another embodiment, the methods of the invention are useful in detecting toxic effects of compounds. Unanticipated toxicities of compounds often emerge in phase II-III FDA clinical trials or, even worse, during post-approval clinical use of a drug. Such toxicities are common and represent an enormous source of financial losses to the pharmaceutical industry. The failure of the DDDA system to identify most toxicities early in the DDDA process or to monitor for their occurrence prior to clinical signs and symptoms represents a basic failure of the current DDDA process that has an adverse impact on public health as well as pharmaceutical company commercial profitability. Such toxic effects (unanticipated toxicities) may include end-organ toxicity. End-organ toxicity may include, but is not limited by, hepatocyte proliferation and destruction, renal tubular cell turnover, lymphocyte turnover, spermatocyte turnover, protein synthesis and breakdown in muscle and heart, liver collagen synthesis and breakdown, myelin synthesis and breakdown in brain or peripheral nerves, breast epithelial cell proliferation, colon epithelial cell proliferation, prostate epithelial cell proliferation, ovarian epithelial cell proliferation, endometrial cell proliferation, bronchial epithelial cell proliferation, pancreatic epithelial cell proliferation, keratin synthesis in skin, keratinocyte proliferation, immunoglobulin synthesis, synthesis and breakdown of mitochondrial DNA, synthesis and breakdown of mitochondrial phospholipids, synthesis and breakdown of mitochondrial proteins, synthesis and breakdown of adipose lipids, and synthesis and breakdown of adipose cells.
- In another variation, the methods provide for the production of isolated isotopically-perturbed molecules (e.g., labeled fatty acids, lipids, carbohydrates, proteins, nucleic acids and the like). These isolated isotopically-perturbed molecules comprise information useful in determining the flux of molecules within the metabolic pathways of interest. Once isolated from a cell and/or a tissue of an organism, one or more isolated isotopically-perturbed molecules are analyzed to extract information as described, supra.
- The invention also provides kits for measuring and comparing molecular flux rates in vivo. The kits may include isotope-labeled precursor molecules, and may additionally include chemical compounds known in the art for separating, purifying, or isolating proteins, and/or chemicals necessary to obtain a tissue sample, automated calculation software for combinatorial analysis, and instructions for use of the kit.
- Other kit components, such as tools for administration of water (e.g., measuring cup, needles, syringes, pipettes, IV tubing), may optionally be provided in the kit. Similarly, instruments for obtaining samples from the cell, tissue, or organism (e.g., specimen cups, needles, syringes, and tissue sampling devices) also may be optionally provided.
- The invention also provides for information storage devices such as paper reports or data storage devices comprising data collected from the methods of the present invention. An information storage device includes, but is not limited to, written reports on paper or similar tangible medium, written reports on plastic transparency sheets or microfiche, and data stored on optical or magnetic media (e.g., compact discs, digital video discs, magnetic discs, and the like), or computers storing the information whether temporarily or permanently. The data may be at least partially contained within a computer and may be in the form of an electronic mail message or attached to an electronic mail message as a separate electronic file. The data within the information storage devices may be “raw” (i.e., collected but unanalyzed), partially analyzed, or completely analyzed. Data analysis may be by way of computer or some other automated device or may be done manually. The information storage device may be used to download the data onto a separate data storage system (e.g., computer, hand-held computer, and the like) for further analysis or for display or both. Alternatively, the data within the information storage device may be printed onto paper, plastic transparency sheets, or other similar tangible medium for further analysis or for display or both.
- The following non-limiting examples further illustrate the invention disclosed herein and one of skill in the art will appreciate that variations in the procedures described in the Examples, supra, and read in light of what is disclosed in the specification, are fully encompassed by the invention as claimed:
- To assess whether a compound inhibits lipogenesis (and therefore, a candidate drug for treating obesity or other metabolic disorders) Sprague-Dawley rats (200-300 g Simonsen Labs, Gilroy, Calif.) are either exposed to a compound or left unexposed (i.e., controls). Rats are administered compound or vehicle via gavage. One or several compounds may be administered. For example, thousands of compounds may be initially screened, pooled, rescreened, subpooled, etc., to screen for one or more active compounds. An initial priming dose of 99.8% 2H2O is given via intraperitoneal injection to achieve ca. 2.5% body water enrichment (assuming 60% body weight as water) followed by administration of 4% 2H2O in drinking water for up to 12 weeks.
- Adipose tissue samples are placed in dual glass tissue grinders (e.g., Kontes tissue grinders, Kimble Kontes, Vineland, N.J.) with 1 ml methanol:chloroform (2:1), ground until homogenous then centrifuged to remove protein. The solution is extracted with 2 ml each chloroform and water. The aqueous phase is discarded and the lipid fraction is transesterified by incubation with 3N methanolic HCL (Sigma-Aldrich) at 55° C. for 60 min. Fatty acid methyl esters are separated from glycerol by the Folch technique, with the modification that pure water rather than 5% NaCl is used for the aqueous phase. The aqueous phase containing glycerol is then lyophilized and glycerol is converted to glycerol tri-acetate by incubation with acetic anhydride:pyridine, 2:1 as described elsewhere (Hellerstein, M. K., R. A. Neese, and J. M. Schwarz. Am J Physiol 265:E814-20, 1993, herein incorporated by reference). Some samples are extracted and then TG separated from other acylglycerides by thin layer chromatography (TLC) as described elsewhere (Jung, H. R., S. M. Turner, R. A. Neese, S. G. Young, and M. K. Hellerstein. Biochem 3343 Pt 2:473-8, 1999, herein incorporated by reference), then analyzed as described, supra.
- Glycerol-triacetate is analyzed for isotope enrichment by GC/MS, as described, supra.
- The fraction of TG that is newly synthesized, (f) is calculated as described, supra.
- The theoretical plateau or asymptotic value (A1 ∞) in TG-glycerol during 2H2O labeling is determined in two ways: by mass isotopomer distribution analysis (MIDA) of the combinatorial labeling pattern in glycerol (A1 ∞ mida) and by measurement of plateau enrichments reached in “fully replaced” TG depots (A1 ∞ plateau) (see below). The standard precursor-product equation is then applied:
-
f=1−e−ks*t -
ks=−ln(1−f)/t - Where ks represents the fractional replacement or synthesis rate constant and t is time of labeling.
- The absolute synthesis rate of adipose TG is calculated by multiplying the measured fractional synthesis (ks) over the period of labeling times the pool size of TG. For the purpose of this calculation, TG content is assumed to be 10% of body weight in non-obese young rodents. The absolute synthesis rate of adipose tissue TG can be calculated as follows,
-
Absolute synthesis(mg/d)=ks(d−1)×TG content(mg) - For statistical analysis, ANOVA is used to compare groups with p<0.05 as the criteria for significance. Curve fitting of label incorporation data is performed using Delta Graph (Delta Point, Inc.).
- TG synthesis rates are then compared between exposed animals and unexposed animals to determine whether a compound (or combination of compounds or mixture of compounds) inhibits lipogenesis
- One can also assess whether a compound (or combination of compounds or mixture of compounds) stimulates lipolysis using the same protocols as described above. The net lipolytic (TG breakdown) rate in individual fat depots is calculated from the difference between the absolute rate of TG synthesis and the net rate of TG accumulation, where the latter is determined from the change in weight over time in a fat pad or in the whole body:
-
Net lipolysis(mg/d)=Absolute TG synthesis−net TG accumulation=([ks(d−1)×TG content(mg)]−[(change in TG content)/time(d)] - Compound-exposed animals are then compared to unexposed animals to determine if the compound (or combination of compounds or mixture of compounds) has lipolytic activity.
- DNA synthesis is a biomarker for cell proliferation. In some settings it may be desirable to stimulate cell proliferation (e.g., to stimulate wound healing) while in other settings it may be desirable to inhibit cell proliferation (e.g., cancer).
- Rats are administered 2H2O as discussed in Example 1, supra.
- Rats are either administered compounds (or combinations of compounds or mixtures of compounds) or vehicle (controls) as discussed in Example 1, supra.
- DNA is then isolated from the tissue or cell of interest using a Qiagen kit (Qiagen, Valencia, Calif.), following the manufacturer's protocol.
- Isotope enrichment is then analyzed and flux rates calculated as described, supra. DNA synthesis is then determined as described, supra, (and in U.S. Pat. No. 5,910,403, incorporated by reference). Compound-exposed animals are then compared to unexposed animals to determine if the compound (or combination of compounds or mixture of compounds) has an effect on DNA synthesis.
- Compounds (or combinations of compounds or mixtures of compounds) are tested on rats to determine whether one or more may have effects on neurogenesis. Compounds with neurogenic potential may find use in treating spinal cord injury, Parkinson's disease, Huntington's disease and other neurodegenerative disorders. Rats are divided into exposed and control groups and administered labeled water as in Example 1, supra. After exposure to compound or combinations of compounds or mixtures of compounds (or vehicle if control rat), by gavage, intrathecal, or intracranial administration (route of administration is dependent on the chemistry of the compound or combination of compounds or mixture of compounds, as is well known in the art) rats are deeply anesthetized with a mixture of ketamine, xylazine, and acepromazine. Rats are then decapitated and whole brains are removed.
- For isolating tissue for neurogenesis analysis, the brain is bisected longitudinally and each hippocampal lobe is separated from the overlaying cortical white matter using the natural separation line along the alveus hippocampus. The white matter of the Fimbria and subiculumis removed.
- Tissues are finely minced and digested for 45 min in a solution of papain (2.5 U/ml; Worthington, Freehold, N.J.), DNase (250 U/ml, Worthington), and neutral protease (1 U/ml Dispase; Boehringer Mannheim, Indianapolis, Ind.) dissolved in HBSS. (Alternatively, tissue can also be digested for 45 min in DMEM containing a mixture of 0.1% papain and 0.01% DNase).
- Cells and tissue fragments are washed three times with DMEM containing 10% FBS (Hyclone, Logan, Utah).
- Whole digested tissue is then suspended in DMEM-10% FBS, filtered through a sterile 107 μM nylon mesh and thoroughly mixed with an equal volume of Percoll solution. The Percoll solution is made by mixing nine parts of Percoll (Amersham Pharmacia Biotech, Uppsala, Sweden) with one
part 10×PBS (Irvine Scientific, Santa Ana, Calif.). - The cell suspension is then fractionated by centrifugation for 30 min, 18° C., at 20,000×g. Cell fractions are harvested and washed free of Percoll by three or more rinses in DMEM-10% FBS.
- DNA synthesis is measured as in Example 2, supra.
- Compound-exposed animals are then compared to unexposed animals to determine if the compound (or combination of compounds or mixture of compounds) has an effect on DNA synthesis in hippocampal neuroprogenitor cells.
- Mice are labeled with 2H2O using the procedures described in Example 1, supra, for rats. Mice are given compound via gavage, intrathecal, or intracranial administration. Urine is collected to isolate amyloid beta (Aβ) protein. Total urinary protein is concentrated and exchanged in a suitable buffer for immunoaffinity purification. After immunoaffinity purification, Aβ can be further purified using size exclusion and/or reversed phase chromatography. The identity of purified peptides is confirmed by ELISA, western blot, and LC-MS (ESI).
- Mice are sacrificed and brain tissue is extracted and amyloid precursor protein (APP) and C-terminal fragment of APP(CTF) are obtained. Brain proteins are extracted in neutral buffer, insoluble material is removed, and proteins precipitated. Resulting material is exchanged into an ion exchange buffer, and purified by ion exchange chromatography and then size exclusion and/or reversed phase chromatography. The identity of purified protein is confirmed by ELISA and western blot.
- Enrichments for Aβ, APP, and CTF are performed as described, supra. Molecular flux rates for Aβ, APP, and CTF are calculated as described, supra. Compound-exposed animals are then compared to unexposed animals to determine if the compound (or combination of compounds or mixture of compounds) has an effect on AD, APP, and CIF synthesis or degradation.
- Glycolytic disposal is a biomarker for insulin resistance and type II diabetes (see Reaven G M. Banting Lecture 1988. Role of insulin resistance in human disease. Diabetes 37(12):1595-607, 1988). Rats, as in Example 1, supra, are used to measure glycolytic disposal in vivo in response to compounds (or combinations of compounds or mixtures of compounds).
- The 2H-glucose labeling protocol consists of an initial intraperitoneal (ip) injection of 99.9% [6,6-2H2] glucose. For labeling rats, 2 mg labeled glucose per gram body weight is introduced. Body water is collected as serum at various timepoints. Compounds (or combinations of compounds or mixtures of compounds) are administered by gavage.
- Glycolysis is measured by measuring deuterium in body water as a percent of administered [6,6-2H2] glucose normalized to account for different molar quantities of deuterium in molecular glucose and molecular water. Deuterated water is measured as described, supra. Glycolysis from drug-exposed rats is compared with glycolysis from unexposed rats to determine if any compound (or combination of compounds or mixture of compounds) had an effect on glycolysis.
- Rats are given deuterated water as in Example 1, supra. Rats are administered compounds (i.e., compounds not approved for inhibition of demyelination and/or stimulation of remyelination) via gavage, intrathecal, or intracranial administration. Demyelination is an important biomarker for multiple sclerosis (MS). Remyelination may indicate a potential drug candidate for treating MS.
- Weigh a set of 2-mL microcentrifuge tubes. Brains are collected from rat carcasses and put it into the pre-weighed microcentrifuge tubes. The microcentrifuge tubes are weighed again. The net weight is the brain weight. The brain is put onto an ice-cooled glass plate, and 10 crystals of BHT are added. A razor blade is used to mince the brain for 1 minute. A spatula is used to put the minced brain back into the microcentrifuge tubes. The brain is minced well with a spatula. 80-120 mg of minced brain is put into 13×100 mm glass tubes with PTFE screw caps ensuring the tissue is at the bottom of the tube. The rest of the brain is stored in the microcentrifuge tubes at −20° C. 2 mL of chloroform-methanol 2:1 (v/v) with BHT is added into the glass tubes and the tubes are vortexed ensuring that all of the tissues are soaked in the solvent. Stand 3 h at room temperature in a dark area. The caps are taken off the glass tubes. The tubes are centrifuged at 2000 RCF for 10 minutes at room temperature. The supernatant (lipid extracts) is poured into 2-mL screw capped vials and the solid residue is discarded.
- 100 mL of developing solvent (chloroform-methanol-water: 69.15%:26.60%:4.26%) is added into the TLC separation tanks 1 h before adding the TLC plates. A20 mL pipette is used to spot 20 mL of total cerebroside standard on
1, 10, 19 of Whatmanlanes LK6DF silica gel 60 TLC plates. For each sample, a 20 mL pipette is used to spot 100 μL of lipid extracts on two neighboring lanes (50 mL/lane). Wait until TLC plates look visually dry. The TLC plates are developed in the developing tanks. Each tank holds two plates, facing each other. Normally it takes 40-45 minutes for the plates to be fully developed. After TLC plates develop, wait 15 minutes for the plates to dry. 20 iodine crystals are put into a tank specially used for iodine vapor. The tank is put on a heatblock set at 80° C. The dried TLC plates are put in the iodine tank to visualize the spots of lipids containing double bonds. The spots of total cerebroside standard are matched with those of samples. The TLC plate images are scanned by a computer. The silica gel is collected onto a weighing box and transfered to a 12×75 mm disposable glass tube. 1 mL of chloroform-methanol 2:1 is added with BHT and vortexed. Let stand until silica settles. The solvent is poured into a 13×100 mm screw cap tube. The solid residue is discarded. 1 mL of 3 N methanolic HCl is added into the tube and the tube is capped tightly. The tubes are put on a heatblock at 80° C. for 2 h. The tubes are then removed from the heating block and allowed to cool to room temperature. 1.5 mL H2O and 3 mL hexane are added into the tubes and the tubes are vortexed. 1.8-2 mL of the bottom layer (methyl glucose and methyl galactose) are transferred to GC vials. The GC vials are put into a fitted rotor of the Jouan 10.10 speedvac and the rotor is balanced and set at 60° C. Vacuum until the tubes are dry. 100 μL of acetic anhydride-pyridine 2:1 (v/v) is added to the GC vials and the vials are covered and allowed to stand for 1 h at room temperature. The vials are then blown down under N2 until dry. 100 μl ethyl acetate is added and the vials are vortexed. The mixture is transferred to GC inserts and the vials are capped with a cram per. The samples are run on the GC/MS and galactocerebroside enrichments are determined. The molecular flux rates of galactocerebroside is determined as described supra, from rats exposed to compounds (or combinations of compounds or mixtures of compounds) and unexposed (vehicle control) rats. Enrichments of galactocerebroside greater than galactocerebroside enrichments in control rats indicates increases synthesis of galactocerebroside and possible remyelination. Enrichments that are less than controls indicates demyelination. - Groups of mice (n=5/group) were given a bolus of 2H2O (Spectra Isotopes, Columbia, Md.) to 5% 2H2O in body water and were given 8% 2H2O as drinking water. Mice were maintained on 2H2O for 45 days, during which period they also received injections every other day of either lipopolysaccharide (LPS) (Sigma, St. Louis, Mo.) in saline at a dose of 1 or 4 mg/kg body weight, or no injection.
- Mice were euthanized with carbon dioxide, and their brains were removed. Hippocampi were dissected out, trypsinized, and stained with tetanus toxoid (Ttx), a specific marker for neurons, and then stained with a FITC labeled anti-Ttx antibody (Roche, Basel Switzerland). Ttx and PI (DNA) positive cells were isolated on a cell sorter (Coulter EPICS Elite), and isolated cells were run through a commercially available kit (DNeasy tissue kit, Qiagen, Valencia, Calif.) to isolate their DNA. DNA was subsequently hydrolyzed, derivatized, and analyzed as described, supra.
- Neurons were seen to turnover more rapidly in response to LPS in a dose dependent manner (see
FIG. 4 ). LPS given as described is known to induce neuroinflammation in rodents. Previous work with neuroinflammatory stimuli using different, less sensitive techniques has shown a potential link between neuroinflammation and the suppression of neurogenesis. With this in mind, the Applicant had expected to observe the neurons to turn over more slowly since chronic exposure of neuroprogenitor cells to LPS would be expected to adversely effect the viability of neuroprogenitor cells and thereby decrease neurogenesis, as is well known in the art (see, e.g., Ekdahl C. T. et al. Proc. Natl. Acad. Sci. 2003 100(23):13632-13637, wherein neurogenesis was observed to decrease in the presence of chronic exposure to LPS). As can be seen inFIG. 5 , the exact opposite was observed. In particular, the calculated fractional synthesis rate (f) of new neurons nearly doubled (from approximately 7% to nearly 14° k) after exposure to LPS (seeFIG. 4 ), when a reduction in f was the expected result. Since increases in neurogenesis are correlated with anti-depressant agents (e.g., fluoxetine), these results suggest that LPS may alleviate depression, a previously unknown indication of LPS. - Four week old, female, C57/b16j mice (Jackson Labs Bar Harbor, Mich.) were studied: C57/bl6j+/? controls (eon), ad libitum fed C57/bl6jlep−/lep− (ob/ob), leptin treated ob/ob (ob-lep) and food restricted ob/ob (ob-r). Mice were housed individually in hanging wire cages and fed AIN 93 purified diets (Bio Serv, Frenchtown, N.J.). Mice were given 3 days to acclimate to the environment, after which mice grew normally. All treatments and interventions began 5 days prior to the start of labeling with 2H2O.
- The food intake of the ob-r group was restricted and administered in a continuous manner with automatic pellet dispensers (Coulbourn Instruments, Allentown Pa.).
- Ob-lep mice received murine leptin subcutaneously at a dose of 2 μg/day (Amgen, Thousand Oaks Calif.) via a 28 day Alzet mini osmotic pump (Alza Corp. Palo Alto Calif.).
- Mice were injected with 2H2O (deuterated water) 0.012 ml/gm. The normal drinking water was then replaced with water enriched to 4% 2H2O. 2H2O treatment had no impact on food intake or body weight. Twenty-one days following the start of 2H2O administration, mice were fasted for four hours, anesthetized with isoflurane and exsanguinated via heart puncture.
- Adipose Tissue Preparation and Isolation of Adipocytes
- Fat pads were isolated and dissected inguinal and retroperitoneal pads, the left and right sides were pooled for analysis.
- Immediately following dissection, the fat pads were placed in HBSS with calcium in pre weighed tubes for isolation of mature adipocytes according to the method of Rodbell (Rodbell, M. Metabolism of isolated fat cells. Effects of hormones on glucose metabolism and lipolysis. J. Biol. Chem. 239, 375-380 (1964)). Minced tissue was placed in HBSS with 0.1% Type II collagenase (Worthington). Tissue was incubated at 37° for up to 90 minutes. Samples were spun at 800 rpm for 10 minutes. The adipose cell enriched fraction was carefully removed from the middle fraction and frozen.
- DNA Isolation and Derivatization from Adipose Cells:
- The frozen slurry of adipocytes was lyophilized, the dry weight of the sample was determined and then the samples were digested and DNA isolated as described elsewhere (Neese, R. A. et al. Advances in the Stable Isotope-Mass Spectrometric Measurement of DNA Synthesis and Cell Proliferation. Anal Biochem 298, 189-195. (2001)) using Quiagen DNeasy tissue kits. The yield of DNA from each sample was determined with a Pharmacia Biotec Genequant II spectrophotometer.
- Ten to 25 μg of DNA was hydrolyzed to individual ribonucleic acids as described in detail elsewhere (Neese, R. A. et al. Advances in the Stable Isotope-Mass Spectrometric Measurement of DNA Synthesis and Cell Proliferation. Anal Biochem 298, 189-195. (2001)). Isolated deoxyadenosine reduced and acetylated as described previously (Neese, R. A. et al. Advances in the Stable Isotope-Mass Spectrometric Measurement of DNA Synthesis and Cell Proliferation. Anal Biochem 298, 189-195. (2001)). The resulting pentose-tetraacetate (PTA) derivative in ethyl acetate was injected into the GC/MS for measurement of isotope enrichments of the deoxyribose moiety of DNA.
- Derivatization and Analysis of H2O:
- 2H2O enrichments in body water were measured in tetrabromoethylene derivatized from plasma samples as described in detail elsewhere (Neese, R. A. et al. Advances in the Stable Isotope-Mass Spectrometric Measurement of DNA Synthesis and Cell Proliferation. Anal Biochem 298, 189-195. (2001).
- GC/MS Analyses:
- Model 5970 and 5971 GC/MS or 5973 instruments (Agilent, Palo Alto, Calif.) were used for measuring isotopic enrichments of glycerol-triacetate fatty acid-methyl esters and tetrabromoethylene
- Tetrabromoacetylene was analyzed using a DB-225 fused silica column, monitoring m/z 265 and 266 (parent M0 and M1 masses). Standard curves of known 2H2O enrichment were run before and after each group of samples to calculate isotope enrichment.
- PTA samples were analyzed for incorporation of deuterium on a HP model 5973 MS with a 6890 GC and auto-sampler (Agilent, Palo Alto, Calif.). Methane CI was used with a 30 m DB-225 column under selected ion monitoring of m/z 245-246 (representing the M0 and M1 masses). Natural abundance, (unenriched) dA samples were measured concurrently and the excess M1 (EM1) abundance in the adipose PTA samples were calculated by difference (subtraction of the M1 abundance measured in the unenriched standard from the M1 abundance in the sample). Bone marrow DNA samples were run simultaneously and used to represent a completely or near-completely turned over tissue for calculating fractional adipose cell replacement, as described previously (Neese, R. A. et al. Advances in the Stable Isotope-Mass Spectrometric Measurement of DNA Synthesis and Cell Proliferation. Anal Biochem 298, 189-195. (2001)).
- (see
FIG. 5 ). - Mice were given 2H2O (as described in Example 7, supra, except that mice were maintained on deuterated water for 5 days, the duration of the experiment) and divided into a control group (no exposure to griseofulvin), a low dose group (1% griseofulvin, the No Observable Effect Level and a dose that does not induce elevated levels of liver enzymes in plasma), a medium dose group (2% griseofulvin, a dose in which elevated levels of liver enzymes in the plasma begin to be detected), and a high dose group (5% griseofulvin, a dose that clearly elicits a toxic effect to the liver, as measured by elevated levels of liver enzymes in the plasma). Cell proliferation was measured as described, supra. Griseofulvin is recognized as a hepatotoxin, causing liver cell proliferation and porphyria. Griseofulvin was administered to mice in their chow (1% w/w) for 5 days. After 5 days of treatment, cell proliferation in exposed mice showed increased liver cell proliferation at a dose (1%) reported as a No Observable Effect Level (NOEL) (see
FIG. 6 ). The 1% dose did not induce elevated levels of plasma liver enzymes, which is consistent with the NOEL (data not shown). The increase in liver cell proliferation at the NOEL dose (i.e., the low dose) was an unanticipated toxic response to griseofulvin since the expected result was a lack of observable toxicity based on the NOEL and reports in the literature. - Rats were maintained in the University of California Berkeley Animal Facility or the KineMed vivarium in a climate controlled environment with a 12 hour light/12 hour dark cycle. Animal care and experimental procedures were approved by the University of California, Berkeley, Animal Care and Use Committee or the KineMed's Internal Animal Care and Use Committee depending on the site of the study. Rats were maintained on standard rodent chow and water provided ad libitum. Rats were sacrificed by CO2 asphxyiation or anesthetized with isoflurane prior to terminal bleed by heart puncture.
- Stable Isotope Labeling.
- Rats were labeled with deuterated water (heavy water, 2H2O) by receiving a bolus i.p. injection of sterile 99.8% 2H2O with 0.9% NaCl to quickly bring them up to desired body water enrichment quickly followed by replacement of drinking water with an enriched with 2H2O to either 4 or 8% depending on the study. When 8% was used, injections were done with ½ the injection volume twice to avoid injecting to great a volume. The 2H2O used for each study will be indicated in describing the study designs (below).
- Selective Estrogen Receptor Modulator (SERM) Studies:
- The anti-proliferative efficacy of two different SERMS was tested in intact female Sprague-Dawley rats and Sprague-Dawley rats that had been ovariectomized with or without 17 beta-estradiol replacement. Slow release pellets were purchased from Innovative Research. The levels of drugs chosen were at the very low end of what was previously reported to effect mammary gland biology and carcinogenesis (5 mg, (Weckbecker G, Tolcsvai L, Stolz B, Pollak M, and Bruns C. Somatostatin analogue octreotide enhances the antineoplastic effects of tamoxifen and ovariectomy on 7,12-dimethylbenz(alpha)anthracene-induced rat mammary carcinomas. Cancer Res 54: 6334-6337, 1994)). Initially, 2.5, 5, and 10 mg tamoxifen pellets (designed to continuously release drug over 21 days) were selected in an attempt to produce a dose-response curve. Much lower doses of tamoxifen, 0.1, 0.5 and 1.0 mg were then investigated. Based on results of the tamoxifen study, raloxifene was also investigated at the lower doses (0.1-2.5 mg 21 day pellets) than reported in the literature (s.c. injection dose equivalent to ˜5.9 mg 21-day pellet) (Kubatka P, Bojkova B, Kalicka K, Chamilova M, Adamekova E, Ahlers I, Ahiersova E, and Cermakova M. Preventive effects of raloxifene and melatonin in N-methyl-N-nitrosourea-induced mammary carcinogenesis in female rats. Neoplasma 48: 313-319, 2001).
- Rats were anesthetized with isoflurane. Pellets of drugs, estradiol and/or placebo pellets were aspetically inserted s.c. above the shoulder through a small incision (<½ cm). Wound clips were used to close the incisions.
- Bone Marrow Isolation:
- Femoral bone marrow was flushed out with Medium 199 and collected. The cells were centrifuged at 100×g to collect the pellet.
- Enzymatic Cell Dissociation of Mammary Gland:
- MEC were isolated from rat tissue by enzymatic cell dissociation as previously described (Yang J, Guzman R, Richards J, Jentoft V, DeVault M R, Wellings S R, and Nandi S. Primary culture of human mammary epithelial cells embedded in collagen gels. Journal of the National Cancer Institute 65: 337-343, 1980). In brief, mammary tissue was enzymatically dissociated to a single cell suspension by digesting overnight at 37° C. in Medium 199 (Invitrogen, Carlsbad, Calif.) containing 0.5% collagenase type IV (Worthington Biochemical, Lakewood, N.J.) and a 1:100 dilution of antibiotic/antimycotic cocktail (Invitrogen, Carlsbad, Calif.). Mammary glands from one animal were finely sectioned before digesting in a total volume of ˜50 ml. Digestate was then centrifuged at 300×g for 10 minutes, supernatant removed, and cell pellet resuspended in 2.5 ml of Medium 199 (warmed to 37° C.). To remove extracellular DNA and reduce cell clumping 100 μl/ml of DNAse I (2,000 Kunitz units/ml) (Sigma-Aldrich, St. Louis, Mo.) was added to the cells in warm medium. Cells were vortexed on highest setting for >1 minute, and cell suspension was filtered through 40 micron nylon mesh prior to MEC isolation. This step removed extracellular DNA thereby preventing contamination and clumping of cells during subsequent Percoll gradient separation or immunomagnetic bead isolation.
- Isolation by Percoll Gradient Centrifugation:
- Cells were resuspended in 2.5 ml of Medium 199 and layered on top of a previously prepared Percoll gradient (16 ml of Medium 199 plus 1.2 ml of lox Hanks Balanced Salt Solution (GibcoBRL, Grand Island, N.Y.) plus 10.8 ml of Percoll centrifuged at 20,000×g for 1 hour). Centrifugation was at 800×g for 15 min to achieve cell separation. The middle layer (isolated MEC) was removed and washed once with Medium 199.
- MEC isolation by Immunomagnetic Bead Method:
- Cells were isolated using an immunomagnetic bead method (MACS™) per manufacturer's recommendations (Miltenyi Biotech Inc., Auburn, Calif.). In brief, cells were pelleted and rinsed twice with 1 ml of labeling buffer (0.5% bovine serum albumin and 2 mM EDTA). Cells were incubated in 100 μl of a 1:50 dilution of primary mouse anti-rat epithelial membrane antigen (EMA) antibody (University of Iowa, Developmental Studies Hybridoma Bank, clone Ha4C19, custom biotinylated by Vector Labs, Burlingame, Calif.) in labeling buffer for 30 minutes at 4° C. Cells were rinsed by adding 1 ml labeling buffer, pelleting at 300×g. For secondary labeling with streptavidin or anti-biotin magnetic beads (Miltenyi Biotech Inc., Auburn, Calif., 20 μl beads per 107 cells in 80 μl labeling buffer) cells were incubated in the recommended concentration of immunomagnetic reagent in labeling buffer for 30 minutes at 4° C. Cells were rinsed using 1 ml labeling buffer, pelleted at 300×g and re-suspended in 500 μl of labeling buffer for loading onto magnetic columns (Miltenyi Biotech Inc., Auburn, Calif.). Columns were place in the magnetic holder and were preconditioned with labeling buffer, samples were loaded, rinsed 3 times with labeling buffer to elute unlabeled cells. Columns were then removed from the magnet and the positive cell fraction was plunged off column with 1 ml of labeling buffer and collected. Cells were rinsed in 1×PBS to remove excess EDTA (EDTA can interfere with DNA hydrolysis enzymes).
- DNA Isolation, Hydrolysis to Nucleosides, and Derivatization for GC/MS Analysis:
- The procedures for precipitation of DNA and hydrolysis to nucleosides have been described in detail previously (McCune J M, Hanley M B, Cesar D, Halvorsen R, Hoh R, Schmidt D, Wieder E, Deeks S, Siler S, Neese R, and Hellerstein M. Factors influencing T-cell turnover in HIV-1-seropositive patients [see comments]. Journal of Clinical Investigation 105: R1-8, 2000). In brief, cells (MEC and bone marrow cells) were lysed and DNA was isolated using Qiagen QiAmp columns. The DNA was subjected to enzymatic hydrolysis using nuclease P1 (Roche, Indianapolis, Ind.), snake venom phosphodiesterase I (Sigma, St Louis, Mo.), DNAse (Sigma, St. Louis) and alkaline phosphatase (Sigma, St Louis, Mo.) under basic conditions. Recently, a two enzyme method has been developed that considerably reduces the expense and increases the throughput. This method involves an acid hydrolysis with acid phosphatase and nuclease S1, both commercially available from a variety of sources.
- Derivatization Methods:
- In the initial studies in mice and hormone treated rats, the dA was converted to the aldonitriletriacetate (dRATA) derivative as previously described. The derivatization method has been previously described (Neese R A, Misell L M,
Turner 5, Chu A, Kim 3, Cesar D, Hoh R, Antelo F, Strawford A, McCune J M, Christiansen M, and Hellerstein MK. Measurement in vivo of proliferation rates of slow turnover cells by 2H2O labeling of the deoxyribose moiety of DNA. Proc Natl Aced Sci USA 99: 15345-15350, 2002.). In addition, a newer more sensitive method of DNA derivitization was developed and used for subsequent studies of SERM drug treatment (Raloxifene and Tamoxifen). This pentafluorobenzyl derivative (PFBHA) was prepared by reaction of the enzymatic DNA digest with excess pentafluorobenzyl hydroxylamine under acidic conditions, followed by acetylation with acetic anhydride. - GC/MS Analysis:
- An HP model 5971 or 5973 MS with 5890 GC and autosampler (Hewlett-Packard, Palo Alto, Calif.) were used. Abundances of ions at mass to charge ratio (m/z) 198, 199 were quantified for the dRATA derivative, (m/z) 245, 246 were quantified for the PTA derivative and (m/z) 435, 436 were quantified for the PFBHA derivative under selected ion recording mode for derivatized deoxyribose (Neese R A, Siler S Q, Cesar D, Antelo F, Lee D, Misell L, Patel K, Tehrani S, Shah P, and Hellerstein M K. Advances in the stable isotope-mass spectrophotometric measurement of DNA synthesis and cell proliferation. Analytical Biochemistry 298: 189, 2001). Background isotopic enrichment, of DNA standards ran concurrently with samples, and was subtracted from sample enrichments. EM+1 (excess M+1 over background enrichment) (m/z 199, 246 or 436) enrichments of MEC were divided by bone marrow (a fully-turned over tissue) EM+1 enrichments from the same animal to determine fractional turnover of MEC (Neese R A, Siler S Q, Cesar D, Antelo F, Lee D, Misell L, Patel K, Tehrani S, Shah P, and Hellerstein M K. Advances in the stable isotope-mass spectrophotometric measurement of DNA synthesis and cell proliferation. Analytical Biochemistry 298: 189, 2001).
- Measurement of Body 2H2O Enrichments:
- Body water enrichments were determined by GC/MS as described previously (Neese R A, Siler S Q, Cesar D, Antelo F, Lee D, Misell L, Patel K, Tehrani S, Shah P, and Hellerstein M K. Advances in the stable isotope-mass spectrophotometric measurement of DNA synthesis and cell proliferation. Analytical Biochemistry 298: 189, 2001).
- Enrichments of bone marrow have previously been shown by the inventor's lab to reach asymptotic values within 7-10 days of labeling in rodents (Neese R A, Misell L M, Turner S, Chu A, Kim J, Cesar D, Hoh R, Antelo F, Strawford A, McCune J M, Christiansen M, and Hellerstein M K. Measurement in vivo of proliferation rates of slow turnover cells by 2H2O labeling of the deoxyribose moiety of DNA. Proc Natl Acad Sci USA 99: 15345-15350, 2002) and can be used as an essentially completely turned-over comparison tissue in rats, to determine percent replacement of rat and mouse MEC (Neese R A, Siler S Q, Cesar D, Antelo F, Lee D, Misell L, Patel K, Tehrani S. Shah P, and Hellerstein M K. Advances in the stable isotope-mass spectrophotometric measurement of DNA synthesis and cell proliferation. Analytical Biochemistry 298: 189, 2001).
- The proliferation and replacement rates of MEC after 2H2O labeling are calculated based on the precursor-product relationship as described, supra.
-
- where EM1=excess abundance
In the M+1 mass isotopomer of derivatized dR, and BM represents bone marrow cells. -
Fractional replacement rate constant(k, day −1)=−ln[l−f] -
Half-life(t1/2,d)=0.693÷k - Results for GC/MS analysis of the effects of SERMs on MEC proliferation rates suggest that both tamoxifen and raloxifene are efficacious anti-proliferative agents at even the lowest dose, a finding that was completely unexpected given the lack of any data to suggest that the SERMs would be active at such low doses. In fact, the literature teaches that much higher doses of SERMs are necessary to see an effect on the reduction in MEC proliferation but our data indicate the contrary as even extremely low doses have robust effects (see
FIG. 7 ). Significant reductions of MEC proliferation were observed at all doses of tamoxifen and raloxifene when rats were treated with drug and labeled for 7 days whether in the presence or absence of estrogen (seeFIG. 7 ). - Rosiglitazone has been reported to increase phosphoenolpyruvate-carboxykinase (PEPCK) expression and activity in adipocytes (Glorian, M., Duplus, E., Beale, E. G., Scott, D. K., Granner, D. K., and Forest, C. (2001) Biochimie 83, 933-943; Duplus, E., Benelli, C., Reis, A. F., Fouque, F., Velho, G., and Forest, C. (2003) Biochimie 85, 1257-1254; Tordjman, J., Khazen, W., Antoine, B., Chauvet, G., Quette, J., Fouque, F., Beale, E. G., Benelli, C., and Forest, C. (2003) Biochimie 85, 1213-1218) and has also been shown to increase the low levels of glycerol-kinase activity found in adipose tissue (Gunn, H. P., Li, Y., Jensen, M. V., Newgard, C. B., Steppan, C. M., and Lazar, M. A. (2002)
Nat Med 8, 1122-1128), which was thought to be the primary mechanism of adipose TG synthesis after exposure to thiazolidinediones. In contrast, based on in published in vitro data, glyceroneogenesis was thought to play a very minor role in this process. The Applicant has discovered, however, that rodents exposed to the thiazolidinedione rosiglitazone in fact have a marked increase in glyceroneogenesis and that this increase in glyceroneogenesis is the primary contributing factor in adipose triglyceride synthesis, which is contrary to the common wisdom in the art based on a significant body of in vitro data showing that glycerol kinase activity is the predominant mechanism underlying adipose TG synthesis. - Animal Studies:
- Four-week-old male C57B1/6J mice (16-18 g; Jackson Laboratories, Bar Harbor, Me.) were used. Mice were fed ad libitum a high carbohydrate, low fat (HC, 70% carbohydrate, 10% fat) diet or a low carbohydrate, high fat diet (LC, 35% carbohydrate, 45% fat) (Research Diets Inc., New Brunswick, N.J.). An additional group of mice were fed a HC diet containing rosiglitazone (6.34 mg/kcal diet), which resulted in a dose of approximately 3 mg/kg/mouse/day (Research Diets Inc., New Brunswick, N.J.). After 11 days on diet, all animals were given a priming dose of 99.8% 2H2O-saline via intraperitoneal injection to achieve ˜4.8% 2H2O enrichment in body water (30 μl/g mouse) followed by administration of 8% 2H2O in drinking water. Mice (n=6 per group) were sacrificed after 15 or 64 days on heavy water. Mesenteric, epidydimal, retroperitoneal, and inguinal adipose tissue depots were removed, and blood and urine samples were obtained.
- Sprague-Dawley rats (400-500 g, Charles River Laboratories, Wilmington, Mass.) were purchased with an indwelling carotid artery catheter in place. Rats were fed ad libitum a Purina chow diet. After an overnight fast, animals were anesthetized with isoflurane and a priming dose of 99.8% 2H2O-saline was given via intraperitoneal injection, as above. After a minimum of 60 minutes, to allow for 2H2O equilibration with body water, two baseline blood samples were collected (times −30 and −15 min.). At
time 0, fructose was infused intravenously (16-19 mg/kg/min for 4 hours). Blood samples were taken after 3 and 4 hours of fructose administration. Animals (n=4) were sacrificed after the 4 hour blood draw and a final blood sample was collected via cardiac puncture. - Isolation of Acylglyceride-Glycerol from Adipose Tissue:
- Lipids from adipose were extracted by a modified Folch extraction (Folch, J., Lees, M., and Sloane Stanley, G. H. (1957) J Biol Chem 226, 497-509). The lipid fraction was transesterified by incubation with 3N methanolic HCl (Sigma-Aldrich, St. Louis, Mo.) at 55° C. for 60 min. Fatty acid methyl esters were separated from glycerol by the Folch technique. The aqueous phase containing glycerol was lyophilized, and glycerol was converted to glycerol triacetate by incubation with acetic anhydride-pyridine (2:1) as described elsewhere (Siler, S. Q., Neese, R. A., Parks, E. J., and Hellerstein, M. K. (1998) J Lipid Res 39, 2319-2328).
- Isolation of TG-Glycerol from Plasma:
- Plasma, obtained from fresh whole blood, was extracted by the Folch technique. TG was isolated by TLC as described previously (Jung, H. R., Turner, S. M., Neese, R. A., Young, S. G., and Hellerstein, M. K. (1999)
Biochem J 343 Pt 2, 473-478). Glycerol isolation and derivatization were then performed as described, supra. - Measurements of 2H2O Enrichment in Body Water.
- 2H2O enrichment in body water (from plasma or urine) was measured by one of two methods. Briefly, 15-20 μL of plasma or urine were reacted in an evacuated GC vial with calcium carbide to produce acetylene. The acetylene gas was then removed with a syringe and injected into a GC vial containing 10% bromine in carbon tetrachloride and incubated at room temperature for 2 h to produce tetrabromoethane. Excess bromine was neutralized with 25 μL of 10% cyclohexene, and the sample was suspended in ethyl acetate (Collins, M. L., Eng, S., Hoh, R., and Hellerstein, M. K. (2003) J Appl Physiol 94, 2203-2211). Alternatively, the acetylene gas was directly measured by a new mass spectrometric method (Previs, S. F., Hazey, J. W., Diraison, F., Beylot, M., David, F., and Brunengraber, H. (1996) J Mass Spectrom 31, 639-642). Briefly, 25 μl of sample was injected into a closed Exitainer vial containing calcium carbide in a dry helium atmosphere. A small amount (0.5 ml) of the acetylene gas generated from the reaction was removed and injected into another closed vial with a helium atmosphere for direct analysis. The two methods, used with standard curves, give identical results. However, the direct acetylene method is less time consuming, and thus became the preferred method during the course of this study.
- GC-MS Analyses:
- Glycerol-triacetate was analyzed for isotope enrichment by GC-MS as described previously (Slier, S. Q., Neese, R. A., Parks, E. J., and Hellerstein, M. K. (1998) J Lipid Res 39, 2319-2328). Mass isotopomer abundances were analyzed by selected ion monitoring of mass-to-charge ratios (m/z) 159-161 (M0-M2). Tetrabromoethane was analyzed for isotope enrichment by a GC-MS method as described previously (Neese, R. A., Slier, S. Q., Cesar, D., Antelo, F., Lee, D., Misell, L., Patel, K., Tehrani, S., Shah, P., and Hellerstein, M. K. (2001) Anal Biochem 298, 189-195). A model 6890 GC with 5973 mass spectrometer (Agilent Technologies, Palo Alto, Calif.) fitted with a DB-225 fused silica column (J&W, Folsom, Calif.) was used in chemical ionization mode. The isotopic enrichment of acetylene (m/z 26 and 27) was measured by cycloidal mass spectrometry (Monitor Instruments, Pittsburgh, Pa.), and the percentage of body water enrichment was calculated by comparison to a standard curve prepared gravimetrically from water and 2H2O.
- Body 2H2O Enrichment:
- Isotope enrichments of body 2H2O were determined by comparison with standard curves using 2H2O mixed in known proportions with unlabeled water and conversion to tetrabromoethane, or more recently, acetylene. Mass spectrometric analysis was described previously (Neese, R. A., Siler, S. Q., Cesar, D., Antelo, F., Lee, D., Misell, L., Patel, K., Tehrani, S., Shah, P., and Hellerstein, M. K. (2001) Anal Biochem 298, 189-195).
- [2H]Glycerol Enrichment
- Isotope enrichments of [2H]glycerol derived from acylglycerides were calculated by subtraction of mass isotopomer abundances in unlabeled glycerol standards (Hellerstein, M. K., and Neese, R. A. (1999) Am J Physiol 276, E1146-1170). EM1 and EM2 were calculated as a fraction of the sum of mass isotopomers M0-M2, as previously described for MIDA calculations (Turner, S. M., Murphy, E. J., Neese, R. A., Antelo, F., Thomas, T., Agarwal, A., Go, C., and Hellerstein, M. K. (2003) Am J Physiol Endocrinol Metab 285, E790-803).
- MIDA Calculations of n and A∞1:
- MIDA is a technique based on combinatorial analysis of the labeling patterns present in polymers, as described supra and in U.S. Pat. No. 5,338,586. Briefly, the EM2 to EM1 ratio (R) is one embodiment of this labeling pattern. R is dependent on two factors: the proportion (p) of labeled hydrogen atoms present in tissue water (i.e., the enrichment of 2H2O in tissue water) and the possible number of C—H bonds in glycerol that are derived from this tissue water (n). If one assumes that the 2H-isotopic enrichment (p) of hydrogen in each actively incorporated C—H of α-GP is equal to the 2H-enrichment of body water and that 2H2O enrichment is constant during the labeling period, n can be calculated from the measured p in body water and the measured R.
- Using calculation algorithms based on combinatorial probabilities as previously described (Turner, S. M., Murphy, E. J., Neese, R. A., Antelo, F., Thomas, T., Agarwal, A., Go, C., and Hellerstein, M. K. (2003) Am J Physiol Endocrinol Metab 285, E790-803; Hellerstein, M. K., and Neese, R. A. (1999) Am J Physiol 276, E1146-1170), a “lookup” table can be generated, describing R over a given range of values of p for discrete values of n (n=3, n=4, n=5). By using the value of p from measured body water enrichment, the expected R at each corresponding n is compared to the measured value of R (based on the lookup table, e.g., p=4.00% yields R=0.121 for n=3, R=0.143 for n=4, R=0.166 for n=5). Because physiologic samples contain a mixture of glyc3.5 and glyc5 (see below), we treat n as a non-integral value for this modeling. A linear regression equation is then generated, reflecting the relationship between R and n at the experimentally determined p (the latter based on measured 2H2O enrichment), and the value for n is calculated from the measured R (e.g., if p=4.00%, the equation for n is n=43.86R−2.29, so for R=0.152, n=4.38).
- Once n is established, one can then calculate A∞1 or the theoretical asymptotic value for fully labeled TG-glycerol. Accurate determination of this asymptotic or plateau value is required for the determination of fractional synthesis (f) using the precursor-product or rise-to-plateau approach:
-
f=EM 1 /A ∞ 1 - where EM1 represents isotopic enrichment of the mass +1-labeled species of glycerol (i.e. the measured abundance in excess of natural abundance) and A∞ 1 represents the asymptotic or plateau value possible for the isotopic enrichment of the mass+1 species of glycerol, calculated from p and a non-integer value of n.
- Statistical Analyses.
- One-way ANOVA with planned pair-wise comparisons was used with P<0.05 as the criterion for significance. An independent group t-test and a nonparametric Mann-Whitney test with P<0.05 as the criterion for significance was used for the fructose infusion comparison.
- The experiment explored the role of glyceroneogenesis in adipose TG synthesis following PPAR-γ agonist treatment. PPAR-γ agonists, such as rosiglitazone, are insulin sensitizing agents that induce a number of actions, including stimulation of adipogenesis and increased fat storage. PPAR-γ is required for the transcription of the PEPCK gene in adipocytes and rosiglitazone has been shown to induce expression of PEPCK in adipose tissue (Duplus, E., Benelli, C., Reis, A. F., Fouque, F., Velho, G., and Forest, C. (2003) Biochimie 85, 1257-1264). Conversion of oxaloacetate to phosphoenolpyruvate via PEPCK is the rate-limiting step in glyceroneogenesis. Rosiglitazone has been shown to significantly increase glycerol-kinase activity in isolated adipocytes (Guam, H. P., Li, Y., Jensen, M. V., Newgard, C. B., Steppan, C. M., and Lazar, M. A. (2002)
Nat Med 8, 1122-1128). A physiologically significant contribution to adipogenesis from increased glycerol kinase activity would result in a decrease in n, whereas an increased contribution from glyceroneogenesis should increase n. The latter was clearly observed (FIG. 8 ). The observed increase in n with rosiglitazone treatment provides in vivo evidence for the significance of up-regulation of glyceroneogenesis, presumably via increased PEPCK expression, relative to up-regulation of glycerol kinase. This finding was unexpected as discussed, supra.
Claims (12)
1-14. (canceled)
15. A method for high-throughput screening (HTS) of combinations or mixtures of two or more compounds for actions on molecular flux rates in liver collagen synthesis and breakdown, said method comprising:
a) administering said two or more compounds to a living system;
b) administering an isotope-labeled substrate to said living system for a period of time sufficient for said isotope-labeled substrate to enter into and pass through liver collagen synthesis and breakdown and thereby enter into and label a targeted molecule or molecules of interest within said liver collagen synthesis and breakdown in said living system, wherein the isotope-labeled substrate is stable isotope-labeled water and the targeted molecule or molecules of interest is selected from the group consisting of proteins, peptides, and amino acids;
c) obtaining one or more samples from said living system, wherein said one or more samples comprise one or more isotope-labeled targeted molecules of interest;
d) measuring the isotopic content or the isotopic pattern of the isotope label of the targeted molecule or molecules of interest, or the rate of change of the isotopic content or the isotopic pattern of the isotope label of the targeted molecule or molecules of interest in the sample;
e) calculating molecular flux rates of the targeted molecule or molecules of interest within said liver collagen synthesis and breakdown;
f) measuring the molecular flux rates in said liver collagen synthesis and breakdown according to steps b) through e) in a living system not administered said two or more compounds; and
g) comparing said molecular flux rates in said liver collagen synthesis and breakdown in said living system administered said two or more compounds to said molecular flux rates in said liver collagen synthesis and breakdown in said living system not administered said two or more compounds to screen said compounds for one or more actions on said molecular flux rates.
16. The method of claim 15 , wherein the molecular flux rates in said liver collagen synthesis and breakdown are altered in a living system having a disease of interest relative to a living system not having a disease of interest.
17. The method of claim 16 , wherein the molecular flux rates of said liver collagen synthesis and breakdown of two or more diseases are measured concurrently.
18. The method of claim 17 , wherein the concurrent measurement of the molecular flux rates from said liver collagen synthesis and breakdown is achieved by use of mass spectrometry techniques.
19. The method of claim 18 , wherein the isotope label used is a stable, non-radioactive isotope.
20. The method of claim 15 , wherein the stable isotope-labeled water is 2H2O.
21. The method of claim 15 , wherein said two or more compounds comprise one or more known drug agents.
22. The method of claim 15 , wherein said two or more compounds comprise one or more biological factors, wherein the one or more biological factors are isolated compounds made by a living system that are administered for screening purposes.
23. The method of claim 15 , wherein said actions on molecular flux rates in liver collagen synthesis and breakdown comprise a toxic effect of liver collagen synthesis or liver collagen breakdown.
24. The method of claim 15 , wherein one or more animal models of disease are used for evaluating said one or more actions of said two or more compounds on said molecular flux rates.
25. The method of claim 24 , wherein said one or more animal model of disease are selected from the group consisting of hepatic fibrosis, cirrhosis, and hepatocellular necrosis.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US14/167,917 US20140162900A1 (en) | 2003-11-25 | 2014-01-29 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
Applications Claiming Priority (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US52526103P | 2003-11-25 | 2003-11-25 | |
| US10/997,323 US20050202406A1 (en) | 2003-11-25 | 2004-11-23 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
| US13/031,084 US8663602B2 (en) | 2003-11-25 | 2011-02-18 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
| US14/167,917 US20140162900A1 (en) | 2003-11-25 | 2014-01-29 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
Related Parent Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US13/031,084 Continuation US8663602B2 (en) | 2003-11-25 | 2011-02-18 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| US20140162900A1 true US20140162900A1 (en) | 2014-06-12 |
Family
ID=34632972
Family Applications (3)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US10/997,323 Abandoned US20050202406A1 (en) | 2003-11-25 | 2004-11-23 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
| US13/031,084 Expired - Fee Related US8663602B2 (en) | 2003-11-25 | 2011-02-18 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
| US14/167,917 Abandoned US20140162900A1 (en) | 2003-11-25 | 2014-01-29 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
Family Applications Before (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US10/997,323 Abandoned US20050202406A1 (en) | 2003-11-25 | 2004-11-23 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
| US13/031,084 Expired - Fee Related US8663602B2 (en) | 2003-11-25 | 2011-02-18 | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
Country Status (8)
| Country | Link |
|---|---|
| US (3) | US20050202406A1 (en) |
| EP (1) | EP1687035A4 (en) |
| JP (1) | JP2007522437A (en) |
| AU (1) | AU2004293106A1 (en) |
| CA (1) | CA2546868A1 (en) |
| IL (1) | IL175178A0 (en) |
| TW (1) | TW200530587A (en) |
| WO (1) | WO2005051434A1 (en) |
Cited By (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9134319B2 (en) | 2013-03-15 | 2015-09-15 | The Regents Of The University Of California | Method for replacing biomarkers of protein kinetics from tissue samples by biomarkers of protein kinetics from body fluids after isotopic labeling in vivo |
| US20160363580A1 (en) * | 2015-06-11 | 2016-12-15 | The Texas A&M University System | Methods of Metabolic Kinetic Phenotyping and Uses Thereof |
| US9720002B2 (en) | 2004-02-20 | 2017-08-01 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US9737260B2 (en) | 2011-12-07 | 2017-08-22 | Glaxosmithkline Llc | Methods for determining total body skeletal muscle mass |
| US10386371B2 (en) | 2011-09-08 | 2019-08-20 | The Regents Of The University Of California | Metabolic flux measurement, imaging and microscopy |
| US10839936B2 (en) | 2015-11-02 | 2020-11-17 | International Business Machines Corporation | Evidence boosting in rational drug design and indication expansion by leveraging disease association |
Families Citing this family (27)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5910403A (en) * | 1997-05-15 | 1999-06-08 | The Regents Of University Of California | Methods for measuring cellular proliferation and destruction rates in vitro and in vivo |
| AU2002365268B2 (en) * | 2001-10-24 | 2008-02-28 | The Regents Of The University Of California | Measurement of protein synthesis rates in humans and experimental systems by use of isotopically labeled water |
| DE60324393D1 (en) * | 2002-02-12 | 2008-12-11 | Univ California | NONINVASIVE MEASUREMENT OF BIOSYNTHESIS AND DEFROSTING SPEEDS OF BIOLOGICAL MOLECULES WHICH ARE ACCESSIBLE TO A DIRECT SAMPLING, OR NOT EASILY ACCESSIBLE, BY INSTALLING A MARKER IN METABOLIC DERIVATIVES AND KATABOLE PRODUCTS |
| WO2004011426A2 (en) | 2002-07-30 | 2004-02-05 | The Regents Of The University Of California | Method for automated, large-scale measurement of the molecular flux rates of the proteome or the organeome using mass spectrometry |
| DE20211783U1 (en) * | 2002-07-31 | 2002-11-07 | Fa. Hermann Heye i.Ins., 31683 Obernkirchen | Stamping mechanism of a glass molding machine |
| US20060105339A1 (en) * | 2002-09-04 | 2006-05-18 | Marc Hellerstein | Methods for measuring the rates of replication and death of microbial infectious agents in an infected |
| AU2003267283B2 (en) * | 2002-09-13 | 2009-09-03 | The Regents Of The University Of California | Methods for measuring rates of reserve cholesterol transport in vivo, as an index of anti-atherogenesis |
| US20070248540A1 (en) * | 2002-09-16 | 2007-10-25 | The Regents Of The University Of California | Biochemical methods for measuring metabolic fitness of tissues or whole organisms |
| AU2003291731B2 (en) | 2002-11-04 | 2009-09-10 | The Regents Of The University Of California | Deuterated glucose or fat tolerance tests for high-throughput measurement of the metabolism of sugars or fatty acids in the body |
| US7262020B2 (en) * | 2003-07-03 | 2007-08-28 | The Regents Of The University Of California | Methods for comparing relative flux rates of two or more biological molecules in vivo through a single protocol |
| US20050202406A1 (en) | 2003-11-25 | 2005-09-15 | The Regents Of The University Of California | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
| CA2559095A1 (en) * | 2004-03-11 | 2005-09-22 | The Regents Of The University Of California | Temporal or spatial characterization of biosynthetic events in living organisms by isotopic fingerprinting under conditions of imposed isotopic gradients |
| US20050238577A1 (en) * | 2004-03-29 | 2005-10-27 | The Regents Of The University Of California | Isolation of epithelial cells or their biochemical contents from excreta after in vivo isotopic labeling |
| JP4118918B2 (en) * | 2005-02-28 | 2008-07-16 | シャープ株式会社 | Signal quality evaluation apparatus, information recording / reproducing apparatus, signal quality evaluation method, recording condition determination method, signal quality evaluation program, and computer-readable recording medium recording the signal quality evaluation program |
| US20060251576A1 (en) * | 2005-05-03 | 2006-11-09 | The Regents Of The University Of California | Methods for measuring cholesterol metabolism and transport |
| TW200711660A (en) | 2005-06-10 | 2007-04-01 | Univ California | Monitoring two dimensions of diabetes pathogenesis separately or concurrently (insulin sensitivity and beta-cell sufficiency): uses in diagnosis, prognosis, assessment of disease risk, and drug development |
| JP5099142B2 (en) * | 2007-10-02 | 2012-12-12 | 富士通株式会社 | Analysis support program, analysis support apparatus, and analysis support method |
| US8574543B2 (en) * | 2007-12-14 | 2013-11-05 | Los Angeles Biomedical Research Institute At Harbor-Ucla Medical Center | Method of isotope labeling and determining protein synthesis, quantitation and protein expression |
| EP2548021A4 (en) * | 2010-03-15 | 2013-08-07 | Univ Johns Hopkins | METHOD FOR DETERMINING THE NON-TOXICITY OF A SUBSTANCE |
| EP2994146B8 (en) * | 2013-05-08 | 2021-05-19 | Clene Nanomedicine, Inc. | Methods and treatment for certain demyelination and dysmyelination-based disorders and/or promoting remyelination |
| EP2944963B1 (en) | 2014-05-14 | 2019-02-27 | Max-Delbrück-Centrum für Molekulare Medizin Berlin-Buch | Short term isotope pulse labeling method for analysing metabolic products in biological samples |
| CN105758955A (en) * | 2016-02-26 | 2016-07-13 | 清华大学 | Method for determining antibiotics in water environment |
| EP3652743A1 (en) | 2017-09-07 | 2020-05-20 | Liposcience, Inc. | Multi-parameter metabolic vulnerability index evaluations |
| KR102108855B1 (en) * | 2017-10-30 | 2020-05-12 | 한국표준과학연구원 | Method for quantification of nucleic acids wherein stable isotope-labelled nucleic acids are used as internal standards and uses thereof |
| WO2020182652A1 (en) * | 2019-03-08 | 2020-09-17 | Basf Se | Metabolic analysis method |
| CN115261460A (en) * | 2021-04-02 | 2022-11-01 | 武汉儿童医院 | Application and detection system of HNRNPA2B1 gene expression level detection material in the detection of postpartum depression |
| WO2023084648A1 (en) * | 2021-11-10 | 2023-05-19 | 株式会社日立ハイテク | Drug interaction analysis method |
Citations (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5910403A (en) * | 1997-05-15 | 1999-06-08 | The Regents Of University Of California | Methods for measuring cellular proliferation and destruction rates in vitro and in vivo |
| US7001587B2 (en) * | 2001-10-24 | 2006-02-21 | The Regents Of The University Of California | Measurement of protein synthesis rates in humans and experimental systems by use of isotopically labeled water |
| US7255850B2 (en) * | 2002-09-13 | 2007-08-14 | The Regents Of The University Of California | Methods for measuring rates of reserve cholesterol transport in vivo, as an index of anti-atherogenesis |
| US7262020B2 (en) * | 2003-07-03 | 2007-08-28 | The Regents Of The University Of California | Methods for comparing relative flux rates of two or more biological molecules in vivo through a single protocol |
| US7449171B2 (en) * | 2002-02-12 | 2008-11-11 | The Regents Of The University Of California | Measurement of biosynthesis and breakdown rates of biological molecules that are inaccessible or not easily accessible to direct sampling, non-invasively, by label incorporation into metabolic derivatives and catabolic products |
| US7504233B2 (en) * | 2002-11-04 | 2009-03-17 | The Regents Of The University Of California | Methods for determining the metabolism of sugars and fats in an individual |
| US8005623B2 (en) * | 2004-02-20 | 2011-08-23 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US8129335B2 (en) * | 2002-07-30 | 2012-03-06 | The Regents Of The University Of California | Method for automated, large-scale measurement of the molecular flux rates of the proteome or the organeome using mass spectrometry |
| US8663602B2 (en) * | 2003-11-25 | 2014-03-04 | The Regents Of The University Of California | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
| US8741589B2 (en) * | 2005-06-10 | 2014-06-03 | The Regents Of The University Of California | Monitoring two dimensions of diabetes pathogenesis |
| US9134319B2 (en) * | 2013-03-15 | 2015-09-15 | The Regents Of The University Of California | Method for replacing biomarkers of protein kinetics from tissue samples by biomarkers of protein kinetics from body fluids after isotopic labeling in vivo |
Family Cites Families (95)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US4065552A (en) * | 1975-05-05 | 1977-12-27 | Giovanni Giacomo Costa | Method of detecting malignant neoplasms |
| US4332784A (en) | 1979-02-06 | 1982-06-01 | The Radiochemical Centre Limited | Dual isotope assays |
| SU968036A1 (en) | 1980-03-10 | 1982-10-23 | Научно-исследовательский институт медицинской радиологии АМН СССР | Method for preparing marked protein |
| US5317098A (en) * | 1986-03-17 | 1994-05-31 | Hiroaki Shizuya | Non-radioisotope tagging of fragments |
| EP0248924B1 (en) * | 1986-06-09 | 1989-11-23 | Bruker Analytische Messtechnik GmbH | Method for determining the turnover of organic material in living tissue and nmr spectrometer for performing this method |
| US4940658A (en) * | 1986-11-20 | 1990-07-10 | University Patents, Inc. | Assay for sulfhydryl amino acids and methods for detecting and distinguishing cobalamin and folic acid deficency |
| AU1966188A (en) * | 1987-08-07 | 1989-03-09 | Mallinckrodt, Inc. | Diagnostic or radiotherapeutic composition comprising a hydrogen containing compound |
| US5042488A (en) * | 1987-09-29 | 1991-08-27 | The Washington University | Methods employing deuterium for obtaining direct, observable deuterium magnetic resonance images in vivo and in situ |
| US6004781A (en) * | 1988-01-22 | 1999-12-21 | The General Hospital Corporation | Nucleic acid encoding Ig-CD4 fusion proteins |
| EP0467885A4 (en) | 1989-03-20 | 1993-03-31 | Anticancer Inc. | Native-state method and system for determining viability and proliferative capacity of tissues -i(in vitro) |
| GB2229718B (en) * | 1989-03-22 | 1993-01-06 | Inst Molekularnoi Genetik | Method for preparing hydrogen-isotape labelled biologically active organic compounds |
| US5217903A (en) * | 1990-05-15 | 1993-06-08 | Trustees Of Boston University | Measuring connective tissue breakdown products in body fluids |
| US5209919A (en) * | 1990-07-13 | 1993-05-11 | Regents Of The University Of California | Method of measurement in biological systems |
| CA2027714C (en) * | 1990-07-13 | 2003-01-28 | Kenneth W. Turtletaub | Method of measurement in biological systems |
| US5597548A (en) * | 1990-07-18 | 1997-01-28 | Board Of Regents, The University Of Texas System | 13 C Isotopomer analyses in intact tissue using (13 C) homonuclear decoupling |
| HU208084B (en) * | 1991-10-31 | 1993-08-30 | Hyd Kutato Fejlesztoe Kft | Process for producing compositions suitable for curing tumorous diseases |
| US5394236A (en) * | 1992-02-03 | 1995-02-28 | Rutgers, The State University | Methods and apparatus for isotopic analysis |
| EP0634926A1 (en) | 1992-04-08 | 1995-01-25 | KINNUNEN, Paavo Kai Johannes | Composition for therapeutic or diagnostic use, process for its preparation and its use |
| US5338686A (en) * | 1992-04-29 | 1994-08-16 | Hellerstein Marc K | Method for measuring in vivo synthesis of biopolymers |
| JP2960832B2 (en) * | 1992-05-08 | 1999-10-12 | ペルマテック テクノロジー アクチェンゲゼルシャフト | Estradiol administration system |
| US5366885A (en) | 1992-06-09 | 1994-11-22 | Barranco Iii Sam C | Method and kit for testing tumors for drug sensitivity |
| US5432058A (en) | 1992-09-30 | 1995-07-11 | Lange, Iii; Louis G. | Method for measuring human cholesterol absorption using metabolically stable isotopes |
| US5506147A (en) * | 1993-04-15 | 1996-04-09 | Kolhouse; J. Fred | Non-invasive evaluation of maldigestion and malaborption |
| CA2139409C (en) * | 1993-05-17 | 2005-01-04 | Neil David Cook | Devices and methods for the measurement of cellular biochemical processes |
| US5439803A (en) | 1993-08-13 | 1995-08-08 | The Regents Of The University Of Michigan | Isotope and assay for glycolysis and the pentose phosphate pathway |
| NZ275054A (en) | 1993-11-08 | 1997-04-24 | Peptide Delivery Systems Pty L | Diagnosing atherosclerosis or coronary artery disease using labelled composition which mimics essential features of an exogenous lipoprotein |
| CA2201620C (en) * | 1995-08-08 | 2007-01-09 | Masahiro Kajiwara | Diagnostic and diagnosis method for central nervous abnormality and phenylketonuria |
| US5922554A (en) * | 1995-10-30 | 1999-07-13 | The Regents Of The University Of California | Inhibition of cellular uptake of cholesterol |
| CA2213935C (en) | 1996-08-27 | 2002-10-01 | Tokyo Gas Co., Ltd. | Diagnostic agent for diabetes |
| US6101846A (en) * | 1997-02-06 | 2000-08-15 | Micron Technology, Inc. | Differential pressure process for fabricating a flat-panel display face plate with integral spacer support structures |
| CN1217007C (en) * | 1997-02-14 | 2005-08-31 | 乔治华盛顿大学 | Assay for measurement of DNA synthesis rates |
| CN1127118C (en) * | 1997-03-14 | 2003-11-05 | 乔治华盛顿大学 | A device and method for continuously determining isotope ratios using fluorine-based chemical reactions |
| US5961470A (en) * | 1997-07-09 | 1999-10-05 | Wagner; David A. | Breath test for assessing hepatic function |
| US6329208B1 (en) * | 1997-07-16 | 2001-12-11 | Board Of Regents, The University Of Texas System | Methods for determining gluconeogenesis, anapleurosis and pyruvate recycling |
| CA2249173C (en) * | 1997-10-06 | 2008-12-16 | Tokyo Gas Co., Ltd. | Diagnostic agent for liver function |
| US5924995A (en) * | 1997-11-10 | 1999-07-20 | Meretek Diagnostics | Non-invasive method for the functional assessment of infants and children with an inherited metabolic disorder |
| US6461870B2 (en) * | 1998-05-06 | 2002-10-08 | Isotechnika Inc. | 13C glucose breath test for the diagnosis of diabetic indications and monitoring glycemic control |
| WO1999056790A2 (en) * | 1998-05-06 | 1999-11-11 | Isotechnika, Inc. | 13c glucose breath test for the diagnosis of diabetes |
| US6284219B1 (en) * | 1998-06-30 | 2001-09-04 | Phenome Sciences Inc. | In vivo determination of metabolic function for use in therapy management |
| US6625547B1 (en) * | 1998-08-05 | 2003-09-23 | Washington State University Research Foundation | Relative rates of cytochrome p450 metabolism |
| EP1329513B1 (en) | 1998-08-25 | 2011-12-07 | University of Washington | Rapid quantitative analysis of proteins or protein function in complex mixtures |
| DE19839491A1 (en) * | 1998-08-29 | 2000-03-02 | Hermann Heumann | Process for labeling biopolymers with isotopes |
| CA2341157A1 (en) * | 1998-08-31 | 2000-03-09 | University Of Washington | Stable isotope metabolic labeling for analysis of biopolymers |
| US6693186B2 (en) | 1998-09-01 | 2004-02-17 | Antex Biologics Inc | Neisseria meningitidis polypeptide, nucleic acid sequence and uses thereof |
| US6887712B1 (en) * | 1998-11-09 | 2005-05-03 | Atherogenics, Inc. | Methods and compositions to lower plasma cholesterol levels |
| ATE437360T1 (en) | 1999-03-17 | 2009-08-15 | Univ North Carolina | SCREENING PROCEDURES FOR CANDIDATE COMPOUNDS FOR SUSPENSIBILITY TO BALE EXCRETION |
| US6764817B1 (en) * | 1999-04-20 | 2004-07-20 | Target Discovery, Inc. | Methods for conducting metabolic analyses |
| US20030119069A1 (en) * | 1999-04-20 | 2003-06-26 | Target Discovery, Inc. | Labeling of protein samples |
| AU774662B2 (en) | 1999-04-20 | 2004-07-01 | Target Discovery, Inc. | Polypeptide fingerprinting methods, metabolic profiling, and bioinformatics database |
| US6391649B1 (en) * | 1999-05-04 | 2002-05-21 | The Rockefeller University | Method for the comparative quantitative analysis of proteins and other biological material by isotopic labeling and mass spectroscopy |
| US7057168B2 (en) * | 1999-07-21 | 2006-06-06 | Sionex Corporation | Systems for differential ion mobility analysis |
| US6653090B1 (en) * | 1999-11-05 | 2003-11-25 | University Of Alberta | Methods for measuring the metabolism of and screening for drugs in isolated hearts |
| JP2001211782A (en) | 2000-02-02 | 2001-08-07 | Masa Yamamoto | Tob gene deletion knock out non-human mammal |
| CA2405722A1 (en) | 2000-04-13 | 2001-11-08 | Thermo Finnigan Llc | Proteomic analysis by parallel mass spectrometry |
| AU2001253727A1 (en) | 2000-04-21 | 2001-11-07 | The Trustees Of Columbia University In The City Of New York | Methods for identifying compounds useful for preventing acute clinical vascular events in a subject |
| AU2001259470A1 (en) * | 2000-05-05 | 2001-11-20 | Purdue Research Foundation | Affinity selected signature peptides for protein identification and quantification |
| AU2001261394A1 (en) * | 2000-05-18 | 2001-11-26 | Metabolic Solutions, Inc. | Reverse isotope dilution assay and lactose intolerance assay |
| US6680203B2 (en) * | 2000-07-10 | 2004-01-20 | Esperion Therapeutics, Inc. | Fourier transform mass spectrometry of complex biological samples |
| US7048907B2 (en) * | 2001-02-05 | 2006-05-23 | Biophysics Assay Laboratory, Inc. | Synthesis, compositions and methods for the measurement of the concentration of stable-isotope labeled compounds in life forms and life form excretory products |
| GB0106923D0 (en) | 2001-03-20 | 2001-05-09 | Univ Dundee | Liver function test |
| US7256047B2 (en) * | 2001-05-01 | 2007-08-14 | Board Of Regents, The University Of Texas System | Measurement of gluconeogenesis and intermediary metabolism using stable isotopes |
| WO2003001881A2 (en) * | 2001-06-26 | 2003-01-09 | New York State Office Of Mental Health | Cell-based high-throughput screening methods |
| JP2003079270A (en) * | 2001-09-10 | 2003-03-18 | Japan Science & Technology Corp | Myelin developmental disorder model non-human animal |
| US6835927B2 (en) * | 2001-10-15 | 2004-12-28 | Surromed, Inc. | Mass spectrometric quantification of chemical mixture components |
| WO2003054549A2 (en) * | 2001-12-08 | 2003-07-03 | Micromass Uk Limited | Method of mass spectrometry |
| US7635841B2 (en) * | 2001-12-12 | 2009-12-22 | Micromass Uk Limited | Method of mass spectrometry |
| US20030180800A1 (en) * | 2002-03-22 | 2003-09-25 | Lee Wai-Nang Paul | Stable isotope based dynamic metabolic profiling of living organisms for characterization of metabolic diseases, drug testing and drug development |
| US20060100903A1 (en) * | 2002-03-22 | 2006-05-11 | Los Angeles Biomedical Research Institute At Harbor-Ucla Medical Center | Method of enhancing the efficiency of a pharmaceutical business |
| US20030180710A1 (en) | 2002-03-22 | 2003-09-25 | Lee Wai-Nang Paul | Method of enhancing the efficiency of a pharmaceutical business |
| US20050281745A1 (en) * | 2002-03-22 | 2005-12-22 | Los Angeles Biomedical Research Institute At Harbor-Ucla Medical Center | Stable isotope based dynamic metabolic profiling of living organisms for characterization of metabolic diseases, drug testing and drug development |
| AU2003234688A1 (en) | 2002-04-05 | 2003-10-27 | The Regents Of The University Of California | Method for isolating and measuring proliferation of long-term label retaining cells and stem cells |
| US20030211036A1 (en) * | 2002-05-07 | 2003-11-13 | Hadassa Degani | Method and apparatus for monitoring and quantitatively evaluating tumor perfusion |
| WO2004003493A2 (en) | 2002-06-26 | 2004-01-08 | The Regents Of The University Of California | Methods and kits for determining energy expenditure in living organisms by metabolic water production |
| US7510880B2 (en) * | 2002-06-26 | 2009-03-31 | Gross Richard W | Multidimensional mass spectrometry of serum and cellular lipids directly from biologic extracts |
| AU2003265448A1 (en) * | 2002-08-16 | 2004-03-03 | The Regents Of The University Of California | Dynamic hepatic recycling glucose tolerance test |
| US20060105339A1 (en) * | 2002-09-04 | 2006-05-18 | Marc Hellerstein | Methods for measuring the rates of replication and death of microbial infectious agents in an infected |
| US20070248540A1 (en) * | 2002-09-16 | 2007-10-25 | The Regents Of The University Of California | Biochemical methods for measuring metabolic fitness of tissues or whole organisms |
| TW200502394A (en) | 2002-09-16 | 2005-01-16 | Univ California | Biochemical methods for measuring metabolic fitness of tissues or whole organisms |
| GB0221920D0 (en) * | 2002-09-20 | 2002-10-30 | Ricardo Consulting Eng | Emission reduction apparatus |
| EP2722869A1 (en) * | 2002-10-29 | 2014-04-23 | Target Discovery, Inc. | Method for increasing ionization efficiency in mass spectroscopy |
| US20040121305A1 (en) * | 2002-12-18 | 2004-06-24 | Wiegand Roger Charles | Generation of efficacy, toxicity and disease signatures and methods of use thereof |
| US6906320B2 (en) * | 2003-04-02 | 2005-06-14 | Merck & Co., Inc. | Mass spectrometry data analysis techniques |
| US20050014181A1 (en) * | 2003-06-18 | 2005-01-20 | Galis Zorina S. | Methods and compositions for the assessment of polymer assembly |
| EP1644856A2 (en) * | 2003-06-30 | 2006-04-12 | Ajinomoto Co., Inc. | Intracellular metabolic flux analysis method using substrate labeled with isotope |
| WO2005009597A2 (en) | 2003-07-03 | 2005-02-03 | The Regents Of The University Of California | Methods for comparing relative flux rates of two or more biological molecules in vivo through a single protocol |
| US8510054B2 (en) * | 2004-02-05 | 2013-08-13 | Ajinomoto Co., Inc. | Intracellular metabolic flux analysis method using substrate labeled with isotope |
| WO2006028492A2 (en) | 2004-02-13 | 2006-03-16 | Nuvelo, Inc. | hC1Q/TNF7 AND USES THEREOF |
| CA2559095A1 (en) * | 2004-03-11 | 2005-09-22 | The Regents Of The University Of California | Temporal or spatial characterization of biosynthetic events in living organisms by isotopic fingerprinting under conditions of imposed isotopic gradients |
| US20050238577A1 (en) * | 2004-03-29 | 2005-10-27 | The Regents Of The University Of California | Isolation of epithelial cells or their biochemical contents from excreta after in vivo isotopic labeling |
| US20050255509A1 (en) * | 2004-03-30 | 2005-11-17 | Kinemed, Inc. | In vivo measurement of the relative fluxes through ribonucleotide reductase vs. deoxyribonucleoside pathways using isotopes |
| JP4654592B2 (en) * | 2004-04-02 | 2011-03-23 | 味の素株式会社 | Determination of metabolic flux |
| AU2005302417A1 (en) | 2004-10-29 | 2006-05-11 | Target Discovery, Inc. | Glycan analysis using deuterated glucose |
| US8613904B2 (en) | 2005-01-26 | 2013-12-24 | The Regents Of The University Of Colorado | Methods for diagnosis and intervention of hepatic disorders |
| WO2006107814A2 (en) | 2005-04-06 | 2006-10-12 | Washington University In St. Louis | Methods for measuring the metabolism of neurally derived biomolecules in vivo |
| US20060251576A1 (en) * | 2005-05-03 | 2006-11-09 | The Regents Of The University Of California | Methods for measuring cholesterol metabolism and transport |
-
2004
- 2004-11-23 US US10/997,323 patent/US20050202406A1/en not_active Abandoned
- 2004-11-24 CA CA002546868A patent/CA2546868A1/en not_active Abandoned
- 2004-11-24 TW TW093136151A patent/TW200530587A/en unknown
- 2004-11-24 AU AU2004293106A patent/AU2004293106A1/en not_active Abandoned
- 2004-11-24 WO PCT/US2004/039722 patent/WO2005051434A1/en not_active Ceased
- 2004-11-24 EP EP04812281A patent/EP1687035A4/en not_active Withdrawn
- 2004-11-24 JP JP2006541461A patent/JP2007522437A/en active Pending
-
2006
- 2006-04-25 IL IL175178A patent/IL175178A0/en unknown
-
2011
- 2011-02-18 US US13/031,084 patent/US8663602B2/en not_active Expired - Fee Related
-
2014
- 2014-01-29 US US14/167,917 patent/US20140162900A1/en not_active Abandoned
Patent Citations (27)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6010846A (en) * | 1997-05-15 | 2000-01-04 | The Regents Of The University Of California | Methods for measuring cellular proliferation and destruction rates in vitro and in vivo |
| US6461806B1 (en) * | 1997-05-15 | 2002-10-08 | The Regents Of The University Of California | Methods for measuring cellular proliferation and destruction rates in vitro and in vivo |
| US6808875B2 (en) * | 1997-05-15 | 2004-10-26 | The Regents Of The University Of California | Methods for screening cellular proliferation using isotope labels |
| US7022834B2 (en) * | 1997-05-15 | 2006-04-04 | The Regents Of The University Of California | Isotopically labelled DNA |
| US5910403A (en) * | 1997-05-15 | 1999-06-08 | The Regents Of University Of California | Methods for measuring cellular proliferation and destruction rates in vitro and in vivo |
| US7410633B2 (en) * | 2001-10-24 | 2008-08-12 | The Regents Of The University Of California | Measurement of protein synthesis rates in humans and experimental systems by use of isotopically labeled water |
| US7001587B2 (en) * | 2001-10-24 | 2006-02-21 | The Regents Of The University Of California | Measurement of protein synthesis rates in humans and experimental systems by use of isotopically labeled water |
| US7307059B2 (en) * | 2001-10-24 | 2007-12-11 | The Regents Of The University Of California | Measurement of protein synthesis rates in humans and experimental systems by use of isotopically labeled water |
| US8084016B2 (en) * | 2002-02-12 | 2011-12-27 | The Regents Of The University Of California | Measurement of biosynthesis and breakdown rates of biological molecules that are inaccessible or not easily accessible to direct sampling, non-invasively, by label incorporation into metabolic derivatives and catabolitic products |
| US7449171B2 (en) * | 2002-02-12 | 2008-11-11 | The Regents Of The University Of California | Measurement of biosynthesis and breakdown rates of biological molecules that are inaccessible or not easily accessible to direct sampling, non-invasively, by label incorporation into metabolic derivatives and catabolic products |
| US8481478B2 (en) * | 2002-07-30 | 2013-07-09 | The Regents Of The University Of California | Method for automated, large-scale measurement of the molecular flux rates of the proteome or the organeome using mass spectrometry |
| US8969287B2 (en) * | 2002-07-30 | 2015-03-03 | The Regents Of The University Of California | Method for automated, large-scale measurement of the molecular flux rates of the proteome or the organeome using mass spectrometry |
| US8129335B2 (en) * | 2002-07-30 | 2012-03-06 | The Regents Of The University Of California | Method for automated, large-scale measurement of the molecular flux rates of the proteome or the organeome using mass spectrometry |
| US8021644B2 (en) * | 2002-09-13 | 2011-09-20 | The Regents Of The University Of California | Methods for measuring rates of reverse cholesterol transport in vivo, as an index of anti-atherogenesis |
| US7255850B2 (en) * | 2002-09-13 | 2007-08-14 | The Regents Of The University Of California | Methods for measuring rates of reserve cholesterol transport in vivo, as an index of anti-atherogenesis |
| US7504233B2 (en) * | 2002-11-04 | 2009-03-17 | The Regents Of The University Of California | Methods for determining the metabolism of sugars and fats in an individual |
| US7910323B2 (en) * | 2002-11-04 | 2011-03-22 | The Regents Of The University Of California | Methods for identifying the effect of a drug agent on the metabolism of sugars and fats in an individual |
| US7357913B2 (en) * | 2003-07-03 | 2008-04-15 | The Regents Of The University Of California | Methods for detecting, prognosing, or monitoring a disorder by comparing relative flux rates of two or more biological molecules in vivo |
| US7262020B2 (en) * | 2003-07-03 | 2007-08-28 | The Regents Of The University Of California | Methods for comparing relative flux rates of two or more biological molecules in vivo through a single protocol |
| US8663602B2 (en) * | 2003-11-25 | 2014-03-04 | The Regents Of The University Of California | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems |
| US8005623B2 (en) * | 2004-02-20 | 2011-08-23 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US8401800B2 (en) * | 2004-02-20 | 2013-03-19 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US8849581B2 (en) * | 2004-02-20 | 2014-09-30 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US9037417B2 (en) * | 2004-02-20 | 2015-05-19 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling In Vivo, as biomarkers of drug action and disease activity |
| US9043159B2 (en) * | 2004-02-20 | 2015-05-26 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US8741589B2 (en) * | 2005-06-10 | 2014-06-03 | The Regents Of The University Of California | Monitoring two dimensions of diabetes pathogenesis |
| US9134319B2 (en) * | 2013-03-15 | 2015-09-15 | The Regents Of The University Of California | Method for replacing biomarkers of protein kinetics from tissue samples by biomarkers of protein kinetics from body fluids after isotopic labeling in vivo |
Cited By (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9720002B2 (en) | 2004-02-20 | 2017-08-01 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US9778268B2 (en) | 2004-02-20 | 2017-10-03 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US10466253B2 (en) | 2004-02-20 | 2019-11-05 | The Regents Of The University Of California | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity |
| US10386371B2 (en) | 2011-09-08 | 2019-08-20 | The Regents Of The University Of California | Metabolic flux measurement, imaging and microscopy |
| US9737260B2 (en) | 2011-12-07 | 2017-08-22 | Glaxosmithkline Llc | Methods for determining total body skeletal muscle mass |
| US9134319B2 (en) | 2013-03-15 | 2015-09-15 | The Regents Of The University Of California | Method for replacing biomarkers of protein kinetics from tissue samples by biomarkers of protein kinetics from body fluids after isotopic labeling in vivo |
| US20160363580A1 (en) * | 2015-06-11 | 2016-12-15 | The Texas A&M University System | Methods of Metabolic Kinetic Phenotyping and Uses Thereof |
| US10839936B2 (en) | 2015-11-02 | 2020-11-17 | International Business Machines Corporation | Evidence boosting in rational drug design and indication expansion by leveraging disease association |
Also Published As
| Publication number | Publication date |
|---|---|
| TW200530587A (en) | 2005-09-16 |
| AU2004293106A1 (en) | 2005-06-09 |
| JP2007522437A (en) | 2007-08-09 |
| US20110195865A1 (en) | 2011-08-11 |
| US20050202406A1 (en) | 2005-09-15 |
| EP1687035A4 (en) | 2010-11-03 |
| WO2005051434A1 (en) | 2005-06-09 |
| US8663602B2 (en) | 2014-03-04 |
| CA2546868A1 (en) | 2005-06-09 |
| IL175178A0 (en) | 2006-09-05 |
| EP1687035A1 (en) | 2006-08-09 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US8663602B2 (en) | Method for high-throughput screening of compounds and combinations of compounds for discovery and quantification of actions, particularly unanticipated therapeutic or toxic actions, in biological systems | |
| US10466253B2 (en) | Molecular flux rates through critical pathways measured by stable isotope labeling in vivo, as biomarkers of drug action and disease activity | |
| US7262020B2 (en) | Methods for comparing relative flux rates of two or more biological molecules in vivo through a single protocol | |
| US7449171B2 (en) | Measurement of biosynthesis and breakdown rates of biological molecules that are inaccessible or not easily accessible to direct sampling, non-invasively, by label incorporation into metabolic derivatives and catabolic products | |
| US20050238577A1 (en) | Isolation of epithelial cells or their biochemical contents from excreta after in vivo isotopic labeling | |
| US20050201937A1 (en) | Temporal or spatial characterization of biosynthetic events in living organisms by isotopic fingerprinting under conditions of imposed isotopic gradients | |
| WO2005009597A2 (en) | Methods for comparing relative flux rates of two or more biological molecules in vivo through a single protocol |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| AS | Assignment |
Owner name: THE REGENTS OF THE UNIVERSITY OF CALIFORNIA, CALIF Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:HELLERSTEIN, MARC K.;REEL/FRAME:033150/0895 Effective date: 20041221 |
|
| STCB | Information on status: application discontinuation |
Free format text: ABANDONED -- FAILURE TO RESPOND TO AN OFFICE ACTION |