AT507402A1 - METHOD FOR TESTING THE IRRITING OR ALLERGENIC POTENTIAL OF A PRODUCT - Google Patents
METHOD FOR TESTING THE IRRITING OR ALLERGENIC POTENTIAL OF A PRODUCT Download PDFInfo
- Publication number
- AT507402A1 AT507402A1 AT14422008A AT14422008A AT507402A1 AT 507402 A1 AT507402 A1 AT 507402A1 AT 14422008 A AT14422008 A AT 14422008A AT 14422008 A AT14422008 A AT 14422008A AT 507402 A1 AT507402 A1 AT 507402A1
- Authority
- AT
- Austria
- Prior art keywords
- genes
- allergenic
- irritating
- product
- probes
- Prior art date
Links
- 230000002009 allergenic effect Effects 0.000 title claims description 51
- 238000000034 method Methods 0.000 title claims description 50
- 238000012360 testing method Methods 0.000 title claims description 13
- 108090000623 proteins and genes Proteins 0.000 claims description 147
- 239000000523 sample Substances 0.000 claims description 93
- -1 FAB- P4 Proteins 0.000 claims description 55
- 210000004443 dendritic cell Anatomy 0.000 claims description 45
- 230000000622 irritating effect Effects 0.000 claims description 43
- 238000002493 microarray Methods 0.000 claims description 34
- 102100031510 Fibrillin-2 Human genes 0.000 claims description 23
- 101000846890 Homo sapiens Fibrillin-2 Proteins 0.000 claims description 23
- 102100027156 Butyrophilin subfamily 2 member A2 Human genes 0.000 claims description 22
- 101000984925 Homo sapiens Butyrophilin subfamily 2 member A2 Proteins 0.000 claims description 22
- 108010090306 Member 2 Subfamily G ATP Binding Cassette Transporter Proteins 0.000 claims description 21
- 108010074687 Signaling Lymphocytic Activation Molecule Family Member 1 Proteins 0.000 claims description 21
- 101000597244 Homo sapiens Pleckstrin homology-like domain family B member 3 Proteins 0.000 claims description 19
- 210000004027 cell Anatomy 0.000 claims description 19
- 102100030431 Fatty acid-binding protein, adipocyte Human genes 0.000 claims description 18
- 101001062864 Homo sapiens Fatty acid-binding protein, adipocyte Proteins 0.000 claims description 18
- 238000009396 hybridization Methods 0.000 claims description 15
- 101000868747 Homo sapiens SPOC domain-containing protein 1 Proteins 0.000 claims description 12
- 102100032395 SPOC domain-containing protein 1 Human genes 0.000 claims description 12
- 238000003556 assay Methods 0.000 claims description 12
- 231100000344 non-irritating Toxicity 0.000 claims description 12
- 102100031585 ADP-ribosyl cyclase/cyclic ADP-ribose hydrolase 1 Human genes 0.000 claims description 11
- 102100039140 Acyloxyacyl hydrolase Human genes 0.000 claims description 11
- 102100033648 Arf-GAP with Rho-GAP domain, ANK repeat and PH domain-containing protein 3 Human genes 0.000 claims description 11
- 102100030670 Core histone macro-H2A.2 Human genes 0.000 claims description 11
- 102100040626 Cytosolic phospholipase A2 gamma Human genes 0.000 claims description 11
- 102100036504 Dehydrogenase/reductase SDR family member 9 Human genes 0.000 claims description 11
- 102100032025 ETS homologous factor Human genes 0.000 claims description 11
- 101000777636 Homo sapiens ADP-ribosyl cyclase/cyclic ADP-ribose hydrolase 1 Proteins 0.000 claims description 11
- 101000889541 Homo sapiens Acyloxyacyl hydrolase Proteins 0.000 claims description 11
- 101000733571 Homo sapiens Arf-GAP with Rho-GAP domain, ANK repeat and PH domain-containing protein 3 Proteins 0.000 claims description 11
- 101001084697 Homo sapiens Core histone macro-H2A.2 Proteins 0.000 claims description 11
- 101000614106 Homo sapiens Cytosolic phospholipase A2 gamma Proteins 0.000 claims description 11
- 101000928746 Homo sapiens Dehydrogenase/reductase SDR family member 9 Proteins 0.000 claims description 11
- 101000921245 Homo sapiens ETS homologous factor Proteins 0.000 claims description 11
- 101001035237 Homo sapiens Integrin alpha-D Proteins 0.000 claims description 11
- 101001121408 Homo sapiens L-amino-acid oxidase Proteins 0.000 claims description 11
- 101001018034 Homo sapiens Lymphocyte antigen 75 Proteins 0.000 claims description 11
- 101001014566 Homo sapiens Membrane-spanning 4-domains subfamily A member 3 Proteins 0.000 claims description 11
- 101000988395 Homo sapiens PDZ and LIM domain protein 4 Proteins 0.000 claims description 11
- 101000864662 Homo sapiens Probable ATP-dependent RNA helicase DHX58 Proteins 0.000 claims description 11
- 101000626379 Homo sapiens Synaptotagmin-11 Proteins 0.000 claims description 11
- 101000708741 Homo sapiens Transcription factor RelB Proteins 0.000 claims description 11
- 102100039904 Integrin alpha-D Human genes 0.000 claims description 11
- 102100026388 L-amino-acid oxidase Human genes 0.000 claims description 11
- 102100033486 Lymphocyte antigen 75 Human genes 0.000 claims description 11
- 102100032517 Membrane-spanning 4-domains subfamily A member 3 Human genes 0.000 claims description 11
- 108010063737 Myristoylated Alanine-Rich C Kinase Substrate Proteins 0.000 claims description 11
- 102100029178 PDZ and LIM domain protein 4 Human genes 0.000 claims description 11
- 102100030090 Probable ATP-dependent RNA helicase DHX58 Human genes 0.000 claims description 11
- 102100029796 Protein S100-A10 Human genes 0.000 claims description 11
- 108010085149 S100 Calcium-Binding Protein A4 Proteins 0.000 claims description 11
- 102100024609 Synaptotagmin-11 Human genes 0.000 claims description 11
- 102100032727 Transcription factor RelB Human genes 0.000 claims description 11
- 102100036948 DNA polymerase epsilon subunit 4 Human genes 0.000 claims description 10
- 102100033176 Epithelial membrane protein 2 Human genes 0.000 claims description 10
- 101000804960 Homo sapiens DNA polymerase epsilon subunit 4 Proteins 0.000 claims description 10
- 101000851002 Homo sapiens Epithelial membrane protein 2 Proteins 0.000 claims description 10
- 101001091996 Homo sapiens Rho GTPase-activating protein 22 Proteins 0.000 claims description 10
- 102100035757 Rho GTPase-activating protein 22 Human genes 0.000 claims description 10
- 108091006660 SLC9A9 Proteins 0.000 claims description 10
- 102100029967 Sodium/hydrogen exchanger 9 Human genes 0.000 claims description 10
- 101000957316 Homo sapiens Lysophospholipid acyltransferase 2 Proteins 0.000 claims description 9
- 101000648505 Homo sapiens Tumor necrosis factor receptor superfamily member 12A Proteins 0.000 claims description 9
- 102100038805 Lysophospholipid acyltransferase 2 Human genes 0.000 claims description 9
- 102100028786 Tumor necrosis factor receptor superfamily member 12A Human genes 0.000 claims description 9
- 239000002299 complementary DNA Substances 0.000 claims description 9
- 238000003753 real-time PCR Methods 0.000 claims description 8
- 101000745252 Homo sapiens Plasma membrane ascorbate-dependent reductase CYBRD1 Proteins 0.000 claims description 7
- 102000015695 Myristoylated Alanine-Rich C Kinase Substrate Human genes 0.000 claims description 7
- 102100039902 Plasma membrane ascorbate-dependent reductase CYBRD1 Human genes 0.000 claims description 7
- 101001076407 Homo sapiens Interleukin-1 receptor antagonist protein Proteins 0.000 claims description 6
- 101001064542 Homo sapiens Liprin-beta-1 Proteins 0.000 claims description 6
- 102100026018 Interleukin-1 receptor antagonist protein Human genes 0.000 claims description 6
- 102100031961 Liprin-beta-1 Human genes 0.000 claims description 6
- 102100039621 Epithelial-stromal interaction protein 1 Human genes 0.000 claims description 5
- 101000814134 Homo sapiens Epithelial-stromal interaction protein 1 Proteins 0.000 claims description 5
- 210000001616 monocyte Anatomy 0.000 claims description 4
- 102100031573 Hematopoietic progenitor cell antigen CD34 Human genes 0.000 claims description 3
- 101000777663 Homo sapiens Hematopoietic progenitor cell antigen CD34 Proteins 0.000 claims description 3
- 238000001514 detection method Methods 0.000 claims description 3
- 108020004999 messenger RNA Proteins 0.000 claims description 3
- 239000004005 microsphere Substances 0.000 claims description 3
- 238000012567 pattern recognition method Methods 0.000 claims description 3
- 210000005259 peripheral blood Anatomy 0.000 claims description 3
- 239000011886 peripheral blood Substances 0.000 claims description 3
- 210000000130 stem cell Anatomy 0.000 claims description 3
- KXGFMDJXCMQABM-UHFFFAOYSA-N 2-methoxy-6-methylphenol Chemical compound [CH]OC1=CC=CC([CH])=C1O KXGFMDJXCMQABM-UHFFFAOYSA-N 0.000 claims description 2
- 210000001821 langerhans cell Anatomy 0.000 claims description 2
- 229920001568 phenolic resin Polymers 0.000 claims description 2
- 239000005011 phenolic resin Substances 0.000 claims description 2
- 229920000642 polymer Polymers 0.000 claims description 2
- 102000013013 Member 2 Subfamily G ATP Binding Cassette Transporter Human genes 0.000 claims 7
- 102000008115 Signaling Lymphocytic Activation Molecule Family Member 1 Human genes 0.000 claims 7
- 102000007460 S100 Calcium-Binding Protein A4 Human genes 0.000 claims 4
- 101100226589 Mus musculus Fabp1 gene Proteins 0.000 claims 1
- 239000000126 substance Substances 0.000 description 62
- 108020004414 DNA Proteins 0.000 description 49
- 230000014509 gene expression Effects 0.000 description 41
- 108091032973 (ribonucleotides)n+m Proteins 0.000 description 28
- OVOJUAKDTOOXRF-UHFFFAOYSA-N 2,4-dinitrobenzenesulfonic acid Chemical compound OS(=O)(=O)C1=CC=C([N+]([O-])=O)C=C1[N+]([O-])=O OVOJUAKDTOOXRF-UHFFFAOYSA-N 0.000 description 19
- 238000002474 experimental method Methods 0.000 description 17
- DBMJMQXJHONAFJ-UHFFFAOYSA-M Sodium laurylsulphate Chemical compound [Na+].CCCCCCCCCCCCOS([O-])(=O)=O DBMJMQXJHONAFJ-UHFFFAOYSA-M 0.000 description 15
- 238000002790 cross-validation Methods 0.000 description 15
- 102100022595 Broad substrate specificity ATP-binding cassette transporter ABCG2 Human genes 0.000 description 14
- 102100029215 Signaling lymphocytic activation molecule Human genes 0.000 description 14
- 239000013566 allergen Substances 0.000 description 14
- 238000010606 normalization Methods 0.000 description 14
- 239000003550 marker Substances 0.000 description 13
- 238000003752 polymerase chain reaction Methods 0.000 description 13
- 239000002904 solvent Substances 0.000 description 13
- VYZAHLCBVHPDDF-UHFFFAOYSA-N Dinitrochlorobenzene Chemical compound [O-][N+](=O)C1=CC=C(Cl)C([N+]([O-])=O)=C1 VYZAHLCBVHPDDF-UHFFFAOYSA-N 0.000 description 12
- 230000003827 upregulation Effects 0.000 description 10
- 238000004458 analytical method Methods 0.000 description 9
- 230000007688 immunotoxicity Effects 0.000 description 9
- 231100000386 immunotoxicity Toxicity 0.000 description 9
- 230000035800 maturation Effects 0.000 description 9
- 231100000489 sensitizer Toxicity 0.000 description 9
- 230000003013 cytotoxicity Effects 0.000 description 8
- 231100000135 cytotoxicity Toxicity 0.000 description 8
- 230000006698 induction Effects 0.000 description 8
- 229910000363 nickel(II) sulfate Inorganic materials 0.000 description 8
- 102100023087 Protein S100-A4 Human genes 0.000 description 7
- 150000007523 nucleic acids Chemical group 0.000 description 7
- 230000001105 regulatory effect Effects 0.000 description 7
- 241000080590 Niso Species 0.000 description 6
- 102100035151 Pleckstrin homology-like domain family B member 3 Human genes 0.000 description 6
- 230000001965 increasing effect Effects 0.000 description 6
- 239000007787 solid Substances 0.000 description 6
- 230000035899 viability Effects 0.000 description 6
- 230000003321 amplification Effects 0.000 description 5
- 230000000694 effects Effects 0.000 description 5
- 238000005516 engineering process Methods 0.000 description 5
- 238000003199 nucleic acid amplification method Methods 0.000 description 5
- 102000039446 nucleic acids Human genes 0.000 description 5
- 108020004707 nucleic acids Proteins 0.000 description 5
- XJMOSONTPMZWPB-UHFFFAOYSA-M propidium iodide Chemical compound [I-].[I-].C12=CC(N)=CC=C2C2=CC=C(N)C=C2[N+](CCC[N+](C)(CC)CC)=C1C1=CC=CC=C1 XJMOSONTPMZWPB-UHFFFAOYSA-M 0.000 description 5
- 230000001988 toxicity Effects 0.000 description 5
- 231100000419 toxicity Toxicity 0.000 description 5
- 102100039398 C-X-C motif chemokine 2 Human genes 0.000 description 4
- 238000000018 DNA microarray Methods 0.000 description 4
- 101000889128 Homo sapiens C-X-C motif chemokine 2 Proteins 0.000 description 4
- 101000661821 Homo sapiens Serine/threonine-protein kinase 17A Proteins 0.000 description 4
- 101000801701 Homo sapiens Tropomyosin alpha-1 chain Proteins 0.000 description 4
- 108091058560 IL8 Proteins 0.000 description 4
- 102000004890 Interleukin-8 Human genes 0.000 description 4
- 108090001007 Interleukin-8 Proteins 0.000 description 4
- 102100037955 Serine/threonine-protein kinase 17A Human genes 0.000 description 4
- 102100033632 Tropomyosin alpha-1 chain Human genes 0.000 description 4
- 238000003491 array Methods 0.000 description 4
- RRAFCDWBNXTKKO-UHFFFAOYSA-N eugenol Chemical compound COC1=CC(CC=C)=CC=C1O RRAFCDWBNXTKKO-UHFFFAOYSA-N 0.000 description 4
- 238000000684 flow cytometry Methods 0.000 description 4
- 239000007850 fluorescent dye Substances 0.000 description 4
- 238000013518 transcription Methods 0.000 description 4
- 230000035897 transcription Effects 0.000 description 4
- IAZDPXIOMUYVGZ-UHFFFAOYSA-N Dimethylsulphoxide Chemical compound CS(C)=O IAZDPXIOMUYVGZ-UHFFFAOYSA-N 0.000 description 3
- 101000946889 Homo sapiens Monocyte differentiation antigen CD14 Proteins 0.000 description 3
- 102100035877 Monocyte differentiation antigen CD14 Human genes 0.000 description 3
- 238000011529 RT qPCR Methods 0.000 description 3
- 238000006243 chemical reaction Methods 0.000 description 3
- 231100000673 dose–response relationship Toxicity 0.000 description 3
- 239000002158 endotoxin Substances 0.000 description 3
- 239000011521 glass Substances 0.000 description 3
- 238000000338 in vitro Methods 0.000 description 3
- 229920006008 lipopolysaccharide Polymers 0.000 description 3
- 238000003909 pattern recognition Methods 0.000 description 3
- 108090000765 processed proteins & peptides Proteins 0.000 description 3
- 102000004169 proteins and genes Human genes 0.000 description 3
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 description 3
- 231100000942 weak sensitizer Toxicity 0.000 description 3
- 102000049320 CD36 Human genes 0.000 description 2
- 108010045374 CD36 Antigens Proteins 0.000 description 2
- 102100029391 Cardiotrophin-like cytokine factor 1 Human genes 0.000 description 2
- 108020004635 Complementary DNA Proteins 0.000 description 2
- 102000016911 Deoxyribonucleases Human genes 0.000 description 2
- 108010053770 Deoxyribonucleases Proteins 0.000 description 2
- 102100024425 Dihydropyrimidinase-related protein 3 Human genes 0.000 description 2
- 102100035087 Ectoderm-neural cortex protein 1 Human genes 0.000 description 2
- 108700039887 Essential Genes Proteins 0.000 description 2
- LFQSCWFLJHTTHZ-UHFFFAOYSA-N Ethanol Chemical compound CCO LFQSCWFLJHTTHZ-UHFFFAOYSA-N 0.000 description 2
- 102100035688 Guanylate-binding protein 1 Human genes 0.000 description 2
- 101000989964 Homo sapiens Cardiotrophin-like cytokine factor 1 Proteins 0.000 description 2
- 101001053501 Homo sapiens Dihydropyrimidinase-related protein 3 Proteins 0.000 description 2
- 101000877456 Homo sapiens Ectoderm-neural cortex protein 1 Proteins 0.000 description 2
- 101001001336 Homo sapiens Guanylate-binding protein 1 Proteins 0.000 description 2
- 101001070790 Homo sapiens Platelet glycoprotein Ib alpha chain Proteins 0.000 description 2
- 101000611183 Homo sapiens Tumor necrosis factor Proteins 0.000 description 2
- 102000003812 Interleukin-15 Human genes 0.000 description 2
- 108090000172 Interleukin-15 Proteins 0.000 description 2
- 102100034173 Platelet glycoprotein Ib alpha chain Human genes 0.000 description 2
- 102100032891 Superoxide dismutase [Mn], mitochondrial Human genes 0.000 description 2
- 102100040247 Tumor necrosis factor Human genes 0.000 description 2
- 238000013459 approach Methods 0.000 description 2
- 238000013528 artificial neural network Methods 0.000 description 2
- 230000008901 benefit Effects 0.000 description 2
- 230000027455 binding Effects 0.000 description 2
- RGWHQCVHVJXOKC-SHYZEUOFSA-J dCTP(4-) Chemical compound O=C1N=C(N)C=CN1[C@@H]1O[C@H](COP([O-])(=O)OP([O-])(=O)OP([O-])([O-])=O)[C@@H](O)C1 RGWHQCVHVJXOKC-SHYZEUOFSA-J 0.000 description 2
- 238000007405 data analysis Methods 0.000 description 2
- 238000013461 design Methods 0.000 description 2
- 230000003828 downregulation Effects 0.000 description 2
- 238000010195 expression analysis Methods 0.000 description 2
- 230000001939 inductive effect Effects 0.000 description 2
- 231100000021 irritant Toxicity 0.000 description 2
- 239000002085 irritant Substances 0.000 description 2
- 238000002372 labelling Methods 0.000 description 2
- 239000000463 material Substances 0.000 description 2
- 238000005259 measurement Methods 0.000 description 2
- OSWPMRLSEDHDFF-UHFFFAOYSA-N methyl salicylate Chemical compound COC(=O)C1=CC=CC=C1O OSWPMRLSEDHDFF-UHFFFAOYSA-N 0.000 description 2
- LGQLOGILCSXPEA-UHFFFAOYSA-L nickel sulfate Chemical compound [Ni+2].[O-]S([O-])(=O)=O LGQLOGILCSXPEA-UHFFFAOYSA-L 0.000 description 2
- 238000000206 photolithography Methods 0.000 description 2
- 229920001184 polypeptide Polymers 0.000 description 2
- 230000008569 process Effects 0.000 description 2
- 102000004196 processed proteins & peptides Human genes 0.000 description 2
- 238000000746 purification Methods 0.000 description 2
- 230000009467 reduction Effects 0.000 description 2
- 238000011160 research Methods 0.000 description 2
- 238000010839 reverse transcription Methods 0.000 description 2
- 238000010186 staining Methods 0.000 description 2
- 108010045815 superoxide dismutase 2 Proteins 0.000 description 2
- 238000012706 support-vector machine Methods 0.000 description 2
- UJCHIZDEQZMODR-BYPYZUCNSA-N (2r)-2-acetamido-3-sulfanylpropanamide Chemical compound CC(=O)N[C@@H](CS)C(N)=O UJCHIZDEQZMODR-BYPYZUCNSA-N 0.000 description 1
- 102100030389 1-phosphatidylinositol 4,5-bisphosphate phosphodiesterase beta-2 Human genes 0.000 description 1
- 102100020928 14 kDa phosphohistidine phosphatase Human genes 0.000 description 1
- 101710082470 14 kDa phosphohistidine phosphatase Proteins 0.000 description 1
- 102100021408 14-3-3 protein beta/alpha Human genes 0.000 description 1
- RFBVBRVVOPAAFS-UHFFFAOYSA-N 2,2-bis(hydroxymethyl)-1-azabicyclo[2.2.2]octan-3-one Chemical compound C1CC2CCN1C(CO)(CO)C2=O RFBVBRVVOPAAFS-UHFFFAOYSA-N 0.000 description 1
- OVOJUAKDTOOXRF-UHFFFAOYSA-M 2,4-dinitrobenzenesulfonate Chemical compound [O-][N+](=O)C1=CC=C(S([O-])(=O)=O)C([N+]([O-])=O)=C1 OVOJUAKDTOOXRF-UHFFFAOYSA-M 0.000 description 1
- 102100031599 2-(3-amino-3-carboxypropyl)histidine synthase subunit 1 Human genes 0.000 description 1
- YMZPQKXPKZZSFV-CPWYAANMSA-N 2-[3-[(1r)-1-[(2s)-1-[(2s)-2-[(1r)-cyclohex-2-en-1-yl]-2-(3,4,5-trimethoxyphenyl)acetyl]piperidine-2-carbonyl]oxy-3-(3,4-dimethoxyphenyl)propyl]phenoxy]acetic acid Chemical compound C1=C(OC)C(OC)=CC=C1CC[C@H](C=1C=C(OCC(O)=O)C=CC=1)OC(=O)[C@H]1N(C(=O)[C@@H]([C@H]2C=CCCC2)C=2C=C(OC)C(OC)=C(OC)C=2)CCCC1 YMZPQKXPKZZSFV-CPWYAANMSA-N 0.000 description 1
- LTPSRQRIPCVMKQ-UHFFFAOYSA-N 2-amino-5-methylbenzenesulfonic acid Chemical compound CC1=CC=C(N)C(S(O)(=O)=O)=C1 LTPSRQRIPCVMKQ-UHFFFAOYSA-N 0.000 description 1
- DIDGPCDGNMIUNX-UUOKFMHZSA-N 2-amino-9-[(2r,3r,4s,5r)-5-(dihydroxyphosphinothioyloxymethyl)-3,4-dihydroxyoxolan-2-yl]-3h-purin-6-one Chemical compound C1=2NC(N)=NC(=O)C=2N=CN1[C@@H]1O[C@H](COP(O)(O)=S)[C@@H](O)[C@H]1O DIDGPCDGNMIUNX-UUOKFMHZSA-N 0.000 description 1
- 102100026936 2-oxoglutarate dehydrogenase, mitochondrial Human genes 0.000 description 1
- 102100029444 28S ribosomal protein S10, mitochondrial Human genes 0.000 description 1
- 102100039082 3 beta-hydroxysteroid dehydrogenase/Delta 5->4-isomerase type 1 Human genes 0.000 description 1
- KKJZEUXMWDXPAU-UHFFFAOYSA-N 3,6-bis[(4-aminophenyl)imino]cyclohexa-1,4-diene-1,4-diamine Chemical compound NC1=CC(=NC=2C=CC(N)=CC=2)C(N)=CC1=NC1=CC=C(N)C=C1 KKJZEUXMWDXPAU-UHFFFAOYSA-N 0.000 description 1
- 102100037149 3-oxoacyl-[acyl-carrier-protein] synthase, mitochondrial Human genes 0.000 description 1
- 102100033747 39S ribosomal protein L15, mitochondrial Human genes 0.000 description 1
- 102100028108 39S ribosomal protein L20, mitochondrial Human genes 0.000 description 1
- 102100039769 39S ribosomal protein L28, mitochondrial Human genes 0.000 description 1
- 102100020964 39S ribosomal protein L34, mitochondrial Human genes 0.000 description 1
- 102100027562 39S ribosomal protein L36, mitochondrial Human genes 0.000 description 1
- 102100027561 39S ribosomal protein L37, mitochondrial Human genes 0.000 description 1
- 102100039776 39S ribosomal protein L4, mitochondrial Human genes 0.000 description 1
- 102100034140 39S ribosomal protein L43, mitochondrial Human genes 0.000 description 1
- 102100024047 4'-phosphopantetheine phosphatase Human genes 0.000 description 1
- 102100023216 40S ribosomal protein S15 Human genes 0.000 description 1
- 101150034014 48 gene Proteins 0.000 description 1
- 101150039504 6 gene Proteins 0.000 description 1
- 102100031854 60S ribosomal protein L14 Human genes 0.000 description 1
- 102100024406 60S ribosomal protein L15 Human genes 0.000 description 1
- 102100021690 60S ribosomal protein L18a Human genes 0.000 description 1
- 102100021206 60S ribosomal protein L19 Human genes 0.000 description 1
- 102100037965 60S ribosomal protein L21 Human genes 0.000 description 1
- 102100036116 60S ribosomal protein L35 Human genes 0.000 description 1
- 102100022048 60S ribosomal protein L36 Human genes 0.000 description 1
- 102100031012 60S ribosomal protein L36a-like Human genes 0.000 description 1
- 102100024049 A-kinase anchor protein 13 Human genes 0.000 description 1
- 102100026381 ADP-dependent glucokinase Human genes 0.000 description 1
- 108010058598 ADP-dependent glucokinase Proteins 0.000 description 1
- 102100023157 AT-rich interactive domain-containing protein 2 Human genes 0.000 description 1
- 102100032763 ATP synthase subunit gamma, mitochondrial Human genes 0.000 description 1
- 102100022413 ATP-dependent RNA helicase DHX30 Human genes 0.000 description 1
- 102100039382 Abscission/NoCut checkpoint regulator Human genes 0.000 description 1
- 102100032873 Adenosine 3'-phospho 5'-phosphosulfate transporter 2 Human genes 0.000 description 1
- 102100026611 Alpha-1,2-mannosyltransferase ALG9 Human genes 0.000 description 1
- 102100031972 Alpha-N-acetyl-neuraminyl-2,3-beta-galactosyl-1,3-N-acetyl-galactosaminide alpha-2,6-sialyltransferase Human genes 0.000 description 1
- 102100034561 Alpha-N-acetylglucosaminidase Human genes 0.000 description 1
- 102100033658 Alpha-globin transcription factor CP2 Human genes 0.000 description 1
- 102100039148 Ankyrin repeat domain-containing protein 49 Human genes 0.000 description 1
- 102100029459 Apelin Human genes 0.000 description 1
- 102000011899 Aquaporin 2 Human genes 0.000 description 1
- 108010036221 Aquaporin 2 Proteins 0.000 description 1
- 101000856246 Arabidopsis thaliana Cleavage stimulation factor subunit 77 Proteins 0.000 description 1
- 241001002469 Archips Species 0.000 description 1
- 102100030907 Aryl hydrocarbon receptor nuclear translocator Human genes 0.000 description 1
- 102000017915 BDKRB2 Human genes 0.000 description 1
- 102100031403 Beta-1,3-N-acetylglucosaminyltransferase lunatic fringe Human genes 0.000 description 1
- 102100020857 Beta-1,3-glucuronyltransferase LARGE2 Human genes 0.000 description 1
- 102100035754 Biorientation of chromosomes in cell division protein 1-like 1 Human genes 0.000 description 1
- 102100036301 C-C chemokine receptor type 7 Human genes 0.000 description 1
- 102100036849 C-C motif chemokine 24 Human genes 0.000 description 1
- 102100031650 C-X-C chemokine receptor type 4 Human genes 0.000 description 1
- 102100036150 C-X-C motif chemokine 5 Human genes 0.000 description 1
- 102000014814 CACNA1C Human genes 0.000 description 1
- 102100024080 CASP8-associated protein 2 Human genes 0.000 description 1
- 108010014064 CCCTC-Binding Factor Proteins 0.000 description 1
- 102100031025 CCR4-NOT transcription complex subunit 2 Human genes 0.000 description 1
- 108010029697 CD40 Ligand Proteins 0.000 description 1
- 102100032937 CD40 ligand Human genes 0.000 description 1
- 102100038451 CDK5 regulatory subunit-associated protein 2 Human genes 0.000 description 1
- 102100031198 CGG triplet repeat-binding protein 1 Human genes 0.000 description 1
- 102000014572 CHFR Human genes 0.000 description 1
- 102000015347 COP1 Human genes 0.000 description 1
- 108060001826 COP1 Proteins 0.000 description 1
- 108091005471 CRHR1 Proteins 0.000 description 1
- 102100035351 Cadherin-related family member 2 Human genes 0.000 description 1
- 101000690445 Caenorhabditis elegans Aryl hydrocarbon receptor nuclear translocator homolog Proteins 0.000 description 1
- 102100033561 Calmodulin-binding transcription activator 1 Human genes 0.000 description 1
- 101100156762 Candida albicans (strain SC5314 / ATCC MYA-2876) WOR3 gene Proteins 0.000 description 1
- 102100029876 Capping protein, Arp2/3 and myosin-I linker protein 2 Human genes 0.000 description 1
- 102100035439 Carcinoembryonic antigen-related cell adhesion molecule 19 Human genes 0.000 description 1
- 102000038594 Cdh1/Fizzy-related Human genes 0.000 description 1
- 108091007854 Cdh1/Fizzy-related Proteins 0.000 description 1
- 102100036568 Cell cycle and apoptosis regulator protein 2 Human genes 0.000 description 1
- 102100031441 Cell cycle checkpoint protein RAD17 Human genes 0.000 description 1
- 102100028776 Centrosome and spindle pole-associated protein 1 Human genes 0.000 description 1
- NPBVQXIMTZKSBA-UHFFFAOYSA-N Chavibetol Natural products COC1=CC=C(CC=C)C=C1O NPBVQXIMTZKSBA-UHFFFAOYSA-N 0.000 description 1
- 102000019034 Chemokines Human genes 0.000 description 1
- 108010012236 Chemokines Proteins 0.000 description 1
- 102000010792 Chromogranin A Human genes 0.000 description 1
- 108010038447 Chromogranin A Proteins 0.000 description 1
- 102100039514 Chymotrypsinogen B2 Human genes 0.000 description 1
- 102100028682 Claudin-11 Human genes 0.000 description 1
- 102100038642 Cleavage and polyadenylation specificity factor subunit 2 Human genes 0.000 description 1
- 102100030953 Cleavage and polyadenylation specificity factor subunit 4 Human genes 0.000 description 1
- 102100040269 Cleavage stimulation factor subunit 2 Human genes 0.000 description 1
- 102100024137 Coiled-coil domain-containing protein 43 Human genes 0.000 description 1
- 102100023691 Coiled-coil-helix-coiled-coil-helix domain-containing protein 5 Human genes 0.000 description 1
- 102100032767 Copine-6 Human genes 0.000 description 1
- 102100024445 Cornifelin Human genes 0.000 description 1
- 102100023519 Cornifin-A Human genes 0.000 description 1
- 102100038018 Corticotropin-releasing factor receptor 1 Human genes 0.000 description 1
- 102100039297 Cyclic AMP-responsive element-binding protein 3-like protein 1 Human genes 0.000 description 1
- 102100021934 Cyclin-D1-binding protein 1 Human genes 0.000 description 1
- 102100037916 Cyclin-dependent kinase 11B Human genes 0.000 description 1
- 102100038114 Cyclin-dependent kinase 13 Human genes 0.000 description 1
- 102100021901 Cysteine protease ATG4A Human genes 0.000 description 1
- 102100039441 Cytochrome b-c1 complex subunit 2, mitochondrial Human genes 0.000 description 1
- 102100036222 Cytochrome c oxidase assembly factor 3 homolog, mitochondrial Human genes 0.000 description 1
- 102100023949 Cytochrome c oxidase subunit NDUFA4 Human genes 0.000 description 1
- 102000004127 Cytokines Human genes 0.000 description 1
- 108090000695 Cytokines Proteins 0.000 description 1
- 102100036958 Cytosolic Fe-S cluster assembly factor NUBP1 Human genes 0.000 description 1
- 102100031594 DNA-directed RNA polymerase I subunit RPA12 Human genes 0.000 description 1
- 102100039302 DNA-directed RNA polymerase II subunit RPB11-a Human genes 0.000 description 1
- 102100040075 DNA-directed RNA polymerase II subunit RPB11-b1 Human genes 0.000 description 1
- 102100023348 DNA-directed RNA polymerases I, II, and III subunit RPABC2 Human genes 0.000 description 1
- 101100107081 Danio rerio zbtb16a gene Proteins 0.000 description 1
- 102100034023 Dehydrogenase/reductase SDR family member 13 Human genes 0.000 description 1
- 102100036503 Dehydrogenase/reductase SDR family member on chromosome X Human genes 0.000 description 1
- 102100024469 Dephospho-CoA kinase domain-containing protein Human genes 0.000 description 1
- 206010012442 Dermatitis contact Diseases 0.000 description 1
- 101100520260 Dictyostelium discoideum prosc gene Proteins 0.000 description 1
- 102100025979 Disintegrin and metalloproteinase domain-containing protein 33 Human genes 0.000 description 1
- 102100029716 DnaJ homolog subfamily A member 3, mitochondrial Human genes 0.000 description 1
- 102100037888 DnaJ homolog subfamily B member 12 Human genes 0.000 description 1
- 102100024096 DnaJ homolog subfamily C member 30, mitochondrial Human genes 0.000 description 1
- 102100022839 DnaJ homolog subfamily C member 8 Human genes 0.000 description 1
- 241001669680 Dormitator maculatus Species 0.000 description 1
- 101001092183 Drosophila melanogaster Regulator of gene activity Proteins 0.000 description 1
- 102100037573 Dual specificity protein phosphatase 12 Human genes 0.000 description 1
- 102100038509 E3 ubiquitin-protein ligase ARIH1 Human genes 0.000 description 1
- 102100023877 E3 ubiquitin-protein ligase RBX1 Human genes 0.000 description 1
- 101710095156 E3 ubiquitin-protein ligase RBX1 Proteins 0.000 description 1
- 102100039502 E3 ubiquitin-protein ligase RNF34 Human genes 0.000 description 1
- 102100026464 E3 ubiquitin-protein ligase RNF38 Human genes 0.000 description 1
- 102100038795 E3 ubiquitin-protein ligase TRIM4 Human genes 0.000 description 1
- 102100021069 E3 ubiquitin-protein ligase ZFP91 Human genes 0.000 description 1
- 102000017930 EDNRB Human genes 0.000 description 1
- 102100040940 EEF1A lysine methyltransferase 3 Human genes 0.000 description 1
- 108700015856 ELAV-Like Protein 1 Proteins 0.000 description 1
- 102100034235 ELAV-like protein 1 Human genes 0.000 description 1
- 102100035084 ER membrane protein complex subunit 4 Human genes 0.000 description 1
- 101150011861 Elavl1 gene Proteins 0.000 description 1
- 102100030808 Elongation factor 1-delta Human genes 0.000 description 1
- 102100021649 Elongator complex protein 6 Human genes 0.000 description 1
- 102100032071 Endosomal/lysosomal potassium channel TMEM175 Human genes 0.000 description 1
- 102100023733 Ephrin-B3 Human genes 0.000 description 1
- 108010044085 Ephrin-B3 Proteins 0.000 description 1
- 239000004593 Epoxy Substances 0.000 description 1
- 102100036445 Epsin-3 Human genes 0.000 description 1
- 102100029339 Ester hydrolase C11orf54 Human genes 0.000 description 1
- 239000005770 Eugenol Substances 0.000 description 1
- 102100029776 Eukaryotic translation initiation factor 3 subunit D Human genes 0.000 description 1
- 102100029777 Eukaryotic translation initiation factor 3 subunit M Human genes 0.000 description 1
- 102100026060 Exosome component 10 Human genes 0.000 description 1
- 102100027727 F-box/LRR-repeat protein 19 Human genes 0.000 description 1
- 101710191461 F420-dependent glucose-6-phosphate dehydrogenase Proteins 0.000 description 1
- 102100034545 FAD synthase region Human genes 0.000 description 1
- 102100036068 FERM domain-containing protein 8 Human genes 0.000 description 1
- 102100038635 FYVE, RhoGEF and PH domain-containing protein 1 Human genes 0.000 description 1
- 102100029531 Fas-activated serine/threonine kinase Human genes 0.000 description 1
- 102100028043 Fibroblast growth factor 3 Human genes 0.000 description 1
- 101710161408 Folylpolyglutamate synthase Proteins 0.000 description 1
- 102100035067 Folylpolyglutamate synthase, mitochondrial Human genes 0.000 description 1
- 101710200122 Folylpolyglutamate synthase, mitochondrial Proteins 0.000 description 1
- 102100030393 G-patch domain and KOW motifs-containing protein Human genes 0.000 description 1
- 102100040861 G0/G1 switch protein 2 Human genes 0.000 description 1
- 102100022357 GATOR complex protein NPRL3 Human genes 0.000 description 1
- 102100025089 GPN-loop GTPase 1 Human genes 0.000 description 1
- 102100021599 GTPase Era, mitochondrial Human genes 0.000 description 1
- 102100036529 General transcription factor 3C polypeptide 1 Human genes 0.000 description 1
- 102100034176 Glutathione-specific gamma-glutamylcyclotransferase 1 Human genes 0.000 description 1
- 102100036669 Glycerol-3-phosphate dehydrogenase [NAD(+)], cytoplasmic Human genes 0.000 description 1
- 102100034034 Glycoprotein integral membrane protein 1 Human genes 0.000 description 1
- 102100039620 Granulocyte-macrophage colony-stimulating factor Human genes 0.000 description 1
- 102100040896 Growth/differentiation factor 15 Human genes 0.000 description 1
- 102100039318 HAUS augmin-like complex subunit 6 Human genes 0.000 description 1
- 101150106066 HSPBP1 gene Proteins 0.000 description 1
- 102000017679 HTR3A Human genes 0.000 description 1
- 102100023937 Heparan sulfate glucosamine 3-O-sulfotransferase 1 Human genes 0.000 description 1
- 102100028909 Heterogeneous nuclear ribonucleoprotein K Human genes 0.000 description 1
- 102100023999 Heterogeneous nuclear ribonucleoprotein R Human genes 0.000 description 1
- 102100033994 Heterogeneous nuclear ribonucleoproteins C1/C2 Human genes 0.000 description 1
- 102100022893 Histone acetyltransferase KAT5 Human genes 0.000 description 1
- 102100035864 Histone lysine demethylase PHF8 Human genes 0.000 description 1
- 102100029235 Histone-lysine N-methyltransferase NSD3 Human genes 0.000 description 1
- 102100027875 Homeobox protein Nkx-2.5 Human genes 0.000 description 1
- 101000583066 Homo sapiens 1-phosphatidylinositol 4,5-bisphosphate phosphodiesterase beta-2 Proteins 0.000 description 1
- 101000818893 Homo sapiens 14-3-3 protein beta/alpha Proteins 0.000 description 1
- 101000866191 Homo sapiens 2-(3-amino-3-carboxypropyl)histidine synthase subunit 1 Proteins 0.000 description 1
- 101000982656 Homo sapiens 2-oxoglutarate dehydrogenase, mitochondrial Proteins 0.000 description 1
- 101000699882 Homo sapiens 28S ribosomal protein S10, mitochondrial Proteins 0.000 description 1
- 101000744065 Homo sapiens 3 beta-hydroxysteroid dehydrogenase/Delta 5->4-isomerase type 1 Proteins 0.000 description 1
- 101001098439 Homo sapiens 3-oxoacyl-[acyl-carrier-protein] synthase, mitochondrial Proteins 0.000 description 1
- 101000733945 Homo sapiens 39S ribosomal protein L15, mitochondrial Proteins 0.000 description 1
- 101001079835 Homo sapiens 39S ribosomal protein L20, mitochondrial Proteins 0.000 description 1
- 101000667524 Homo sapiens 39S ribosomal protein L28, mitochondrial Proteins 0.000 description 1
- 101000854465 Homo sapiens 39S ribosomal protein L34, mitochondrial Proteins 0.000 description 1
- 101000650297 Homo sapiens 39S ribosomal protein L36, mitochondrial Proteins 0.000 description 1
- 101000650303 Homo sapiens 39S ribosomal protein L37, mitochondrial Proteins 0.000 description 1
- 101000667416 Homo sapiens 39S ribosomal protein L4, mitochondrial Proteins 0.000 description 1
- 101000711507 Homo sapiens 39S ribosomal protein L43, mitochondrial Proteins 0.000 description 1
- 101000981482 Homo sapiens 4'-phosphopantetheine phosphatase Proteins 0.000 description 1
- 101000623543 Homo sapiens 40S ribosomal protein S15 Proteins 0.000 description 1
- 101000761343 Homo sapiens 5-hydroxytryptamine receptor 3A Proteins 0.000 description 1
- 101000704267 Homo sapiens 60S ribosomal protein L14 Proteins 0.000 description 1
- 101001117935 Homo sapiens 60S ribosomal protein L15 Proteins 0.000 description 1
- 101000752293 Homo sapiens 60S ribosomal protein L18a Proteins 0.000 description 1
- 101001105789 Homo sapiens 60S ribosomal protein L19 Proteins 0.000 description 1
- 101000661708 Homo sapiens 60S ribosomal protein L21 Proteins 0.000 description 1
- 101000715818 Homo sapiens 60S ribosomal protein L35 Proteins 0.000 description 1
- 101001110263 Homo sapiens 60S ribosomal protein L36 Proteins 0.000 description 1
- 101001127258 Homo sapiens 60S ribosomal protein L36a-like Proteins 0.000 description 1
- 101000833679 Homo sapiens A-kinase anchor protein 13 Proteins 0.000 description 1
- 101000685261 Homo sapiens AT-rich interactive domain-containing protein 2 Proteins 0.000 description 1
- 101000730170 Homo sapiens ATP synthase subunit gamma, mitochondrial Proteins 0.000 description 1
- 101000901948 Homo sapiens ATP-dependent RNA helicase DHX30 Proteins 0.000 description 1
- 101000961199 Homo sapiens Abscission/NoCut checkpoint regulator Proteins 0.000 description 1
- 101000717828 Homo sapiens Alpha-1,2-mannosyltransferase ALG9 Proteins 0.000 description 1
- 101000703720 Homo sapiens Alpha-N-acetyl-neuraminyl-2,3-beta-galactosyl-1,3-N-acetyl-galactosaminide alpha-2,6-sialyltransferase Proteins 0.000 description 1
- 101000800875 Homo sapiens Alpha-globin transcription factor CP2 Proteins 0.000 description 1
- 101000889457 Homo sapiens Ankyrin repeat domain-containing protein 49 Proteins 0.000 description 1
- 101000771523 Homo sapiens Apelin Proteins 0.000 description 1
- 101000793115 Homo sapiens Aryl hydrocarbon receptor nuclear translocator Proteins 0.000 description 1
- 101000695703 Homo sapiens B2 bradykinin receptor Proteins 0.000 description 1
- 101001130526 Homo sapiens Beta-1,3-N-acetylglucosaminyltransferase lunatic fringe Proteins 0.000 description 1
- 101001138033 Homo sapiens Beta-1,3-glucuronyltransferase LARGE2 Proteins 0.000 description 1
- 101000874052 Homo sapiens Biorientation of chromosomes in cell division protein 1-like 1 Proteins 0.000 description 1
- 101000984916 Homo sapiens Butyrophilin subfamily 3 member A3 Proteins 0.000 description 1
- 101000716065 Homo sapiens C-C chemokine receptor type 7 Proteins 0.000 description 1
- 101000713078 Homo sapiens C-C motif chemokine 24 Proteins 0.000 description 1
- 101000922348 Homo sapiens C-X-C chemokine receptor type 4 Proteins 0.000 description 1
- 101000947186 Homo sapiens C-X-C motif chemokine 5 Proteins 0.000 description 1
- 101000910382 Homo sapiens CASP8-associated protein 2 Proteins 0.000 description 1
- 101000919667 Homo sapiens CCR4-NOT transcription complex subunit 2 Proteins 0.000 description 1
- 101000882873 Homo sapiens CDK5 regulatory subunit-associated protein 2 Proteins 0.000 description 1
- 101000776617 Homo sapiens CGG triplet repeat-binding protein 1 Proteins 0.000 description 1
- 101000737811 Homo sapiens Cadherin-related family member 2 Proteins 0.000 description 1
- 101000945309 Homo sapiens Calmodulin-binding transcription activator 1 Proteins 0.000 description 1
- 101000793825 Homo sapiens Capping protein, Arp2/3 and myosin-I linker protein 2 Proteins 0.000 description 1
- 101000737655 Homo sapiens Carcinoembryonic antigen-related cell adhesion molecule 19 Proteins 0.000 description 1
- 101000715194 Homo sapiens Cell cycle and apoptosis regulator protein 2 Proteins 0.000 description 1
- 101001130422 Homo sapiens Cell cycle checkpoint protein RAD17 Proteins 0.000 description 1
- 101000916452 Homo sapiens Centrosome and spindle pole-associated protein 1 Proteins 0.000 description 1
- 101000889299 Homo sapiens Chymotrypsinogen B2 Proteins 0.000 description 1
- 101000766989 Homo sapiens Claudin-11 Proteins 0.000 description 1
- 101000957590 Homo sapiens Cleavage and polyadenylation specificity factor subunit 2 Proteins 0.000 description 1
- 101000727105 Homo sapiens Cleavage and polyadenylation specificity factor subunit 4 Proteins 0.000 description 1
- 101000891793 Homo sapiens Cleavage stimulation factor subunit 2 Proteins 0.000 description 1
- 101000910679 Homo sapiens Coiled-coil domain-containing protein 43 Proteins 0.000 description 1
- 101000906987 Homo sapiens Coiled-coil-helix-coiled-coil-helix domain-containing protein 5 Proteins 0.000 description 1
- 101000941919 Homo sapiens Copine-6 Proteins 0.000 description 1
- 101000909804 Homo sapiens Cornifelin Proteins 0.000 description 1
- 101000828732 Homo sapiens Cornifin-A Proteins 0.000 description 1
- 101000745631 Homo sapiens Cyclic AMP-responsive element-binding protein 3-like protein 1 Proteins 0.000 description 1
- 101000897488 Homo sapiens Cyclin-D1-binding protein 1 Proteins 0.000 description 1
- 101000738400 Homo sapiens Cyclin-dependent kinase 11B Proteins 0.000 description 1
- 101000884348 Homo sapiens Cyclin-dependent kinase 13 Proteins 0.000 description 1
- 101000753414 Homo sapiens Cysteine protease ATG4A Proteins 0.000 description 1
- 101000746756 Homo sapiens Cytochrome b-c1 complex subunit 2, mitochondrial Proteins 0.000 description 1
- 101000874993 Homo sapiens Cytochrome c oxidase assembly factor 3 homolog, mitochondrial Proteins 0.000 description 1
- 101001111225 Homo sapiens Cytochrome c oxidase subunit NDUFA4 Proteins 0.000 description 1
- 101000598198 Homo sapiens Cytosolic Fe-S cluster assembly factor NUBP1 Proteins 0.000 description 1
- 101000729452 Homo sapiens DNA-directed RNA polymerase I subunit RPA12 Proteins 0.000 description 1
- 101000669827 Homo sapiens DNA-directed RNA polymerase II subunit RPB11-a Proteins 0.000 description 1
- 101001104177 Homo sapiens DNA-directed RNA polymerase II subunit RPB11-b1 Proteins 0.000 description 1
- 101000686009 Homo sapiens DNA-directed RNA polymerases I, II, and III subunit RPABC2 Proteins 0.000 description 1
- 101000869994 Homo sapiens Dehydrogenase/reductase SDR family member 13 Proteins 0.000 description 1
- 101000928743 Homo sapiens Dehydrogenase/reductase SDR family member on chromosome X Proteins 0.000 description 1
- 101000832260 Homo sapiens Dephospho-CoA kinase domain-containing protein Proteins 0.000 description 1
- 101000720049 Homo sapiens Disintegrin and metalloproteinase domain-containing protein 33 Proteins 0.000 description 1
- 101000866012 Homo sapiens DnaJ homolog subfamily A member 3, mitochondrial Proteins 0.000 description 1
- 101000805849 Homo sapiens DnaJ homolog subfamily B member 12 Proteins 0.000 description 1
- 101001054001 Homo sapiens DnaJ homolog subfamily C member 30, mitochondrial Proteins 0.000 description 1
- 101000903063 Homo sapiens DnaJ homolog subfamily C member 8 Proteins 0.000 description 1
- 101000924017 Homo sapiens Dual specificity protein phosphatase 1 Proteins 0.000 description 1
- 101000881110 Homo sapiens Dual specificity protein phosphatase 12 Proteins 0.000 description 1
- 101000808922 Homo sapiens E3 ubiquitin-protein ligase ARIH1 Proteins 0.000 description 1
- 101000942970 Homo sapiens E3 ubiquitin-protein ligase CHFR Proteins 0.000 description 1
- 101001103581 Homo sapiens E3 ubiquitin-protein ligase RNF34 Proteins 0.000 description 1
- 101000692681 Homo sapiens E3 ubiquitin-protein ligase RNF38 Proteins 0.000 description 1
- 101000664604 Homo sapiens E3 ubiquitin-protein ligase TRIM4 Proteins 0.000 description 1
- 101000818429 Homo sapiens E3 ubiquitin-protein ligase ZFP91 Proteins 0.000 description 1
- 101000965470 Homo sapiens EEF1A lysine methyltransferase 3 Proteins 0.000 description 1
- 101000877430 Homo sapiens ER membrane protein complex subunit 4 Proteins 0.000 description 1
- 101000920062 Homo sapiens Elongation factor 1-delta Proteins 0.000 description 1
- 101000896299 Homo sapiens Elongator complex protein 6 Proteins 0.000 description 1
- 101000637957 Homo sapiens Endosomal/lysosomal potassium channel TMEM175 Proteins 0.000 description 1
- 101000967299 Homo sapiens Endothelin receptor type B Proteins 0.000 description 1
- 101000967216 Homo sapiens Eosinophil cationic protein Proteins 0.000 description 1
- 101000851955 Homo sapiens Epsin-3 Proteins 0.000 description 1
- 101000989832 Homo sapiens Ester hydrolase C11orf54 Proteins 0.000 description 1
- 101001012766 Homo sapiens Eukaryotic translation initiation factor 3 subunit D Proteins 0.000 description 1
- 101001012700 Homo sapiens Eukaryotic translation initiation factor 3 subunit M Proteins 0.000 description 1
- 101001055976 Homo sapiens Exosome component 10 Proteins 0.000 description 1
- 101000824158 Homo sapiens F-box only protein 2 Proteins 0.000 description 1
- 101000862205 Homo sapiens F-box/LRR-repeat protein 19 Proteins 0.000 description 1
- 101000848289 Homo sapiens FAD synthase region Proteins 0.000 description 1
- 101001021984 Homo sapiens FERM domain-containing protein 8 Proteins 0.000 description 1
- 101000917570 Homo sapiens Fas-activated serine/threonine kinase Proteins 0.000 description 1
- 101001060280 Homo sapiens Fibroblast growth factor 3 Proteins 0.000 description 1
- 101001009694 Homo sapiens G-patch domain and KOW motifs-containing protein Proteins 0.000 description 1
- 101000893656 Homo sapiens G0/G1 switch protein 2 Proteins 0.000 description 1
- 101000857481 Homo sapiens GPN-loop GTPase 1 Proteins 0.000 description 1
- 101000898754 Homo sapiens GTPase Era, mitochondrial Proteins 0.000 description 1
- 101000714249 Homo sapiens General transcription factor 3C polypeptide 1 Proteins 0.000 description 1
- 101000943584 Homo sapiens Glutathione-specific gamma-glutamylcyclotransferase 1 Proteins 0.000 description 1
- 101001072574 Homo sapiens Glycerol-3-phosphate dehydrogenase [NAD(+)], cytoplasmic Proteins 0.000 description 1
- 101000926275 Homo sapiens Glycoprotein integral membrane protein 1 Proteins 0.000 description 1
- 101000746373 Homo sapiens Granulocyte-macrophage colony-stimulating factor Proteins 0.000 description 1
- 101000893549 Homo sapiens Growth/differentiation factor 15 Proteins 0.000 description 1
- 101001035815 Homo sapiens HAUS augmin-like complex subunit 6 Proteins 0.000 description 1
- 101001048058 Homo sapiens Heparan sulfate glucosamine 3-O-sulfotransferase 1 Proteins 0.000 description 1
- 101000838964 Homo sapiens Heterogeneous nuclear ribonucleoprotein K Proteins 0.000 description 1
- 101001047853 Homo sapiens Heterogeneous nuclear ribonucleoprotein R Proteins 0.000 description 1
- 101001017574 Homo sapiens Heterogeneous nuclear ribonucleoproteins C1/C2 Proteins 0.000 description 1
- 101001000378 Homo sapiens Histone lysine demethylase PHF8 Proteins 0.000 description 1
- 101000634046 Homo sapiens Histone-lysine N-methyltransferase NSD3 Proteins 0.000 description 1
- 101000632178 Homo sapiens Homeobox protein Nkx-2.1 Proteins 0.000 description 1
- 101000632197 Homo sapiens Homeobox protein Nkx-2.5 Proteins 0.000 description 1
- 101001019455 Homo sapiens ICOS ligand Proteins 0.000 description 1
- 101000998504 Homo sapiens INO80 complex subunit D Proteins 0.000 description 1
- 101001077647 Homo sapiens IQ motif and SEC7 domain-containing protein 2 Proteins 0.000 description 1
- 101000599647 Homo sapiens Integrator complex subunit 12 Proteins 0.000 description 1
- 101001054651 Homo sapiens Integrator complex subunit 14 Proteins 0.000 description 1
- 101001082060 Homo sapiens Interferon-induced protein with tetratricopeptide repeats 3 Proteins 0.000 description 1
- 101001044897 Homo sapiens Interferon-stimulated 20 kDa exonuclease-like 2 Proteins 0.000 description 1
- 101000852992 Homo sapiens Interleukin-12 subunit beta Proteins 0.000 description 1
- 101000852964 Homo sapiens Interleukin-27 subunit beta Proteins 0.000 description 1
- 101001091356 Homo sapiens Kallikrein-9 Proteins 0.000 description 1
- 101000944949 Homo sapiens Keratin-associated protein 1-3 Proteins 0.000 description 1
- 101001007031 Homo sapiens Keratin-associated protein 5-2 Proteins 0.000 description 1
- 101001007842 Homo sapiens Keratin-associated protein 5-3 Proteins 0.000 description 1
- 101001007765 Homo sapiens Keratin-associated protein 5-8 Proteins 0.000 description 1
- 101001007766 Homo sapiens Keratin-associated protein 5-9 Proteins 0.000 description 1
- 101000605501 Homo sapiens Kinesin light chain 2 Proteins 0.000 description 1
- 101000716729 Homo sapiens Kit ligand Proteins 0.000 description 1
- 101001006892 Homo sapiens Krueppel-like factor 10 Proteins 0.000 description 1
- 101001006895 Homo sapiens Krueppel-like factor 11 Proteins 0.000 description 1
- 101000718476 Homo sapiens L-aminoadipate-semialdehyde dehydrogenase-phosphopantetheinyl transferase Proteins 0.000 description 1
- 101001007417 Homo sapiens LEM domain-containing protein 2 Proteins 0.000 description 1
- 101001134676 Homo sapiens LIM and calponin homology domains-containing protein 1 Proteins 0.000 description 1
- 101001054649 Homo sapiens Latent-transforming growth factor beta-binding protein 2 Proteins 0.000 description 1
- 101001054646 Homo sapiens Latent-transforming growth factor beta-binding protein 3 Proteins 0.000 description 1
- 101001038427 Homo sapiens Leucine zipper putative tumor suppressor 2 Proteins 0.000 description 1
- 101000981765 Homo sapiens Leucine-rich repeat-containing G-protein coupled receptor 6 Proteins 0.000 description 1
- 101000984841 Homo sapiens Leucine-rich repeat-containing protein 42 Proteins 0.000 description 1
- 101000619616 Homo sapiens Leucine-rich repeat-containing protein 47 Proteins 0.000 description 1
- 101001043547 Homo sapiens Leucine-rich repeat-containing protein 57 Proteins 0.000 description 1
- 101000984630 Homo sapiens Low-density lipoprotein receptor-related protein 10 Proteins 0.000 description 1
- 101001093139 Homo sapiens MAU2 chromatid cohesion factor homolog Proteins 0.000 description 1
- 101000978471 Homo sapiens Mast cell-expressed membrane protein 1 Proteins 0.000 description 1
- 101001019117 Homo sapiens Mediator of RNA polymerase II transcription subunit 23 Proteins 0.000 description 1
- 101001013023 Homo sapiens Mesoderm induction early response protein 1 Proteins 0.000 description 1
- 101000629402 Homo sapiens Mesoderm posterior protein 1 Proteins 0.000 description 1
- 101000587539 Homo sapiens Metallothionein-1A Proteins 0.000 description 1
- 101000588067 Homo sapiens Metaxin-1 Proteins 0.000 description 1
- 101000587058 Homo sapiens Methylenetetrahydrofolate reductase Proteins 0.000 description 1
- 101000990528 Homo sapiens Methyltransferase-like protein 17, mitochondrial Proteins 0.000 description 1
- 101000669640 Homo sapiens Mitochondrial import inner membrane translocase subunit TIM14 Proteins 0.000 description 1
- 101000576973 Homo sapiens Mitochondrial-processing peptidase subunit beta Proteins 0.000 description 1
- 101001018145 Homo sapiens Mitogen-activated protein kinase kinase kinase 3 Proteins 0.000 description 1
- 101001055092 Homo sapiens Mitogen-activated protein kinase kinase kinase 7 Proteins 0.000 description 1
- 101000972284 Homo sapiens Mucin-3A Proteins 0.000 description 1
- 101000589002 Homo sapiens Myogenin Proteins 0.000 description 1
- 101000588964 Homo sapiens Myosin-14 Proteins 0.000 description 1
- 101000958744 Homo sapiens Myosin-7B Proteins 0.000 description 1
- 101001128274 Homo sapiens N-alpha-acetyltransferase 35, NatC auxiliary subunit Proteins 0.000 description 1
- 101001109455 Homo sapiens NACHT, LRR and PYD domains-containing protein 6 Proteins 0.000 description 1
- 101000973473 Homo sapiens NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 11 Proteins 0.000 description 1
- 101000601579 Homo sapiens NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 7 Proteins 0.000 description 1
- 101000644718 Homo sapiens NEDD8-conjugating enzyme UBE2F Proteins 0.000 description 1
- 101000979323 Homo sapiens NHP2-like protein 1 Proteins 0.000 description 1
- 101100026708 Homo sapiens NPRL3 gene Proteins 0.000 description 1
- 101001125322 Homo sapiens Na(+)/H(+) exchange regulatory cofactor NHE-RF2 Proteins 0.000 description 1
- 101000577555 Homo sapiens Neuritin Proteins 0.000 description 1
- 101000637977 Homo sapiens Neuronal calcium sensor 1 Proteins 0.000 description 1
- 101000866795 Homo sapiens Non-histone chromosomal protein HMG-14 Proteins 0.000 description 1
- 101000577748 Homo sapiens Non-structural maintenance of chromosomes element 3 homolog Proteins 0.000 description 1
- 101000974340 Homo sapiens Nuclear receptor corepressor 1 Proteins 0.000 description 1
- 101000979623 Homo sapiens Nucleoside diphosphate kinase B Proteins 0.000 description 1
- 101000586232 Homo sapiens ORM1-like protein 3 Proteins 0.000 description 1
- 101000594424 Homo sapiens Olfactory receptor 10H2 Proteins 0.000 description 1
- 101001122430 Homo sapiens Olfactory receptor 4D2 Proteins 0.000 description 1
- 101001134169 Homo sapiens Otoferlin Proteins 0.000 description 1
- 101001113056 Homo sapiens PAN2-PAN3 deadenylation complex subunit PAN3 Proteins 0.000 description 1
- 101001098523 Homo sapiens PAX-interacting protein 1 Proteins 0.000 description 1
- 101000579851 Homo sapiens PC-esterase domain-containing protein 1A Proteins 0.000 description 1
- 101001114076 Homo sapiens Paladin Proteins 0.000 description 1
- 101000759160 Homo sapiens Palmitoyltransferase ZDHHC6 Proteins 0.000 description 1
- 101000914053 Homo sapiens Peptidyl-prolyl cis-trans isomerase FKBP2 Proteins 0.000 description 1
- 101001000631 Homo sapiens Peripheral myelin protein 22 Proteins 0.000 description 1
- 101001082860 Homo sapiens Peroxisomal membrane protein 2 Proteins 0.000 description 1
- 101000605434 Homo sapiens Phospholipid phosphatase 2 Proteins 0.000 description 1
- 101001045695 Homo sapiens Phosphoribosyl pyrophosphate synthase-associated protein 2 Proteins 0.000 description 1
- 101001084276 Homo sapiens Phosphotriesterase-related protein Proteins 0.000 description 1
- 101001133619 Homo sapiens Polyadenylate-binding protein-interacting protein 2 Proteins 0.000 description 1
- 101000728236 Homo sapiens Polycomb group protein ASXL1 Proteins 0.000 description 1
- 101000611427 Homo sapiens Polyglutamine-binding protein 1 Proteins 0.000 description 1
- 101001049824 Homo sapiens Potassium channel subfamily K member 7 Proteins 0.000 description 1
- 101000907912 Homo sapiens Pre-mRNA-splicing factor ATP-dependent RNA helicase DHX16 Proteins 0.000 description 1
- 101000609379 Homo sapiens Pre-mRNA-splicing factor ISY1 homolog Proteins 0.000 description 1
- 101000617536 Homo sapiens Presenilin-1 Proteins 0.000 description 1
- 101001035259 Homo sapiens Probable E3 ubiquitin-protein ligase HERC4 Proteins 0.000 description 1
- 101000917550 Homo sapiens Probable fibrosin-1 Proteins 0.000 description 1
- 101000619617 Homo sapiens Proline-rich membrane anchor 1 Proteins 0.000 description 1
- 101000619118 Homo sapiens Proline-rich protein 13 Proteins 0.000 description 1
- 101000705921 Homo sapiens Proline-rich protein 3 Proteins 0.000 description 1
- 101000611614 Homo sapiens Proline-rich protein PRCC Proteins 0.000 description 1
- 101001133936 Homo sapiens Prolyl 3-hydroxylase 2 Proteins 0.000 description 1
- 101001125574 Homo sapiens Prostasin Proteins 0.000 description 1
- 101000741885 Homo sapiens Protection of telomeres protein 1 Proteins 0.000 description 1
- 101000721176 Homo sapiens Protein DBF4 homolog B Proteins 0.000 description 1
- 101000882138 Homo sapiens Protein FAM131C Proteins 0.000 description 1
- 101000911776 Homo sapiens Protein FRA10AC1 Proteins 0.000 description 1
- 101000602372 Homo sapiens Protein NATD1 Proteins 0.000 description 1
- 101000995300 Homo sapiens Protein NDRG2 Proteins 0.000 description 1
- 101000738907 Homo sapiens Protein PMS2CL Proteins 0.000 description 1
- 101000582366 Homo sapiens Protein RER1 Proteins 0.000 description 1
- 101000742683 Homo sapiens Protein WFDC10B Proteins 0.000 description 1
- 101000793359 Homo sapiens Protein YIPF5 Proteins 0.000 description 1
- 101000877589 Homo sapiens Protein farnesyltransferase/geranylgeranyltransferase type-1 subunit alpha Proteins 0.000 description 1
- 101000652794 Homo sapiens Protein shisa-4 Proteins 0.000 description 1
- 101001098557 Homo sapiens Proteinase-activated receptor 3 Proteins 0.000 description 1
- 101000590549 Homo sapiens Pseudouridylate synthase 7 homolog Proteins 0.000 description 1
- 101000612671 Homo sapiens Pulmonary surfactant-associated protein C Proteins 0.000 description 1
- 101000616974 Homo sapiens Pumilio homolog 1 Proteins 0.000 description 1
- 101000984932 Homo sapiens Putative butyrophilin subfamily 2 member A3 Proteins 0.000 description 1
- 101001019136 Homo sapiens Putative methyltransferase-like protein 7A Proteins 0.000 description 1
- 101000712530 Homo sapiens RAF proto-oncogene serine/threonine-protein kinase Proteins 0.000 description 1
- 101000668336 Homo sapiens RNA-binding motif protein, X-linked 2 Proteins 0.000 description 1
- 101000580722 Homo sapiens RNA-binding protein 26 Proteins 0.000 description 1
- 101001076867 Homo sapiens RNA-binding protein 3 Proteins 0.000 description 1
- 101000881131 Homo sapiens RNA/RNP complex-1-interacting phosphatase Proteins 0.000 description 1
- 101000620584 Homo sapiens Ras-related protein Rab-15 Proteins 0.000 description 1
- 101001132256 Homo sapiens Ras-related protein Rab-28 Proteins 0.000 description 1
- 101001077409 Homo sapiens Ras-related protein Rab-5B Proteins 0.000 description 1
- 101000826047 Homo sapiens Retbindin Proteins 0.000 description 1
- 101000686685 Homo sapiens Ribonuclease P protein subunit p14 Proteins 0.000 description 1
- 101001119115 Homo sapiens Ribosomal RNA-processing protein 8 Proteins 0.000 description 1
- 101001094519 Homo sapiens Ribosomal protein 63, mitochondrial Proteins 0.000 description 1
- 101000920971 Homo sapiens Rootletin Proteins 0.000 description 1
- 101000633784 Homo sapiens SLAM family member 7 Proteins 0.000 description 1
- 101000727831 Homo sapiens SS18-like protein 2 Proteins 0.000 description 1
- 101000832248 Homo sapiens STAM-binding protein Proteins 0.000 description 1
- 101000939246 Homo sapiens SUMO-conjugating enzyme UBC9 Proteins 0.000 description 1
- 101000684887 Homo sapiens Scavenger receptor class A member 5 Proteins 0.000 description 1
- 101000654301 Homo sapiens Secernin-3 Proteins 0.000 description 1
- 101000650822 Homo sapiens Semaphorin-4B Proteins 0.000 description 1
- 101000707471 Homo sapiens Serine incorporator 3 Proteins 0.000 description 1
- 101001053302 Homo sapiens Serine protease inhibitor Kazal-type 7 Proteins 0.000 description 1
- 101000838578 Homo sapiens Serine/threonine-protein kinase TAO2 Proteins 0.000 description 1
- 101000614403 Homo sapiens Serine/threonine-protein phosphatase 2A regulatory subunit B'' subunit gamma Proteins 0.000 description 1
- 101001095386 Homo sapiens Serine/threonine-protein phosphatase 6 regulatory subunit 1 Proteins 0.000 description 1
- 101000643374 Homo sapiens Serrate RNA effector molecule homolog Proteins 0.000 description 1
- 101000632626 Homo sapiens Shieldin complex subunit 2 Proteins 0.000 description 1
- 101000836954 Homo sapiens Sialic acid-binding Ig-like lectin 10 Proteins 0.000 description 1
- 101000702072 Homo sapiens Small proline-rich protein 2B Proteins 0.000 description 1
- 101000864006 Homo sapiens Smith-Magenis syndrome chromosomal region candidate gene 5 protein Proteins 0.000 description 1
- 101001125170 Homo sapiens Sodium-dependent lysophosphatidylcholine symporter 1 Proteins 0.000 description 1
- 101000821959 Homo sapiens Solute carrier family 49 member A3 Proteins 0.000 description 1
- 101000829138 Homo sapiens Somatostatin receptor type 3 Proteins 0.000 description 1
- 101000665020 Homo sapiens Sorting nexin-5 Proteins 0.000 description 1
- 101000665025 Homo sapiens Sorting nexin-6 Proteins 0.000 description 1
- 101000664527 Homo sapiens Spastin Proteins 0.000 description 1
- 101000948265 Homo sapiens Spliceosome-associated protein CWC15 homolog Proteins 0.000 description 1
- 101000707546 Homo sapiens Splicing factor 3A subunit 1 Proteins 0.000 description 1
- 101000642347 Homo sapiens Splicing factor 45 Proteins 0.000 description 1
- 101000891113 Homo sapiens T-cell acute lymphocytic leukemia protein 1 Proteins 0.000 description 1
- 101000665387 Homo sapiens TANK-binding kinase 1-binding protein 1 Proteins 0.000 description 1
- 101000837903 Homo sapiens TATA box-binding protein-associated factor RNA polymerase I subunit B Proteins 0.000 description 1
- 101000653590 Homo sapiens TBC1 domain family member 17 Proteins 0.000 description 1
- 101000652999 Homo sapiens THAP domain-containing protein 7 Proteins 0.000 description 1
- 101000626163 Homo sapiens Tenascin-X Proteins 0.000 description 1
- 101000759889 Homo sapiens Tetraspanin-14 Proteins 0.000 description 1
- 101000844220 Homo sapiens Thioredoxin domain-containing protein 15 Proteins 0.000 description 1
- 101000794211 Homo sapiens Thiosulfate sulfurtransferase/rhodanese-like domain-containing protein 2 Proteins 0.000 description 1
- 101000638427 Homo sapiens Tonsoku-like protein Proteins 0.000 description 1
- 101000788257 Homo sapiens Trace amine-associated receptor 5 Proteins 0.000 description 1
- 101000662690 Homo sapiens Trafficking protein particle complex subunit 10 Proteins 0.000 description 1
- 101000835720 Homo sapiens Transcription elongation factor A protein 1 Proteins 0.000 description 1
- 101000834946 Homo sapiens Transcription elongation factor, mitochondrial Proteins 0.000 description 1
- 101000891371 Homo sapiens Transcription elongation regulator 1 Proteins 0.000 description 1
- 101000933542 Homo sapiens Transcription factor BTF3 Proteins 0.000 description 1
- 101000904150 Homo sapiens Transcription factor E2F3 Proteins 0.000 description 1
- 101000895882 Homo sapiens Transcription factor E2F4 Proteins 0.000 description 1
- 101000879604 Homo sapiens Transcription factor E4F1 Proteins 0.000 description 1
- 101000788172 Homo sapiens Transcription initiation factor TFIID subunit 12 Proteins 0.000 description 1
- 101000625358 Homo sapiens Transcription initiation factor TFIID subunit 2 Proteins 0.000 description 1
- 101000845269 Homo sapiens Transcription termination factor 1 Proteins 0.000 description 1
- 101001125582 Homo sapiens Transcriptional repressor NF-X1 Proteins 0.000 description 1
- 101000655536 Homo sapiens Transforming growth factor-beta receptor-associated protein 1 Proteins 0.000 description 1
- 101000925982 Homo sapiens Translation initiation factor eIF-2B subunit delta Proteins 0.000 description 1
- 101000836189 Homo sapiens Translational activator of cytochrome c oxidase 1 Proteins 0.000 description 1
- 101000680036 Homo sapiens Transmembrane and ubiquitin-like domain-containing protein 1 Proteins 0.000 description 1
- 101000597747 Homo sapiens Transmembrane protein 11, mitochondrial Proteins 0.000 description 1
- 101000655141 Homo sapiens Transmembrane protein 14C Proteins 0.000 description 1
- 101000892331 Homo sapiens Transmembrane protein 184C Proteins 0.000 description 1
- 101000597903 Homo sapiens Transmembrane protein 258 Proteins 0.000 description 1
- 101000836339 Homo sapiens Transposon Hsmar1 transposase Proteins 0.000 description 1
- 101000664577 Homo sapiens Tripartite motif-containing protein 10 Proteins 0.000 description 1
- 101000801228 Homo sapiens Tumor necrosis factor receptor superfamily member 1A Proteins 0.000 description 1
- 101001087416 Homo sapiens Tyrosine-protein phosphatase non-receptor type 11 Proteins 0.000 description 1
- 101000760764 Homo sapiens Tyrosyl-DNA phosphodiesterase 1 Proteins 0.000 description 1
- 101000617779 Homo sapiens U1 small nuclear ribonucleoprotein A Proteins 0.000 description 1
- 101000639802 Homo sapiens U2 small nuclear ribonucleoprotein B'' Proteins 0.000 description 1
- 101000671653 Homo sapiens U3 small nucleolar RNA-associated protein 14 homolog A Proteins 0.000 description 1
- 101000767135 Homo sapiens U3 small nucleolar RNA-associated protein 15 homolog Proteins 0.000 description 1
- 101000610557 Homo sapiens U4/U6 small nuclear ribonucleoprotein Prp31 Proteins 0.000 description 1
- 101001017894 Homo sapiens U6 snRNA-associated Sm-like protein LSm3 Proteins 0.000 description 1
- 101000939535 Homo sapiens UDP-glucuronosyltransferase 2B10 Proteins 0.000 description 1
- 101000945558 Homo sapiens UPF0489 protein C5orf22 Proteins 0.000 description 1
- 101000809257 Homo sapiens Ubiquitin carboxyl-terminal hydrolase 4 Proteins 0.000 description 1
- 101000772901 Homo sapiens Ubiquitin-conjugating enzyme E2 D2 Proteins 0.000 description 1
- 101000761646 Homo sapiens Ubiquitin-conjugating enzyme E2 G2 Proteins 0.000 description 1
- 101000772888 Homo sapiens Ubiquitin-protein ligase E3A Proteins 0.000 description 1
- 101000888424 Homo sapiens Uncharacterized protein C11orf42 Proteins 0.000 description 1
- 101001024913 Homo sapiens Uncharacterized protein GAS8-AS1 Proteins 0.000 description 1
- 101000777646 Homo sapiens Uncharacterized protein encoded by LINC01587 Proteins 0.000 description 1
- 101000768133 Homo sapiens Unhealthy ribosome biogenesis protein 2 homolog Proteins 0.000 description 1
- 101000809140 Homo sapiens Uridine-cytidine kinase 1 Proteins 0.000 description 1
- 101000749359 Homo sapiens V-type proton ATPase subunit e 1 Proteins 0.000 description 1
- 101000649946 Homo sapiens Vacuolar protein sorting-associated protein 29 Proteins 0.000 description 1
- 101000803685 Homo sapiens Vacuolar protein sorting-associated protein 4A Proteins 0.000 description 1
- 101000667209 Homo sapiens Vacuolar protein sorting-associated protein 72 homolog Proteins 0.000 description 1
- 101000787276 Homo sapiens Valine-tRNA ligase, mitochondrial Proteins 0.000 description 1
- 101001070761 Homo sapiens Vasculin-like protein 1 Proteins 0.000 description 1
- 101000867811 Homo sapiens Voltage-dependent L-type calcium channel subunit alpha-1C Proteins 0.000 description 1
- 101000955054 Homo sapiens WAP four-disulfide core domain protein 3 Proteins 0.000 description 1
- 101100377226 Homo sapiens ZBTB16 gene Proteins 0.000 description 1
- 101000786383 Homo sapiens Zinc finger CCCH domain-containing protein 14 Proteins 0.000 description 1
- 101000723821 Homo sapiens Zinc finger CCCH domain-containing protein 18 Proteins 0.000 description 1
- 101000964855 Homo sapiens Zinc finger SWIM domain-containing protein 8 Proteins 0.000 description 1
- 101000916535 Homo sapiens Zinc finger and BTB domain-containing protein 44 Proteins 0.000 description 1
- 101000785564 Homo sapiens Zinc finger and SCAN domain-containing protein 32 Proteins 0.000 description 1
- 101000744930 Homo sapiens Zinc finger protein 212 Proteins 0.000 description 1
- 101000723907 Homo sapiens Zinc finger protein 302 Proteins 0.000 description 1
- 101000723917 Homo sapiens Zinc finger protein 320 Proteins 0.000 description 1
- 101000964394 Homo sapiens Zinc finger protein 324A Proteins 0.000 description 1
- 101000964718 Homo sapiens Zinc finger protein 384 Proteins 0.000 description 1
- 101000782464 Homo sapiens Zinc finger protein 444 Proteins 0.000 description 1
- 101000915641 Homo sapiens Zinc finger protein 468 Proteins 0.000 description 1
- 101000785708 Homo sapiens Zinc finger protein 511 Proteins 0.000 description 1
- 101000723591 Homo sapiens Zinc finger protein 525 Proteins 0.000 description 1
- 101000723595 Homo sapiens Zinc finger protein 526 Proteins 0.000 description 1
- 101000760235 Homo sapiens Zinc finger protein 574 Proteins 0.000 description 1
- 101000760270 Homo sapiens Zinc finger protein 583 Proteins 0.000 description 1
- 101000976443 Homo sapiens Zinc finger protein 593 Proteins 0.000 description 1
- 101000818719 Homo sapiens Zinc finger protein 613 Proteins 0.000 description 1
- 101000818710 Homo sapiens Zinc finger protein 614 Proteins 0.000 description 1
- 101000785601 Homo sapiens Zinc finger protein 646 Proteins 0.000 description 1
- 101000785609 Homo sapiens Zinc finger protein 655 Proteins 0.000 description 1
- 101000802395 Homo sapiens Zinc finger protein 764 Proteins 0.000 description 1
- 101000721407 Homo sapiens Zinc finger protein OZF Proteins 0.000 description 1
- 101000734339 Homo sapiens [Pyruvate dehydrogenase (acetyl-transferring)] kinase isozyme 4, mitochondrial Proteins 0.000 description 1
- 101000978006 Homo sapiens cAMP-dependent protein kinase inhibitor beta Proteins 0.000 description 1
- 101001012529 Homo sapiens rRNA N6-adenosine-methyltransferase METTL5 Proteins 0.000 description 1
- 101000723847 Homo sapiens rRNA N6-adenosine-methyltransferase ZCCHC4 Proteins 0.000 description 1
- 101000865875 Homo sapiens tRNA-dihydrouridine(47) synthase [NAD(P)(+)]-like Proteins 0.000 description 1
- 101000667353 Homo sapiens von Willebrand factor A domain-containing protein 1 Proteins 0.000 description 1
- 102100031716 Hsp70-binding protein 1 Human genes 0.000 description 1
- QIGBRXMKCJKVMJ-UHFFFAOYSA-N Hydroquinone Chemical compound OC1=CC=C(O)C=C1 QIGBRXMKCJKVMJ-UHFFFAOYSA-N 0.000 description 1
- 102100034980 ICOS ligand Human genes 0.000 description 1
- 102100033274 INO80 complex subunit D Human genes 0.000 description 1
- 102100025141 IQ motif and SEC7 domain-containing protein 2 Human genes 0.000 description 1
- 102100023423 IST1 homolog Human genes 0.000 description 1
- 101710118655 IST1 homolog Proteins 0.000 description 1
- 102100037944 Integrator complex subunit 12 Human genes 0.000 description 1
- 102100027018 Integrator complex subunit 14 Human genes 0.000 description 1
- 102100037850 Interferon gamma Human genes 0.000 description 1
- 108010074328 Interferon-gamma Proteins 0.000 description 1
- 102100027302 Interferon-induced protein with tetratricopeptide repeats 3 Human genes 0.000 description 1
- 102100022707 Interferon-stimulated 20 kDa exonuclease-like 2 Human genes 0.000 description 1
- 102100039060 Interleukin enhancer-binding factor 2 Human genes 0.000 description 1
- 102100036701 Interleukin-12 subunit beta Human genes 0.000 description 1
- 102100033096 Interleukin-17D Human genes 0.000 description 1
- 108010066979 Interleukin-27 Proteins 0.000 description 1
- 102100036712 Interleukin-27 subunit beta Human genes 0.000 description 1
- 108010002586 Interleukin-7 Proteins 0.000 description 1
- 102000000704 Interleukin-7 Human genes 0.000 description 1
- 102100034876 Kallikrein-9 Human genes 0.000 description 1
- 108010093811 Kazal Pancreatic Trypsin Inhibitor Proteins 0.000 description 1
- 102100033528 Keratin-associated protein 1-3 Human genes 0.000 description 1
- 102100027524 Keratin-associated protein 5-8 Human genes 0.000 description 1
- 102100027523 Keratin-associated protein 5-9 Human genes 0.000 description 1
- 102100038320 Kinesin light chain 3 Human genes 0.000 description 1
- 102100020880 Kit ligand Human genes 0.000 description 1
- 102100027798 Krueppel-like factor 10 Human genes 0.000 description 1
- 102100027797 Krueppel-like factor 11 Human genes 0.000 description 1
- 102100026384 L-aminoadipate-semialdehyde dehydrogenase-phosphopantetheinyl transferase Human genes 0.000 description 1
- 102100028291 LEM domain-containing protein 2 Human genes 0.000 description 1
- 102100033338 LIM and calponin homology domains-containing protein 1 Human genes 0.000 description 1
- 102100027017 Latent-transforming growth factor beta-binding protein 2 Human genes 0.000 description 1
- 102100040276 Leucine zipper putative tumor suppressor 2 Human genes 0.000 description 1
- 102100024140 Leucine-rich repeat-containing G-protein coupled receptor 6 Human genes 0.000 description 1
- 102100027170 Leucine-rich repeat-containing protein 42 Human genes 0.000 description 1
- 102100022181 Leucine-rich repeat-containing protein 47 Human genes 0.000 description 1
- 102100021928 Leucine-rich repeat-containing protein 57 Human genes 0.000 description 1
- 102100030658 Lipase member H Human genes 0.000 description 1
- 101710102454 Lipase member H Proteins 0.000 description 1
- 102100021918 Low-density lipoprotein receptor-related protein 4 Human genes 0.000 description 1
- 108010075710 Lysine Acetyltransferase 5 Proteins 0.000 description 1
- 102100036309 MAU2 chromatid cohesion factor homolog Human genes 0.000 description 1
- 102000055120 MEF2 Transcription Factors Human genes 0.000 description 1
- 108010018650 MEF2 Transcription Factors Proteins 0.000 description 1
- 102100023725 Mast cell-expressed membrane protein 1 Human genes 0.000 description 1
- 102100034771 Mediator of RNA polymerase II transcription subunit 23 Human genes 0.000 description 1
- 102100029623 Mesoderm induction early response protein 1 Human genes 0.000 description 1
- 102100026822 Mesoderm posterior protein 1 Human genes 0.000 description 1
- 102100029698 Metallothionein-1A Human genes 0.000 description 1
- 102100031603 Metaxin-1 Human genes 0.000 description 1
- 241001465754 Metazoa Species 0.000 description 1
- 102100029684 Methylenetetrahydrofolate reductase Human genes 0.000 description 1
- 102100030508 Methyltransferase-like protein 17, mitochondrial Human genes 0.000 description 1
- 102100039325 Mitochondrial import inner membrane translocase subunit TIM14 Human genes 0.000 description 1
- 102100025298 Mitochondrial-processing peptidase subunit beta Human genes 0.000 description 1
- 102100033059 Mitogen-activated protein kinase kinase kinase 3 Human genes 0.000 description 1
- 102100026888 Mitogen-activated protein kinase kinase kinase 7 Human genes 0.000 description 1
- 102100030607 Mothers against decapentaplegic homolog 9 Human genes 0.000 description 1
- 102100034256 Mucin-1 Human genes 0.000 description 1
- 102100022497 Mucin-3A Human genes 0.000 description 1
- 102100032970 Myogenin Human genes 0.000 description 1
- 102100032972 Myosin-14 Human genes 0.000 description 1
- 102100031869 N-alpha-acetyltransferase 35, NatC auxiliary subunit Human genes 0.000 description 1
- 102100022696 NACHT, LRR and PYD domains-containing protein 6 Human genes 0.000 description 1
- 102100022200 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 11 Human genes 0.000 description 1
- 102100037520 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 7 Human genes 0.000 description 1
- 102100020694 NEDD8-conjugating enzyme UBE2F Human genes 0.000 description 1
- 102000002587 NFX1 Human genes 0.000 description 1
- 102100023058 NHP2-like protein 1 Human genes 0.000 description 1
- 102100029448 Na(+)/H(+) exchange regulatory cofactor NHE-RF2 Human genes 0.000 description 1
- 102100028749 Neuritin Human genes 0.000 description 1
- 102100032077 Neuronal calcium sensor 1 Human genes 0.000 description 1
- 102000028435 Neuropeptide Y4 receptor Human genes 0.000 description 1
- 108010002245 Neuropeptide Y4 receptor Proteins 0.000 description 1
- 101000914065 Neurospora crassa (strain ATCC 24698 / 74-OR23-1A / CBS 708.71 / DSM 1257 / FGSC 987) FK506-binding protein 2 Proteins 0.000 description 1
- 102100031353 Non-histone chromosomal protein HMG-14 Human genes 0.000 description 1
- 102100028851 Non-structural maintenance of chromosomes element 3 homolog Human genes 0.000 description 1
- 102000001745 Nuclear Cap-Binding Protein Complex Human genes 0.000 description 1
- 108010029782 Nuclear Cap-Binding Protein Complex Proteins 0.000 description 1
- 108700031302 Nuclear Factor 45 Proteins 0.000 description 1
- 102100022935 Nuclear receptor corepressor 1 Human genes 0.000 description 1
- 108091028043 Nucleic acid sequence Proteins 0.000 description 1
- 102100023258 Nucleoside diphosphate kinase B Human genes 0.000 description 1
- 102100030120 ORM1-like protein 3 Human genes 0.000 description 1
- 101150042165 Ogfr gene Proteins 0.000 description 1
- 102100035608 Olfactory receptor 10H2 Human genes 0.000 description 1
- 102100027144 Olfactory receptor 4D2 Human genes 0.000 description 1
- 108091034117 Oligonucleotide Proteins 0.000 description 1
- 102100026949 Opioid growth factor receptor Human genes 0.000 description 1
- 102100034198 Otoferlin Human genes 0.000 description 1
- 102100037141 PAX-interacting protein 1 Human genes 0.000 description 1
- 102100027496 PC-esterase domain-containing protein 1A Human genes 0.000 description 1
- 238000009004 PCR Kit Methods 0.000 description 1
- 102100024312 PEST proteolytic signal-containing nuclear protein Human genes 0.000 description 1
- 101710130510 PEST proteolytic signal-containing nuclear protein Proteins 0.000 description 1
- 101150067714 PPP1R3A gene Proteins 0.000 description 1
- 102100023224 Paladin Human genes 0.000 description 1
- 102100023403 Palmitoyltransferase ZDHHC6 Human genes 0.000 description 1
- 102100027370 Parathymosin Human genes 0.000 description 1
- 102100026408 Peptidyl-prolyl cis-trans isomerase FKBP2 Human genes 0.000 description 1
- 102100030564 Peroxisomal membrane protein 2 Human genes 0.000 description 1
- 102100037170 Phosphate carrier protein, mitochondrial Human genes 0.000 description 1
- 108010030678 Phosphatidylethanolamine N-Methyltransferase Proteins 0.000 description 1
- 102100038120 Phospholipid phosphatase 2 Human genes 0.000 description 1
- 102100022060 Phosphoribosyl pyrophosphate synthase-associated protein 2 Human genes 0.000 description 1
- 102100030961 Phosphotriesterase-related protein Human genes 0.000 description 1
- 102100034313 Polyadenylate-binding protein-interacting protein 2 Human genes 0.000 description 1
- 102100029799 Polycomb group protein ASXL1 Human genes 0.000 description 1
- 102100040748 Polyglutamine-binding protein 1 Human genes 0.000 description 1
- 102100023201 Potassium channel subfamily K member 7 Human genes 0.000 description 1
- 102100023390 Pre-mRNA-splicing factor ATP-dependent RNA helicase DHX16 Human genes 0.000 description 1
- 102100039443 Pre-mRNA-splicing factor ISY1 homolog Human genes 0.000 description 1
- 102100022033 Presenilin-1 Human genes 0.000 description 1
- 102100039913 Probable E3 ubiquitin-protein ligase HERC4 Human genes 0.000 description 1
- 102100037012 Probable N-acetyltransferase 14 Human genes 0.000 description 1
- 102100029532 Probable fibrosin-1 Human genes 0.000 description 1
- 101710155795 Probable folylpolyglutamate synthase Proteins 0.000 description 1
- 102100022184 Proline-rich membrane anchor 1 Human genes 0.000 description 1
- 102100022636 Proline-rich protein 13 Human genes 0.000 description 1
- 102100031053 Proline-rich protein 3 Human genes 0.000 description 1
- 102100040829 Proline-rich protein PRCC Human genes 0.000 description 1
- 102100034015 Prolyl 3-hydroxylase 2 Human genes 0.000 description 1
- 108700003766 Promyelocytic Leukemia Zinc Finger Proteins 0.000 description 1
- 102100029500 Prostasin Human genes 0.000 description 1
- 102100038745 Protection of telomeres protein 1 Human genes 0.000 description 1
- 102100025199 Protein DBF4 homolog B Human genes 0.000 description 1
- 102100038986 Protein FAM131C Human genes 0.000 description 1
- 102100027038 Protein FRA10AC1 Human genes 0.000 description 1
- 102100037259 Protein NATD1 Human genes 0.000 description 1
- 102100034436 Protein NDRG2 Human genes 0.000 description 1
- 102100023075 Protein Niban 2 Human genes 0.000 description 1
- 102100037481 Protein PMS2CL Human genes 0.000 description 1
- 102100030594 Protein RER1 Human genes 0.000 description 1
- 102100038072 Protein WFDC10B Human genes 0.000 description 1
- 102100030950 Protein YIPF5 Human genes 0.000 description 1
- 102100035480 Protein farnesyltransferase/geranylgeranyltransferase type-1 subunit alpha Human genes 0.000 description 1
- 102100034503 Protein phosphatase 1 regulatory subunit 3A Human genes 0.000 description 1
- 102100030902 Protein shisa-4 Human genes 0.000 description 1
- 102100037133 Proteinase-activated receptor 3 Human genes 0.000 description 1
- UVMRYBDEERADNV-UHFFFAOYSA-N Pseudoeugenol Natural products COC1=CC(C(C)=C)=CC=C1O UVMRYBDEERADNV-UHFFFAOYSA-N 0.000 description 1
- 102100032494 Pseudouridylate synthase 7 homolog Human genes 0.000 description 1
- 102100040971 Pulmonary surfactant-associated protein C Human genes 0.000 description 1
- 102100021672 Pumilio homolog 1 Human genes 0.000 description 1
- 102100027141 Putative butyrophilin subfamily 2 member A3 Human genes 0.000 description 1
- 101710151871 Putative folylpolyglutamate synthase Proteins 0.000 description 1
- 102100034758 Putative methyltransferase-like protein 7A Human genes 0.000 description 1
- 102100033479 RAF proto-oncogene serine/threonine-protein kinase Human genes 0.000 description 1
- 102100026363 RING finger protein 148 Human genes 0.000 description 1
- 101710178916 RING-box protein 1 Proteins 0.000 description 1
- 238000002123 RNA extraction Methods 0.000 description 1
- 239000013614 RNA sample Substances 0.000 description 1
- 102100040028 RNA-binding motif protein, X-linked 2 Human genes 0.000 description 1
- 102100027477 RNA-binding protein 26 Human genes 0.000 description 1
- 102100025902 RNA-binding protein 3 Human genes 0.000 description 1
- 102100037566 RNA/RNP complex-1-interacting phosphatase Human genes 0.000 description 1
- 108091007330 RNF148 Proteins 0.000 description 1
- 102000028676 Rab15 Human genes 0.000 description 1
- 102100022122 Ras-related C3 botulinum toxin substrate 1 Human genes 0.000 description 1
- 102100034489 Ras-related protein Rab-28 Human genes 0.000 description 1
- 102100025132 Ras-related protein Rab-5B Human genes 0.000 description 1
- 101000727837 Rattus norvegicus Reduced folate transporter Proteins 0.000 description 1
- 108010079933 Receptor-Interacting Protein Serine-Threonine Kinase 2 Proteins 0.000 description 1
- 102100022502 Receptor-interacting serine/threonine-protein kinase 2 Human genes 0.000 description 1
- 102100021269 Regulator of G-protein signaling 1 Human genes 0.000 description 1
- 101710140408 Regulator of G-protein signaling 1 Proteins 0.000 description 1
- 102100021258 Regulator of G-protein signaling 2 Human genes 0.000 description 1
- 101710140412 Regulator of G-protein signaling 2 Proteins 0.000 description 1
- 102100022986 Retbindin Human genes 0.000 description 1
- 102100024757 Ribonuclease P protein subunit p14 Human genes 0.000 description 1
- 102100026762 Ribosomal RNA-processing protein 8 Human genes 0.000 description 1
- 102100035127 Ribosomal protein 63, mitochondrial Human genes 0.000 description 1
- 102100032198 Rootletin Human genes 0.000 description 1
- 102000004940 SCARA5 Human genes 0.000 description 1
- 102100029198 SLAM family member 7 Human genes 0.000 description 1
- 108091006710 SLC25A3 Proteins 0.000 description 1
- 108091006467 SLC25A36 Proteins 0.000 description 1
- 108091006949 SLC35B3 Proteins 0.000 description 1
- 102000005041 SLC6A8 Human genes 0.000 description 1
- 101150018985 SLIT3 gene Proteins 0.000 description 1
- 101700031501 SMAD9 Proteins 0.000 description 1
- 102100029754 SS18-like protein 2 Human genes 0.000 description 1
- 102100024472 STAM-binding protein Human genes 0.000 description 1
- 102100029807 SUMO-conjugating enzyme UBC9 Human genes 0.000 description 1
- 101000702553 Schistosoma mansoni Antigen Sm21.7 Proteins 0.000 description 1
- 101000714192 Schistosoma mansoni Tegument antigen Proteins 0.000 description 1
- 102100031320 Secernin-3 Human genes 0.000 description 1
- 102100027717 Semaphorin-4B Human genes 0.000 description 1
- 240000003705 Senecio vulgaris Species 0.000 description 1
- 206010070834 Sensitisation Diseases 0.000 description 1
- 102100031727 Serine incorporator 3 Human genes 0.000 description 1
- 102100025144 Serine protease inhibitor Kazal-type 1 Human genes 0.000 description 1
- 102100024376 Serine protease inhibitor Kazal-type 7 Human genes 0.000 description 1
- 102100028949 Serine/threonine-protein kinase TAO2 Human genes 0.000 description 1
- 102100040447 Serine/threonine-protein phosphatase 2A regulatory subunit B'' subunit gamma Human genes 0.000 description 1
- 102100037762 Serine/threonine-protein phosphatase 6 regulatory subunit 1 Human genes 0.000 description 1
- 102100035712 Serrate RNA effector molecule homolog Human genes 0.000 description 1
- 102100028378 Shieldin complex subunit 2 Human genes 0.000 description 1
- 102100027164 Sialic acid-binding Ig-like lectin 10 Human genes 0.000 description 1
- XUIMIQQOPSSXEZ-UHFFFAOYSA-N Silicon Chemical compound [Si] XUIMIQQOPSSXEZ-UHFFFAOYSA-N 0.000 description 1
- 102100027339 Slit homolog 3 protein Human genes 0.000 description 1
- 102100030315 Small proline-rich protein 2B Human genes 0.000 description 1
- 102100029935 Smith-Magenis syndrome chromosomal region candidate gene 5 protein Human genes 0.000 description 1
- 102100029462 Sodium-dependent lysophosphatidylcholine symporter 1 Human genes 0.000 description 1
- 102100030106 Solute carrier family 25 member 36 Human genes 0.000 description 1
- 102100021482 Solute carrier family 49 member A3 Human genes 0.000 description 1
- 102100023803 Somatostatin receptor type 3 Human genes 0.000 description 1
- 102100038624 Sorting nexin-5 Human genes 0.000 description 1
- 102100038626 Sorting nexin-6 Human genes 0.000 description 1
- 102100038829 Spastin Human genes 0.000 description 1
- 102100025749 Sphingosine 1-phosphate receptor 2 Human genes 0.000 description 1
- 108050001083 Sphingosine 1-phosphate receptors Proteins 0.000 description 1
- 102100036029 Spliceosome-associated protein CWC15 homolog Human genes 0.000 description 1
- 102100031713 Splicing factor 3A subunit 1 Human genes 0.000 description 1
- 102100036374 Splicing factor 45 Human genes 0.000 description 1
- 102100026719 StAR-related lipid transfer protein 3 Human genes 0.000 description 1
- 238000000692 Student's t-test Methods 0.000 description 1
- 102100040365 T-cell acute lymphocytic leukemia protein 1 Human genes 0.000 description 1
- 102100038724 TANK-binding kinase 1-binding protein 1 Human genes 0.000 description 1
- 108091005700 TAS1R1 Proteins 0.000 description 1
- 102100028546 TATA box-binding protein-associated factor RNA polymerase I subunit B Human genes 0.000 description 1
- 102100029868 TBC1 domain family member 17 Human genes 0.000 description 1
- 102100030957 THAP domain-containing protein 7 Human genes 0.000 description 1
- 102100035941 Taste receptor type 1 member 1 Human genes 0.000 description 1
- 102100024549 Tenascin-X Human genes 0.000 description 1
- 102100024995 Tetraspanin-14 Human genes 0.000 description 1
- 101150039515 Tfpt gene Proteins 0.000 description 1
- 102100032039 Thioredoxin domain-containing protein 15 Human genes 0.000 description 1
- 102100030139 Thiosulfate sulfurtransferase/rhodanese-like domain-containing protein 2 Human genes 0.000 description 1
- 102100031224 Tonsoku-like protein Human genes 0.000 description 1
- 102100025204 Trace amine-associated receptor 5 Human genes 0.000 description 1
- 102100037456 Trafficking protein particle complex subunit 10 Human genes 0.000 description 1
- 102100026430 Transcription elongation factor A protein 1 Human genes 0.000 description 1
- 102100026162 Transcription elongation factor, mitochondrial Human genes 0.000 description 1
- 102100040393 Transcription elongation regulator 1 Human genes 0.000 description 1
- 102100026043 Transcription factor BTF3 Human genes 0.000 description 1
- 102100024027 Transcription factor E2F3 Human genes 0.000 description 1
- 102100021783 Transcription factor E2F4 Human genes 0.000 description 1
- 102100037331 Transcription factor E4F1 Human genes 0.000 description 1
- 102100025171 Transcription initiation factor TFIID subunit 12 Human genes 0.000 description 1
- 102100025041 Transcription initiation factor TFIID subunit 2 Human genes 0.000 description 1
- 102100031079 Transcription termination factor 1 Human genes 0.000 description 1
- 102100027671 Transcriptional repressor CTCF Human genes 0.000 description 1
- 102100032349 Transforming growth factor-beta receptor-associated protein 1 Human genes 0.000 description 1
- 102100034266 Translation initiation factor eIF-2B subunit delta Human genes 0.000 description 1
- 102100027210 Translational activator of cytochrome c oxidase 1 Human genes 0.000 description 1
- 102100022175 Transmembrane and ubiquitin-like domain-containing protein 1 Human genes 0.000 description 1
- 102100035320 Transmembrane protein 11, mitochondrial Human genes 0.000 description 1
- 102100033022 Transmembrane protein 14C Human genes 0.000 description 1
- 102100040668 Transmembrane protein 184C Human genes 0.000 description 1
- 102100035328 Transmembrane protein 258 Human genes 0.000 description 1
- 102100027172 Transposon Hsmar1 transposase Human genes 0.000 description 1
- 102100038801 Tripartite motif-containing protein 10 Human genes 0.000 description 1
- 102100033732 Tumor necrosis factor receptor superfamily member 1A Human genes 0.000 description 1
- 102100033019 Tyrosine-protein phosphatase non-receptor type 11 Human genes 0.000 description 1
- 102100024579 Tyrosyl-DNA phosphodiesterase 1 Human genes 0.000 description 1
- 102100022013 U1 small nuclear ribonucleoprotein A Human genes 0.000 description 1
- 102100034461 U2 small nuclear ribonucleoprotein B'' Human genes 0.000 description 1
- 102100040099 U3 small nucleolar RNA-associated protein 14 homolog A Human genes 0.000 description 1
- 102100028732 U3 small nucleolar RNA-associated protein 15 homolog Human genes 0.000 description 1
- 102100040118 U4/U6 small nuclear ribonucleoprotein Prp31 Human genes 0.000 description 1
- 102100033313 U6 snRNA-associated Sm-like protein LSm3 Human genes 0.000 description 1
- 102100029634 UDP-glucuronosyltransferase 2B10 Human genes 0.000 description 1
- 102100034823 UPF0489 protein C5orf22 Human genes 0.000 description 1
- 102100038463 Ubiquitin carboxyl-terminal hydrolase 4 Human genes 0.000 description 1
- 102100030439 Ubiquitin-conjugating enzyme E2 D2 Human genes 0.000 description 1
- 102100024870 Ubiquitin-conjugating enzyme E2 G2 Human genes 0.000 description 1
- 102100030434 Ubiquitin-protein ligase E3A Human genes 0.000 description 1
- 102100039287 Uncharacterized protein C11orf42 Human genes 0.000 description 1
- 102100037752 Uncharacterized protein GAS8-AS1 Human genes 0.000 description 1
- 102100031590 Uncharacterized protein encoded by LINC01587 Human genes 0.000 description 1
- 102100028185 Unhealthy ribosome biogenesis protein 2 homolog Human genes 0.000 description 1
- 102100038442 Uridine-cytidine kinase 1 Human genes 0.000 description 1
- 102100040563 V-type proton ATPase subunit e 1 Human genes 0.000 description 1
- 101150046315 VPS54 gene Proteins 0.000 description 1
- 102100028290 Vacuolar protein sorting-associated protein 29 Human genes 0.000 description 1
- 102100035085 Vacuolar protein sorting-associated protein 4A Human genes 0.000 description 1
- 102100039098 Vacuolar protein sorting-associated protein 72 homolog Human genes 0.000 description 1
- 102100025609 Valine-tRNA ligase, mitochondrial Human genes 0.000 description 1
- 102100034167 Vasculin-like protein 1 Human genes 0.000 description 1
- 101710176690 Voltage-dependent L-type calcium channel subunit beta-1 Proteins 0.000 description 1
- 102100037087 WAP four-disulfide core domain protein 3 Human genes 0.000 description 1
- 101100445056 Xenopus laevis elavl1-a gene Proteins 0.000 description 1
- 101100445057 Xenopus laevis elavl1-b gene Proteins 0.000 description 1
- 101100022813 Zea mays MEG3 gene Proteins 0.000 description 1
- 102100025685 Zinc finger CCCH domain-containing protein 14 Human genes 0.000 description 1
- 102100028476 Zinc finger CCCH domain-containing protein 18 Human genes 0.000 description 1
- 102100040696 Zinc finger SWIM domain-containing protein 8 Human genes 0.000 description 1
- 102100040314 Zinc finger and BTB domain-containing protein 16 Human genes 0.000 description 1
- 102100028132 Zinc finger and BTB domain-containing protein 44 Human genes 0.000 description 1
- 102100026587 Zinc finger and SCAN domain-containing protein 32 Human genes 0.000 description 1
- 102100039979 Zinc finger protein 212 Human genes 0.000 description 1
- 102100028434 Zinc finger protein 302 Human genes 0.000 description 1
- 102100028436 Zinc finger protein 320 Human genes 0.000 description 1
- 102100040336 Zinc finger protein 324A Human genes 0.000 description 1
- 102100040731 Zinc finger protein 384 Human genes 0.000 description 1
- 102100035868 Zinc finger protein 444 Human genes 0.000 description 1
- 102100029032 Zinc finger protein 468 Human genes 0.000 description 1
- 102100026315 Zinc finger protein 511 Human genes 0.000 description 1
- 102100027806 Zinc finger protein 525 Human genes 0.000 description 1
- 102100027805 Zinc finger protein 526 Human genes 0.000 description 1
- 102100024721 Zinc finger protein 574 Human genes 0.000 description 1
- 102100024713 Zinc finger protein 583 Human genes 0.000 description 1
- 102100023638 Zinc finger protein 593 Human genes 0.000 description 1
- 102100021106 Zinc finger protein 613 Human genes 0.000 description 1
- 102100021104 Zinc finger protein 614 Human genes 0.000 description 1
- 102100026493 Zinc finger protein 646 Human genes 0.000 description 1
- 102100026494 Zinc finger protein 655 Human genes 0.000 description 1
- 102100034973 Zinc finger protein 764 Human genes 0.000 description 1
- 102100025229 Zinc finger protein OZF Human genes 0.000 description 1
- 101150008782 Znf271 gene Proteins 0.000 description 1
- 102100034825 [Pyruvate dehydrogenase (acetyl-transferring)] kinase isozyme 4, mitochondrial Human genes 0.000 description 1
- 208000002029 allergic contact dermatitis Diseases 0.000 description 1
- 108010009380 alpha-N-acetyl-D-glucosaminidase Proteins 0.000 description 1
- 238000012197 amplification kit Methods 0.000 description 1
- 210000000612 antigen-presenting cell Anatomy 0.000 description 1
- 238000000149 argon plasma sintering Methods 0.000 description 1
- 238000012550 audit Methods 0.000 description 1
- 108010064866 biozym Proteins 0.000 description 1
- 230000000903 blocking effect Effects 0.000 description 1
- 210000004369 blood Anatomy 0.000 description 1
- 239000008280 blood Substances 0.000 description 1
- 102100023516 cAMP-dependent protein kinase inhibitor beta Human genes 0.000 description 1
- 239000000969 carrier Substances 0.000 description 1
- 238000005119 centrifugation Methods 0.000 description 1
- 239000003153 chemical reaction reagent Substances 0.000 description 1
- 230000000295 complement effect Effects 0.000 description 1
- 150000001875 compounds Chemical class 0.000 description 1
- 238000010276 construction Methods 0.000 description 1
- 108010007169 creatine transporter Proteins 0.000 description 1
- 238000004163 cytometry Methods 0.000 description 1
- 231100000433 cytotoxic Toxicity 0.000 description 1
- 230000001472 cytotoxic effect Effects 0.000 description 1
- HAAZLUGHYHWQIW-KVQBGUIXSA-N dGTP Chemical compound C1=NC=2C(=O)NC(N)=NC=2N1[C@H]1C[C@H](O)[C@@H](COP(O)(=O)OP(O)(=O)OP(O)(O)=O)O1 HAAZLUGHYHWQIW-KVQBGUIXSA-N 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 230000004069 differentiation Effects 0.000 description 1
- 239000000975 dye Substances 0.000 description 1
- 230000005518 electrochemistry Effects 0.000 description 1
- 238000004836 empirical method Methods 0.000 description 1
- 229960002217 eugenol Drugs 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
- 238000012921 fluorescence analysis Methods 0.000 description 1
- 230000006870 function Effects 0.000 description 1
- 238000003633 gene expression assay Methods 0.000 description 1
- 238000007417 hierarchical cluster analysis Methods 0.000 description 1
- 101150095658 ilf2 gene Proteins 0.000 description 1
- 238000003384 imaging method Methods 0.000 description 1
- 230000002779 inactivation Effects 0.000 description 1
- 238000010348 incorporation Methods 0.000 description 1
- 238000011534 incubation Methods 0.000 description 1
- 230000002757 inflammatory effect Effects 0.000 description 1
- 238000007641 inkjet printing Methods 0.000 description 1
- 239000002973 irritant agent Substances 0.000 description 1
- 108010026524 kinesin-like protein 1 Proteins 0.000 description 1
- 230000013016 learning Effects 0.000 description 1
- 210000002540 macrophage Anatomy 0.000 description 1
- 229960001047 methyl salicylate Drugs 0.000 description 1
- 238000010208 microarray analysis Methods 0.000 description 1
- 238000013508 migration Methods 0.000 description 1
- 230000005012 migration Effects 0.000 description 1
- 239000000203 mixture Substances 0.000 description 1
- 239000013642 negative control Substances 0.000 description 1
- 230000009871 nonspecific binding Effects 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 239000008188 pellet Substances 0.000 description 1
- 210000003819 peripheral blood mononuclear cell Anatomy 0.000 description 1
- 238000012342 propidium iodide staining Methods 0.000 description 1
- 102100029739 rRNA N6-adenosine-methyltransferase METTL5 Human genes 0.000 description 1
- 102100028497 rRNA N6-adenosine-methyltransferase ZCCHC4 Human genes 0.000 description 1
- 108010062302 rac1 GTP Binding Protein Proteins 0.000 description 1
- 230000004044 response Effects 0.000 description 1
- 230000003938 response to stress Effects 0.000 description 1
- 238000012552 review Methods 0.000 description 1
- 229920006395 saturated elastomer Polymers 0.000 description 1
- 230000008313 sensitization Effects 0.000 description 1
- 238000013207 serial dilution Methods 0.000 description 1
- 229910052710 silicon Inorganic materials 0.000 description 1
- 239000010703 silicon Substances 0.000 description 1
- 210000003491 skin Anatomy 0.000 description 1
- 239000000021 stimulant Substances 0.000 description 1
- 230000009897 systematic effect Effects 0.000 description 1
- 238000012353 t test Methods 0.000 description 1
- 102100029679 tRNA-dihydrouridine(47) synthase [NAD(P)(+)]-like Human genes 0.000 description 1
- LSJNBGSOIVSBBR-UHFFFAOYSA-N thionyl fluoride Chemical compound FS(F)=O LSJNBGSOIVSBBR-UHFFFAOYSA-N 0.000 description 1
- 230000002110 toxicologic effect Effects 0.000 description 1
- 231100000027 toxicology Toxicity 0.000 description 1
- 230000009466 transformation Effects 0.000 description 1
- 238000013519 translation Methods 0.000 description 1
- DQJCHOQLCLEDLL-UHFFFAOYSA-N tricyclazole Chemical compound CC1=CC=CC2=C1N1C=NN=C1S2 DQJCHOQLCLEDLL-UHFFFAOYSA-N 0.000 description 1
- 102100039759 von Willebrand factor A domain-containing protein 1 Human genes 0.000 description 1
Classifications
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/68—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
- C12Q1/6876—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
- C12Q1/6883—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/142—Toxicological screening, e.g. expression profiles which identify toxicity
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/158—Expression markers
Landscapes
- Chemical & Material Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Proteomics, Peptides & Aminoacids (AREA)
- Health & Medical Sciences (AREA)
- Organic Chemistry (AREA)
- Wood Science & Technology (AREA)
- Analytical Chemistry (AREA)
- Zoology (AREA)
- Genetics & Genomics (AREA)
- Engineering & Computer Science (AREA)
- Pathology (AREA)
- Immunology (AREA)
- Microbiology (AREA)
- Molecular Biology (AREA)
- Biotechnology (AREA)
- Biophysics (AREA)
- Physics & Mathematics (AREA)
- Biochemistry (AREA)
- Bioinformatics & Cheminformatics (AREA)
- General Engineering & Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
Description
Die vorliegende Erfindung betrifft ein Verfahren zum Identifizieren von irritierenden und/oder allergenen Substanzen.The present invention relates to a method for identifying irritating and / or allergenic substances.
In den letzten paar Jahren ist die Entwicklung von in vitro Tests als Alternativen zu Tierversuchen für toxikologische Objekte immer wichtiger geworden. Ein Aspekt ist die Identifizierung von Chemikalien mit geringer Molekülmasse, welche in der Lage sind, allergische Kontaktdermatitis auszulösen.In the last few years, the development of in vitro tests as alternatives to animal experiments for toxicological objects has become increasingly important. One aspect is the identification of low molecular weight chemicals capable of inducing allergic contact dermatitis.
Antigen präsentierende Zellen der Haut spielen eine Hauptrolle bei der Herbeiführung von Kontaktsensibilisierung und sind daher potenzielle Kandidaten für die Begründung von in vitro Systemen. Langerhans - Zellen wurden vorgeschlagen, um in solchen Systemen verwendet zu werden (Tuschl, H., und Kovac, R., 2001. Toxicol. In Vitro 15, 327-331), aber da diese Zellen schwierig in ausreichender Zahl zu isolieren sind, können dendritische Zellen (DCs), abgeleitet von peripheren Blutmonozyten (PBNC-DCs) oder von CD34+-Stammzellen (CD34-DCs) ebenfalls verwendet werden. Frühe Arbeiten konzentrierten sich hauptsächlich auf die Analyse von DC-Maturationsmarkern oder auf Expressions-Veränderungen von immun-relevanten Genen, z.B. Zytokine und Che-mokine.Antigen presenting cells of the skin play a major role in inducing contact sensitization and are therefore potential candidates for the establishment of in vitro systems. Langerhans cells have been proposed to be used in such systems (Tuschl, H., and Kovac, R., 2001. Toxicol, In Vitro 15, 327-331), but since these cells are difficult to isolate in sufficient numbers, For example, dendritic cells (DCs) derived from peripheral blood monocytes (PBNC-DCs) or from CD34 + stem cells (CD34-DCs) may also be used. Early work focused primarily on the analysis of DC maturation markers or on expression changes of immune-relevant genes, e.g. Cytokines and chemokines.
Dietz et al. (2000. Biochem. Biophys. Res. Commun. 275, 731- 73 8) analysierte Veränderungen in der Transkription während des Maturationsprozesses von PBMC-abgeleiteten unreifen DCs (iDCs) unter Einsatz eines cDNA-Mikroarray, welches Sonden für 4110 bekannte Gene enthält. Von 291 Genen wurde gefunden, dass sie hochreguliert wurden, während 78 Gene herunterreguliert wurden. Eine ähnliche Studie wurde durch Chen und Kollegen (2000 Biochem. Biophys. Res. Commun. 290, 66-72) mit Maus-DCs, behandelt mit Lipopolysaccharid (LPS), um Reifung herbeizuführen, durchgeführt. Ein Mikroarray, welches Sonden für 514 Gene enthält, zeigte die differenzielle Expression von 72 Genen. In 2001 verglich La Naour Genexpression in iDCs und DCs, gereift durch TNF (Le Naour et al., 2001. J. Biol. Chem. 276, 17920-17931). Mehrere Gruppen verwendeten Affymetrix-Arrays, um verschiedene inflammatorische Stimuli und LPS auf ihre Fähigkeit zu vergleichen, DC-Maturation herbeizuführen (Lindstedt et al., 2002 Int. Immunol. 14, 1203-1213). Moschella und Kollegen analysierten Veränderungen in der Expression von 408 immunen Genen während DC-Maturation, herbeigeführt durch TNF, CD40L, lFN-γ oder IL-7 (Moschella et al., 2001 Br. J. Haematol. 114, 444-457).Dietz et al. (2000 Biochem Biophys Res. Commun 275, 731-73 8) analyzed changes in transcription during the maturation process of PBMC-derived immature DCs (iDCs) using a cDNA microarray containing probes for 4110 known genes. 291 genes were found to be upregulated while 78 genes were downregulated. A similar study was conducted by Chen and colleagues (2000 Biochem Biophys Res. Commun 290, 66-72) with mouse DCs treated with lipopolysaccharide (LPS) to effect maturation. A microarray containing probes for 514 genes showed the differential expression of 72 genes. In 2001, La Naour compared gene expression in iDCs and DCs matured by TNF (Le Naour et al., 2001. J. Biol. Chem. 276, 17920-17931). Several groups used Affymetrix arrays to compare various inflammatory stimuli and LPS for their ability to induce DC maturation (Lindstedt et al., 2002 Int Immunol 14, 1203-1213). Moschella and colleagues analyzed changes in the expression of 408 immune genes during DC maturation induced by TNF, CD40L, IFN-γ or IL-7 (Moschella et al., 2001 Br. J. Haematol. 114, 444-457).
• · • · • · • € * • · • ·· · · • · · ··· » 2• • • • • • • • • • • • · · · · · · · · · · · · »2
In einer vorhergehenden Arbeit wurde ein immun-spezifisches DNA-Mikroarray begründet, und es konnte gezeigt werden, dass Aussetzung von iDCs unter die Kontakt-Sensibilisatoren NiS04 und Bandrowski-Base (BB) Hochregulierung von mehreren Genen herbei-führte, welche nach Behandlung von iDCs mit dem Reizmittel SDS nicht herbeigeführt wurde (Szameit et al., 2008 Clin. Chem. 54: 525-33) .In an earlier work, an immunospecific DNA microarray was established, and it has been shown that exposure of iDCs to the contact sensitizers NiS04 and Bandrowski base (BB) resulted in upregulation of several genes following treatment of iDCs was not induced with the stimulant SDS (Szameit et al., 2008 Clin. Chem. 54: 525-33).
Es ist ein Gegenstand der vorliegenden Erfindung, ein Verfahren vorzusehen, um irritierende und/oder allergene Substanzen zu identifizieren, und zwischen irritierenden/allergenen und nicht-irritierenden/nicht-allergenen Substanzen zu unterscheiden.It is an object of the present invention to provide a method to identify irritating and / or allergenic substances, and to distinguish between irritating / allergenic and non-irritating / non-allergenic substances.
Die vorliegende Erfindung betrifft ein Verfahren zum Identifizieren des irritierenden oder allergenen Potenzials eines Produkts, welches die Schritte umfasst: a) Kontaktieren des Produkts mit unreifen dendritischen Zellen, b) Bestimmen der Menge an Genprodukten der Gene PHLDB3, FAB-P4, ABCG2, FBN2, SP0CD1 und SLAMF1, exprimiert in besagten Zellen bei Kontakt mit dem Produkt, c) Subtrahieren der Menge an Genprodukten und der Gene PHLD-B3, FABP4, ABCG2, FBN2, SPOCDl und SLAMFl, exprimiert in besagten Zellen ohne Kontakt mit dem Produkt, von den jeweiligen unter b) bestimmten Mengen, um einen Satz von Produkt-verursachten Mengen an Genprodukten für jedes der genannten Gene zu erhalten, d) Vergleichen der unter c) erhaltenen Produkt-verursachten Mengen von Genprodukten für jedes der genannten Gene mit einer Prüfungsanordnung von Produkt-verursachten Mengen von Genprodukten für jedes der genannten Gene, wobei besagte Prüfungsanordnung von Produkt-verursachten Mengen von Genprodukten für jedes der genannten Gene von mindestens zwei allergenen Produkten und mindestens zwei irritierenden Produkten und gegebenenfalls von mindestens zwei Produkten, welche weder allergen, noch irritierend sind, vorgesehen wurde; und wobei das Vergleichen durch ein Mustererkennungsverfahren durchgeführt wird, welches ein allergenes Muster und ein irritierendes Muster und gegebenenfalls ein nicht - allergenes und nicht-irritierendes Muster erkennt; und e) Identifizieren eines allergenen Potenzials eines.ProThe present invention relates to a method for identifying the irritating or allergenic potential of a product comprising the steps of: a) contacting the product with immature dendritic cells, b) determining the amount of gene products of the genes PHLDB3, FAB-P4, ABCG2, FBN2, SP0CD1 and SLAMF1 expressed in said cells upon contact with the product, c) subtracting the amount of gene products and the genes PHLD-B3, FABP4, ABCG2, FBN2, SPOCD1 and SLAMF1 expressed in said cells without contact with the product, from the b) certain quantities to obtain a set of product-induced quantities of gene products for each of said genes; d) comparing the product-caused quantities of gene products obtained under c) for each of said genes with an assay of product caused quantities of gene products for each of said genes, said assay arrangement of product-induced amounts of gene products f r, each of the said genes of at least two allergenic products and at least two irritating products and optionally provided of at least two products, which are neither allergenic, are still irritating; and wherein the comparing is performed by a pattern recognition method that recognizes an allergenic pattern and an irritating pattern, and optionally a non-allergenic and non-irritating pattern; and e) identifying an allergenic potential of a. Pro
dukts, wenn der Vergleich unter d) nen Musters ergibt, und Identifizierung eines irritierenden Potenzials eines Produkts, wenn der Vergleich unter d) die Erkennung eines irritierenden Musters ergibt, und gegebenenfalls identifizieren eines nicht-allergenen und nicht-irritierenden Produkts, wenn der Vergleich unter d) die Erkennung eines nicht-allergenen und nicht-irritierenden Musters ergibt.when the comparison under d) results in a pattern, and identification of an irritating potential of a product if the comparison under d) results in recognition of an irritating pattern, and optionally identifying a non-allergenic and non-irritating product, if the comparison is under d) results in the recognition of a non-allergenic and non-irritating pattern.
Es stellte sich überraschend heraus, dass der Satz aus sechs Genen (PHLDB3, FABP4, ABCG2, FBN2, SP0CD1 und SLAMFl) ausreichend ist, um das Produkt völlig mit einem allergenen oder irritierenden Potenzial zu korrelieren (oder das Produkt als frei von allergenem oder irritierendem Potenzial zu identifizieren).It has surprisingly been found that the set of six genes (PHLDB3, FABP4, ABCG2, FBN2, SP0CD1 and SLAMF1) is sufficient to fully correlate the product to an allergenic or irritating potential (or the product as allergenic or irritating To identify potential).
Im ersten Schritt des vorliegenden Verfahrens wird ein Produkt, welches bezüglich seines irritierenden/allergenen Potenzials unbekannt ist, mit unreifen dendritischen Zellen kontaktiert. Bei Kontakt mit dem Produkt wird die Reaktion der dendritischen Zellen auf das Produkt in Schritt b) bezogen auf die Expression der Gruppe der sechs oben genannten Gene beobachtet. Diese Expressionsprofile werden dann, bezogen auf jedes dieser Gene, für nicht - irritierende und nicht-allergene Substanzen in Schritt c) normalisiert. Dies kann auf einer Vielfalt von Wegen durchgeführt werden. Falls ein Mikroarray für Bestimmung von Expressionsgraden verwendet wird, und RNA das zu bestimmende Genprodukt ist, kann die RNA vorzugsweise fluoreszierend markiert werden (zum Beispiel durch zwei fluoreszierende Farbstoffe) und von einem normalen (also nicht -allergenen und nicht - irritierenden)In the first step of the present method, a product which is unknown in terms of its irritating / allergenic potential is contacted with immature dendritic cells. Upon contact with the product, the response of the dendritic cells to the product in step b) is observed relative to the expression of the group of the six genes mentioned above. These expression profiles are then normalized, relative to each of these genes, for non-irritating and non-allergenic substances in step c). This can be done in a variety of ways. If a microarray is used for determination of expression levels and RNA is the gene product to be determined, the RNA can preferably be labeled fluorescently (for example by two fluorescent dyes) and from a normal (ie non-allergenic and non-irritating)
Wert (zum Beispiel einem Wert nur für das Lösungsmittel des Produkts) subtrahiert werden. Auch können absolute Expressionsgrade bestimmt und von gemessenen (oder bekannten) normalen Werten subtrahiert werden. Die Genprodukte (Expressionsprodukte), die zu bestimmen sind, sind vorzugsweise RNA, aber können auch Proteine sein.Value (for example, a value only for the solvent of the product) are subtracted. Also, absolute levels of expression can be determined and subtracted from measured (or known) normal values. The gene products (expression products) to be determined are preferably RNA, but may also be proteins.
In einer bevorzugten Ausführungsform werden die Rohdaten zum Beispiel durch Messen der Menge an fluoreszierend markierten Nukleinsäuresequenzen erzeugt, erzeugt auf der Basis der Gene, welche in den unreifen dendritischen Zellen exprimiert werden („Vordergrund-Intensitätswerte") . Dieses Signal wird dann durch den entsprechenden „Hintergrundwert" subtrahiert (zum Beispiel die Werte, welche von einem unspezifischen Signal stammen (zum Beispiel dem unspezifischen Signal an einem Mikroarray (welches zum Beispiel durch unspezifische Bindung oder AutofluoreszenzFor example, in a preferred embodiment, the raw data are generated by measuring the amount of fluorescently labeled nucleic acid sequences generated based on the genes expressed in the immature dendritic cells ("foreground intensity values"). This signal is then indicated by the corresponding "background value". subtracts (for example, the values derived from a nonspecific signal (for example, the nonspecific signal on a microarray (which, for example, by nonspecific binding or autofluorescence
NACHGEF.E1CHT ·· · · ··*·*#··· • · · · * · ·· ·· • · · · · m · ···· • ·· ·· · · · ····· • ·· ·· ·· ·· · · ·· · · ·· ·ι · · · - 4 - verursacht wird; falls zwei fluoreszierende Farbstoffe angewendet werden, kann Subtraktion von dem „Hintergrundwert" vorzugsweise für beide fluoreszierende Farbstoffe unabhängig durchgeführt werden)). Die Vordergrund-Intensitäten des Produkts werden dann von gemessenen oder bekannten Zahlen für die Expressionsmuster ohne Kontakt mit dem Produkt von den jeweiligen Mengen, welche unter Schritt b) bestimmt wurden, subtrahiert, um einen Satz von Produkt-verursachten Mengen von Genprodukten für jedes der genannten Gene zu erhalten. Vorzugsweise werden diese Werte experimentell abgeleitet, zum Beispiel kommen sie von einem Experiment, wo die unreifen dendritischen Zellen nur mit dem Lösungsmittel des Produkts (also ohne das Produkt) kontaktiert werden; diese Ausführungsform hat den zusätzlichen Vorteil, dass Wirkungen von Lösungsmitteln ebenfalls sichtbar sind und subtrahiert und ausgeschlossen werden können).NACHGEF.E1CHT ···································································· •··································································································································· if two fluorescent dyes are used, subtraction from the " background " preferably carried out independently for both fluorescent dyes)). The foreground intensities of the product are then subtracted from measured or known numbers for the expression patterns without contact with the product from the respective amounts determined under step b) to give a set of product-induced amounts of gene products for each of the mentioned To get genes. Preferably, these values are derived experimentally, for example from an experiment where the immature dendritic cells are contacted only with the solvent of the product (ie without the product); this embodiment has the additional advantage that effects of solvents are also visible and can be subtracted and excluded).
Die Daten können dann normalisiert werden, zum Beispiel durch zuerst Verwendung von Loess-Normalisierung und dann Skala, aber alle anderen Normalisierungsverfahren können ebenfalls angewendet werden. In dem Verfahren gemäß der vorliegenden Erfindung ist die Abfolge von Normalisierung/Subtraktion nicht kritisch. Zum Beispiel können im Fall von Fluoreszenzanalyse üblicherweise Subtraktionen von Kontrollen (zum Beispiel den dendritischen Zellen, nur mit Lösungsmittel behandelt (insbesondere mit log2 (erste Farbe) - log2 (zweite Farbe)) vorzugsweise nach Normalisierung durchgeführt werden.The data can then be normalized, for example, by first using Loess Normalization and then Scale, but all other normalization methods can also be used. In the method according to the present invention, the sequence of normalization / subtraction is not critical. For example, in the case of fluorescence analysis, subtractions of controls (for example the dendritic cells, treated only with solvent (especially log2 (first color) -log2 (second color)) may usually be performed after normalization.
In Schritt d) werden die Expressionsmuster, bezogen auf die Gruppe der sechs Gene, durch Mustererkennungsverfahren miteinander verglichen. Diese Verfahren sind für Fachleute gut erhältlich. Ein bevorzugtes Verfahren für Mustererkennung ist der Einsatz von Merkmalselektion und Einbeziehen der Konstruktion eines Klassierers. In den Beispielen wurde ein Nearest Shrunken Centroid Verfahren eingesetzt wie in der pamr-Software implementiert, erhältlich bei www.bioconductor.org. Dieses identifizierte eine Bandbreite von Klassierern von 4500 Genen bis herunter zu sechs Genen, welche jeweils eine 100% Vorhersagegenauigkeit erreichen. Solche Verfahren sind nach Stand der Technik leicht erhältlich, zum Beispiel in (WO-2008/037806 A, Tibshirani et al. (PNAS 99 (10) (2002), 6567-6572 und Stat. Science 18 (1) (2003), 104-117) und Hastie et al. („The elements of Statistical Lear-ning", Springer, 2001, insbesondere Seiten 9-39, 79-111, 182-In step d) the expression patterns, related to the group of six genes, are compared by pattern recognition methods. These methods are readily available to those skilled in the art. A preferred method for pattern recognition is the use of feature selection and incorporation of the construction of a classifier. In the examples, a Nearest Shrunken Centroid method was used as implemented in the pamr software, available at www.bioconductor.org. This identified a range of classifiers from 4500 genes down to six genes, each achieving 100% prediction accuracy. Such methods are readily available in the prior art, for example in (WO-2008/037806 A, Tibshirani et al. (PNAS 99 (10) (2002), 6567-6572 and Stat. Science 18 (1) (2003), 104-117) and Hastie et al. ("The Elements of Statistical Learning", Springer, 2001, especially pages 9-39, 79-111, 182-
NACHGERE1CHT • · ·· ·· ···· ·· · • · · · · · ·· ·· • ·· · · t · ···· • · · · · · · t ····· • · · ·· · ♦ · · · · • · ·· ·· ·· · · · - 5 - 190, 225-255 und 347-433). Das Verfahren gemäß der vorliegenden Erfindung kann weitere Mustererkennungstechniken, wie „k-Nea-rest-Neighbour (KNN)" „Support Vector Machines (SVM)", „Linear Discriminant Analysis" (LDA)", „Artificial Neural Networks (ANN)" und andere einschließen. Die Regel für Klassifizierung einer unbekannten Probe wird üblicherweise von einer Distanzmessung der unbekannten Probe zu einer Repräsentation von einer der beiden Klassen, also der „Centroid", der „Nearest Neighbour" oder einer anderen Repräsentation der Klassen abhängen. Alternativ werden Regressions- oder Modell-basierte Herangehensweisen, welche eine Entscheidungsgrenze durch Optimierung der kleinsten Quadrate oder maximale Ähnlichkeitsschätzung errechnen, in dem Verfahren gemäß der vorliegenden Erfindung anwendbar sein.POSSIBLE • · ········································································································ ···························································································································································· The method according to the present invention may include further pattern recognition techniques such as "k-Nea-rest-neighbor (KNN)". "Support Vector Machines (SVM)", "Linear Discriminant Analysis" (LDA) ", "Artificial Neural Networks (ANN) " and others. The rule for classification of an unknown sample is usually derived from a distance measurement of the unknown sample to a representation of one of the two classes, that is the "Centroid", the "Nearest Neighbor". or any other representation of the classes. Alternatively, regression or model-based approaches that compute a least-squares least-squares decision limit or maximum similarity estimate will be applicable in the method of the present invention.
Mit dem Verfahren gemäß der vorliegenden Erfindung kann die Identifizierung einer allergenen oder irritierenden Substanz in einem Produkt (und gegebenenfalls das Fehlen von allergenen oder irritierenden Eigenschaften) mit 100%iger Genauigkeit identifiziert werden. Dies wird ebenfalls im Beispielabschnitt gezeigt.With the method according to the present invention, the identification of an allergenic or irritating substance in a product (and optionally the absence of allergenic or irritating properties) can be identified with 100% accuracy. This is also shown in the example section.
Die Prüfungsanordnung kann mehr als die mindestens zwei Expressionsdaten von jeder Gruppe von Verbindungen enthalten. Vorzugsweise umfasst die Prüfungsanordnung die Produkt-verursachten Mengen von Genprodukten von (unabhängig) mindestens 4, vorzugsweise mindestens 6, bevorzugter mindestens 10, insbesondere mindestens 20 Substanzen von jeder Klasse (Allergen, irritierend, nicht -allergen und nicht-irritierend) . Je größer die Prüfungsan-ordnungsdaten, desto robusteres und weniger verfeinertes Muster-abgleichen kann angewendet werden.The assay arrangement may contain more than the at least two expression data from each group of compounds. Preferably, the assay arrangement comprises the product-induced amounts of gene products of (independently) at least 4, preferably at least 6, more preferably at least 10, especially at least 20 substances of each class (allergen, irritating, non-allergenic and non-irritating). The larger the audit order data, the more robust and less refined pattern matching can be applied.
Die Gruppe von sechs Genen ist notwendig (und ausreichend), um eine 100%ige Genauigkeit des Verfahrens zu ermöglichen, jedoch können weitere Marker für Allergene/Reizmittel in dem Verfahren gemäß der vorliegenden Erfindung eingeschlossen werden. Vorzugsweise können diese Marker aus der folgenden Tabelle A (welche auch die Gruppe der sechs, wie oben erwähnt, einschließlich den GeneBank-Eingangsnummern für diese Gene einschließt) gewählt werden.The group of six genes is necessary (and sufficient) to allow for 100% accuracy of the method, however, additional allergen / irritant markers may be included in the method of the present invention. Preferably, these markers can be selected from the following Table A (which also includes the group of six, as mentioned above, including the GeneBank entry numbers for these genes).
NACHGEREICHT ·# ·· ·· ···· ·· t • · · · · « ·· ·· • t · · · · · ·· · · • t t ·· · · « · ···· • · · · · · · · · · « ·· ········ · - 6 -FOLLOWING · # ·· ·· ································································································· · · · ········································
Tabelle A: GeneBank-Eingangsnummer in Klammern MS4A3 (NM 006138) PDLIM4 (NM 003687) PHLDB3 (NM_198850) MARCKS (NM_002356) LOC124220 (NM_145252) FBN2 (NM_001999) S100A10 (NM_002966) BAU (NM_001702) SLAMF1 (NM_003037) AOAH (NM_001637) EPSTIl (NM_033255) ABCG2 (NM004827) SPOCD1 (NM_144569) LOC541471 (AK001796) ITGAD (NM_005353) RELB (NM_006509) DHRS9 (NM_0 05771) CENTD3 (NM_022481) IL4I1 (NM_172374) GPlBA (NM_000173) S100A4 (NM_002961) EHF (NM_012153) BTN2A2 (NM_181531) LY75 (NM__00234 9) PPFIBP1 (NM_003622) H2AFY2 (NMJ318649) CYBRD1 (NM_024843) MBOAT2 (NM_138799) BU678941 (THC2680668) EMP2 (NM_001424) AK026517 (THC2637222) TNFRSF12A(NM_016639) FABP4 (NM_001442) SLC9A9 (NM_173653) CD38 (NM_001775) SYT11 (NM_152280) ARHGAP22 (NM_021226) BTN2A2 (NM_181531) PLA2G4C (NM_003706) POLE4 (NM_019896) SYT11 (NM_152280) IL1RN (NM_173842) LGP2 (NM_024119)Table A: GeneBank entry number in parentheses MS4A3 (NM 006138) PDLIM4 (NM 003687) PHLDB3 (NM_198850) MARCKS (NM_002356) LOC124220 (NM_145252) FBN2 (NM_001999) S100A10 (NM_002966) BAU (NM_001702) SLAMF1 (NM_003037) AOAH (NM_001637) EPSTII (NM_033255) ABCG2 (NM004827) SPOCD1 (NM_144569) LOC541471 (AK001796) ITGAD (NM_005353) RELB (NM_006509) DHRS9 (NM_0 05771) CENTD3 (NM_022481) IL4I1 (NM_172374) GPIBA (NM_000173) S100A4 (NM_002961) EHF (NM_012153) BTN2A2 (NM_181531) LY75 (NM__00234 9) PPFIBP1 (NM_003622) H2AFY2 (NMJ318649) CYBRD1 (NM_024843) MBOAT2 (NM_138799) BU678941 (THC2680668) EMP2 (NM_001424) AK026517 (THC2637222) TNFRSF12A (NM_016639) FABP4 (NM_001442) SLC9A9 (NM_173653) CD38 ( NM_001775) SYT11 (NM_152280) ARHGAP22 (NM_021226) BTN2A2 (NM_181531) PLA2G4C (NM_003706) POLE4 (NM_019896) SYT11 (NM_152280) IL1RN (NM_173842) LGP2 (NM_024119)
Unreife dendritische Zellen unterlaufen Maturation bei Kontakt mit allergenen Substanzen. Diese Wirkung wird in dem Verfahren der vorliegenden Erfindung genutzt, um irritierende und allergene Substanzen in mit diesem System getesteten Produkten zu identifizieren. Wenn unreife dendritische Zellen mit einer allergenen Substanz kontaktiert werden, beginnt die Zelle unter anderem die Transkription von verschiedenen Genen hochzuregulieren. Obwohl weitere Substanzen, welche keine allergenen Eigenschaften zeigen, aber irritierende Eigenschaften zeigen, ebenfalls eine nicht - spezifische allgemeine Stressantwort inImmature dendritic cells undergo maturation upon contact with allergenic substances. This effect is used in the method of the present invention to identify irritating and allergenic substances in products tested with this system. When immature dendritic cells are contacted with an allergenic substance, among other things, the cell begins to upregulate the transcription of various genes. Although other substances that show no allergenic properties, but show irritating properties, also a non - specific general stress response in
NACHGEREICHTSUBSEQUENT
• ·· · · • · · · · · · 7 dendritischen Zellen herbeiführen können, begleitet durch eine Hoch- und Runterregulierung von verschiedenen Genen, führen diese anderen Substanzen nicht das spezifische Genexpressionsmuster der Gene von Tabelle A herbei. Daher ermöglichen die in Tabelle A identifizierten Gene eindeutiges Identifizieren und Unterscheiden zwischen irritierenden/allergenen Substanzen von nicht-irritierenden/nicht-allergenen Substanzen.These dendritic cells, accompanied by upregulation and downregulation of various genes, do not result in the specific gene expression pattern of the genes of Table A. *** " Therefore, the genes identified in Table A enable unambiguous identification and discrimination between irritating / allergenic substances from non-irritating / non-allergenic substances.
In einer bevorzugten Ausführungsform der vorliegenden Erfindung wird die Menge an Genprodukten von mindestens einem, von mindestens zwei, von mindestens drei, von mindestens vier, von mindestens 10, von mindestens 15 Normalisierungsgenen ebenfalls bestimmt. Die Expressionsrate eines Normalisierungsgens in einer dendritischen Zelle ist bei Kontakt mit einer irritierenden/allergenen Substanz annähernd identisch (also die bestimmte Menge variiert nur um etwa ± 10%) mit der Menge, welche in dendritischen Zellen exprimiert wird, welche mit nicht- irritierenden/allergenen Substanzen kontaktiert werden. Das/die normalisierungsgen(e) können ausgewählt werden aus der in Tabelle B offenbarten Gruppe.In a preferred embodiment of the present invention, the amount of gene products of at least one, of at least two, of at least three, of at least four, of at least 10, of at least 15 normalizing genes is also determined. The expression rate of a normalizing gene in a dendritic cell is approximately identical upon contact with an irritating / allergenic substance (that is, the amount determined varies only about ± 10%) with the amount expressed in dendritic cells that are non-irritating / allergenic Substances are contacted. The normalization gene (s) can be selected from the group disclosed in Table B.
NACHGEREICHT • « • * • V • · - 8 • · • e • e • · * · • · · • · • · · e e • • · · ·· · · • · · · · • · · 1 Tabelle Β: Normalisierende Gene Gen - Einoanos- Gen- Eingangs- Gen- Eingangs- Gen- Eingangs- San- Eingangs- 3en - Symbol nummer Symbol nummer Symbol nummer Symbol nummer Symbol nummer 9ymbol AASDHPPT NUJ15423 CHP NMJD07238 FU30092 AB014S14 MZF NMJ15517 PU89 NMJ91307 TERT ADAM33 NUJ28220 CIAMN1 NM.020313 FU38379 AK066698 MLLTB NM.ooea» PUS7 NMJ19042 TFCP2 ADJPOR2 NM.0245S1 OP28 NM.033082 FNTA NMJQ2Q27 MRP63 ΝΗ.02«αβ 0RICH1 NK.017730 TfPT ADPGK NMJ31264 CLA8P1 NM.015282 FPGS NMJ049S? MRPL15 NMJ14175 RABIS NMrt030981 TGFBRAP1 ΑΚΛΡ10 NMJ07202 CLDN11 NMJ009602 FO0P3 NM.003934 MRPL20 NMJM7W1 RAB28 NMJ04249 THAP7 AKAP13 MIL0M738 CtPX NMJ906660 FZR1 NM_Oie2S3 MRPL28 NMJ06428 RA83GAP2 NMJ12414 TH0C7 ALG9 NMJ24740 CN0P2 NMJS1BZ35 0A8RG2 NMJ9B904 MRPL34 NMJ23937 RAB5B NMJ02868 THUMP02 ALPP12 NMJ31313 CNFN NMJD32488 SCSI NMJ06302 MRPL37 MMJ16491 RAC1 NMJ96629 IMCOf ANKRD49 NMJ17704 cnoti NMJH6284 (3FM1 NMJ24996 MRPL36 NMJ32478 RAD17 NM.002673 TMEM1 ATC NMJ00Q36 CNOT2 NMJH4315 5L.U02 NMJ12064 MRPL4 NMJ15966 RAF1 M4J0Q28M TMEM103 APLN NMJ017413 CN0T3 NMJD14518 BLYGTK NMJ4S262 MRPL43 NMJ32112 RAP8N NMJ32645 TMEM11 APRIN NM_0lS032 CN0T8 NM_01S455 GMPS NM.003875 MRPS10 NMJ16141 RARA NMJQ0964 TMEM14C AQP2 NMJ00496 CN0T7 NMJQ64028 0NPDA2 NMJ38335 MRPB15 NMJ312B0 RA8BF3 AK129920 TMEM34 AQR NM.014691 CNP NMJ033153 GNPTO NMJ32S20 URPB16 NM016066 R&BP4 NM_006610 TMa» ARCNt NMJ016S5 COOl IMJH87H GNRK2 NM.001501 URP822 NMJ20191 RBM17 NMJ32905 TMEM58 ARFGEFl NMJOOG421 COI27A1 NM_032888 QON4L NMJ01037533 MT1A NMJ05949 RBM26 NMJ22116 TMEM85 ARID2 NMJ62641 corei NMJ01B451 GPBP1L1 NMJ21639 MT3 NMJ05954 RBM3 NM.001017430 TMUB1 ARIH1 AJD09771 COPC NM_007263 GPD1 NMJ05278 MTOH NMJ78812 RBMX2 NMJ16Q24 TNXB ARNT MM_OO1088 COP86 NMJ9B189 GP1AP1 NMJ05698 MTHFR NMJ05057 RBX1 Nht.014246 TRIM10 ARS2 NMJ62600 00X15 NM_076470 GPKOW NMJ15998 MTX1 NMJ98883 RER1 NM_007033 TRIM4 ARBO NM001M9 OOX8A NMJXMC74 GTF3C1 NMJ01S20 MUC3A M55405 RFWD2 NMJ22457 T8PAN1 AS0B NMJ24095 CF1X2 NMJ006650 GYLTL1B NMJ52312 MUCO AK096772 MC8A NMJ21932 TSPAN14 ASXL1 l*L015338 CPNE6 NM_006032 H6PO NMJ04265 MYAOM NM.13B373 RLTPR AX090421 TTF1 ATG4A NMJ78271 CPSF2 NM017437 HARB NMJ021O9 MYC M13930 RMNP5B AK094065 U8A52 ÄTP5C1 NMJ05174 CPSF4 NM_008693 HQAC8 NMJ18486 MYH14 NMJ24729 RNF148 NMJ30963 UBE2D2 ATP5C NMJ006478 CR594735 CR594736 HEA8 NMJ06631 MYOG NMJ02479 RNF34 NMJ94271 UBE2F ATP6V0E NMJ0394S CREB3L1 NM_052854 HERC4 NM_00I017972 NACA NMJ06594 RNF38 NM.194328 UBE2G2 BC12L12 NMJ38639 CRHR1 M4JD04382 HIF0P5 NMJ15700 NAGLU NMJ00263 RN PSI NM_006711 UBE2I 8HLHB5 NM_1524I4 CROCC NMJ14675 HMGN1 NMJ0496S NATO NMJ15654 RP11-53SK18.3 AL632120 UBE3A BM56I346 ΒΜ56134Θ CRSP3 NMJD04830 HMQX2 NMJ02134 NCBP2 NMJ07362 RPI1-56A21.1 NM.0010057S1 UCK1 BTF3 NM_001207 CSPP1 NM.024790 HNRPC NMJ313I4 NCOR1 NM_0063l 1 RP6-186C19.1 NM_173571 UGT2B10 BTN2A3 NMJ24018 CSTF2 NM_001325 HNRPK NM_002140 NDNL2 NMJ38704 RPL14 NM.003973 UMOO Cl0ort27 NMJ52710 CTCF NM.006565 HNRPR NMJ05828 NDUFA11 NMJ7S614 RPL15 NMn002948 UN01887 C10wf32 NMJ44591 CTRB2 NMJ0102S200 WASLS5 NMJ54108 NDUFA4 NMJ02489 RPL18A NMJ00960 UQCRC2 C10orf4 NM.203433 CXCL5 NM_002994 HSAJ2425 AJ002425 NDUFB7 NM.004146 RPL19 NM_000981 UOCRH C11orf10 NMJ14206 CYB56101 NMJ82560 HSPBP1 NMJ12267 NEK& NMJ78170 RPL21 ΝΜ.0009Θ2 U6P16 C11orf42 NMJ 73525 CAB1 NM.Q210B0 H8PC142 NMJ14173 NFKBIL2 NMJ13432 RPL35 NMJ072Q9 USP4 C11orf54 NMJ14039 DBF4B NMJ45663 HSPC148 NMJ16403 NFX1 NMJ02504 RPL36 NMJ15414 ÜSP4B C11arf56 NMJ32127 DCAKD NMJ24819 HTATIP NMJ06388 NHN1 NM.144604 RPL36AL NM_001001 UTP14A C12off11 NMJ1B164 0CTN4 NMJ16221 HTR3A NMJ13621 NHP2L1 NMJ05008 RPP14 NM„007042 UTP15 C14orf10 NMJ17917 DOT NM.001355 ICOSLG NMJ15259 NKX2-5 NMJ04387 RPS15 NM.001018 UTPia Cl4orf111 NMJ16962 00X1$ NMJ06773 IK NM_0060$3 NME2 NM_002512 RP35 NM_001009 VARSL C14orf12l NMJ38380 00X49 NMJ19070 IL27 NM_145659 N0C4L NMJ24078 RPUS01 NM.0S8192 VCY C14WI2 NMJ04894 00X50 NM_024045 ILF2 NMJXM515 N0L1 NMJ06170 RPUS04 NM,032795 VPS29 C14orM3 NMJ 94278 DE NR ΝΜ.003Θ77 INTS12 NMJ20395 N0L5A NM_006392 RTBDN NM.031429 VPS4A C150H20 NMJ25049 DHRSX NMJ45177 IQSEC2 NMJ15075 NOTUM NM_178493 SAPS1 NMJ14931 VPS54 C15orf44 NMJ30800 DHX16 NM.003587 ISG20L2 NM.030980 NRN1 NMJ16588 SCARA5 NMJ73833 VPS72 C16orf3 NMJ01214 DHX30 NM.138614 KCNK7 NMJ33347 NUBP1 NM.002484 SCNN10 NMJ02976 VWA1 C16orf35 NM_001039476 <11222513.2 NR.002164 K0ELR1 NMJO60O1 NUP68 NMJ02532 SCRN3 NMJ24583 WBSCR18 Cieorf57 NMJ24598 DKFZP434AQ131 NMJ18991 KIAA0133 NMJ14777 NUP11 NMJ14089 SOF2 NMJ06923 WOR3 C1flWf7B NMJ52339 OKFZP5&6P0123 AL080220 KIAA0409 NMJ 15324 NYX NMJ22587 SOHD NM.003002 WOR53 C17orf42 NMJ24883 OM WO NMJ04943 K1AAOS53 NM_001002909 OGDH NMJ02541 SFC11L1 NMJ14300 WOR73 C17«®5 NMJ78642 DNAJA3 NM^.005147 KIAA0892 NMJ15329 OGFR NM„007345 SEMA4B NMJ20210 WOR74 C1flwf19 NMJ 82577 DNAJB12 NM_001002762 KIAA0913 CR610954 OGT NM.181672 S6PT2 NM.001008491 WOR74 C19od24 NMJ17914 0NAJC1 NMJ22365 KIAA1160 NMJ20701 OR10H2 NMJ13939 SERINC3 NMu006611 WFDC10B C190ff42 NMJ24104 DNAJC19 NM.145261 KIAA1967 NMJ21174 0R2H1 NM.030863 SETMAR NMJ06515 WFDC3 ClOfllOP NMJ17850 DNAJC8 CR619944 K1D1NS220 NM_020738 OR4D2 NMJ01004707 SF1 NMJ04630 WHSC1L1 C1orf117 NMJ82623 0ÖLPP1 NM_020438 KtN NMJ12311 ORMDL3 NMJ39280 SF3A1 NMJ05877 W1RE C1wf161 NMJ17953 0PF2 NM.006266 KLC2 NMJ22822 OTOF NMJ04248 &F3B1 NMJ12433 wtz C1od188 NMJ73795 DPH1 NMJ01383 KLF11 NM.003597 OXSM NMJ17897 8FRS14 NMJ142B4 XAB1 C1örf2 NM_006589 DPT NM.001937 XLK14 ΝΜ„02204β OXT NMJ00915 SFTPC NM^003016 YIPF5 csoorme NM.023936 D6CR1L2 NMJ13441 KLK9 NMJ12315 PAC81 NMJ18026 BH3BP2 NM^003023 YTHOF2 C20orf14l NM 080739 DUS3L NMJ20175 KLP1 NMJ20378 PAIP2 NMJ18480 SIN3A NM.015477 YWHAB C20wM4 NM.018244 DUSP11 NM.003564 KRAS NMJ33360 PAN3 NMJ75854 SKI NM.003036 ZBE04 C20ortS2 ΝΜ.0Θ0746 DYRK18 NM.004714 KRT61 NMJ02281 PANK4 NMJ16218 SKIP NM.130766 ZBTB16 C2torf70 NM.058100 E2F3 NM.001949 KRTAP1-3 IM_030966 PAP01 NMJ16109 SLC25A3 NM_213612 ZC3H14 C22orf27 NMJ 53044 E2F4 NM_001050 KRTAP5-8 NM_021046 PAXIP1 NM.007349 SLC25A36 AL049246 ZCCHC4 C22orf» NM.014306 E4F1 NM.004424 KRTAP5-9 NMJ05563 PCID1 NMJ06360 8LC20A2 NMJ01532 ZCSU C2or12S NM_015702 E8AG9 NM.004215 Ku*-UEV NMJ99203 PCLKC NMJ17675 SLC35B3 NMJ1S946 ZOHHC3 C2ft(f33 NM.020104 EDG5 NMJ04230 LAGE3 NMJ06014 PCNP NMJ2D3S7 3LC5A2 NMJ03041 ZDHHC6 C4orf6 NM-003704 EEF1D NMJ32378 L0B1 NM.003893 PEMT BC007S72 SLC6A8 NM00S629 ZFP91 C5orf14 NMJ024715 EFNB3 NMm00140B LEMD2 NMJ 81336 PHF8 NMJ15107 SLC9A3R2 NM.00478» ZFYVE19 C5orf22 NM_018356 E1F282 NMJ14239 LEREP04 NMJ18471 PHPT1 NMJ14172 SLIT3 AL122074 ZNF146 COorflSS NM_033112 EIF2B4 NMJ72195 LFNG NMJ01040168 PLA2Q4D BC034S71 SMAD9 NMJ0590S ZNF212 C6orf72 NMJ38785 EIF3S7 NMJ007S3 LGR6 NM_001017403 PLCB2 BC009009 SMCR5 AF467442 ZNF271 C9orf73 AF269596 ELAVL1 NM_001419 IHB NMJ00894 PMPCB NMJ04279 SNRPA NM.004596 ZNF302 C9orfl63 M4_152571 ENTP02 NMJ01246 LM06 NM..006150 PMS2CL BC041364 SNRPB2 NM_003092 ZNF320 C9cmT74 NM_030914 EPN3 NMJ17957 LONPt NMJ31490 POLL NMJ13274 SNX6 NMJ21249 ZNF324FOLLOW-UP • «• * • V • · - 8 • • • • • • • • * • • • • • • • • • • • • • • • • • • • • • Table 1: Normalizing genes Gen - Einoanos Gene Input Gen Input Gen Input San Input 3rd Symbol Number Symbol Number Symbol AASDHPPT NUJ15423 CHP NMJD07238 FU30092 AB014S14 MZF NMJ15517 PU89 NMJ91307 TERT ADAM33 NUJ28220 CIAMN1 NM .020313 FU38379 AK066698 MLLTB NM.ooea »PUS7 NMJ19042 TFCP2 ADJPOR2 NM.0240S1 OP28 NM.033082 FNTA NMJQ2Q27 MRP63 ΝΗ.02« αβ 0RICH1 NK.017730 TfPT ADPGK NMJ31264 CLA8P1 NM.015282 FPGS NMJ049S? MRPL15 NMJ14175 RABIS NMrt030981 TGFBRAP1 ΑΚΛΡ10 NMJ07202 CLDN11 NMJ009602 FO0P3 NM.003934 MRPL20 NMJM7W1 RAB28 NMJ04249 THAP7 AKAP13 MIL0M738 CtPX NMJ906660 FZR1 NM_Oie2S3 MRPL28 NMJ06428 RA83GAP2 NMJ12414 TH0C7 ALG9 NMJ24740 CN0P2 NMJS1BZ35 0A8RG2 NMJ9B904 MRPL34 NMJ23937 RAB5B NMJ02868 THUMP02 ALPP12 NMJ31313 CNFN NMJD32488 SCSI NMJ06302 MRPL37 MMJ16491 RAC1 NMJ96629 IMCOf ANKRD49 NMJ17704 cnoti NMJH6284 (3FM1 NMJ24996 MRPL36 NMJ32478 RAD17 NM.002673 TMEM1 ATC NMJ00Q36 CNOT2 NMJH4315 5L.U02 NMJ12064 MRPL4 NMJ15966 RAF1 M4J0Q28M TMEM103 APLN NMJ017413 CN0T3 NMJD14518 BLYGTK NMJ4S262 MRPL43 NMJ32112 RAP8N NMJ32645 TMEM11 Aprin NM_0lS032 CN0T8 NM_01S455 GMPS NM.003875 MRPS10 NMJ16141 RARA NMJQ0964 TMEM14C AQP2 NMJ00496 CN0T7 NMJQ64028 0NPDA2 NMJ38335 MRPB15 NMJ312B0 RA8BF3 TMEM34 AK129920 AQR NM.014691 CNP NMJ033153 GNPTO NMJ32S20 URPB16 NM016066 R & BP4 NM_006610 TMa "ARCNt NMJ016S5 COOl IMJH87H GNRK2 NM.001501 URP822 NMJ20191 RBM17 NMJ32905 TMEM58 ARFGE Fl NMJOOG421 COI27A1 NM_032888 QON4L NMJ01037533 MT1A NMJ05949 RBM26 NMJ22116 TMEM85 ARID2 NMJ62641 corei NMJ01B451 GPBP1L1 NMJ21639 MT3 NMJ05954 RBM3 NM.001017430 TMUB1 ARIH1 AJD09771 COPC NM_007263 GPD1 NMJ05278 MTOH NMJ78812 RBMX2 NMJ16Q24 TNXB ARNT MM_OO1088 COP86 NMJ9B189 GP1AP1 NMJ05698 MTHFR NMJ05057 RBX1 Nht.014246 TRIM10 ARS2 NMJ62600 00X15 NM_076470 GPKOW NMJ15998 MTX1 NMJ98883 RER1 NM_007033 TRIM4 ARBO NM001M9 OOX8A NMJXMC74 GTF3C1 NMJ01S20 MUC3A M55405 RFWD2 NMJ22457 T8PAN1 AS0B NMJ24095 CF1X2 NMJ006650 GYLTL1B NMJ52312 MUCO AK096772 MC8A NMJ21932 TSPAN14 ASXL1 l * L015338 CPNE6 NM_006032 H6PO NMJ04265 MYAOM NM.13B373 RLTPR AX090421 TTF1 ATG4A NMJ78271 CPSF2 NM017437 HARB NMJ021O9 MYC M13930 RMNP5B AK094065 U8A52 ÄTP5C1 NMJ05174 CPSF4 NM_008693 HQAC8 NMJ18486 MYH14 NMJ24729 RNF148 NMJ30963 UBE2D2 ATP5C NMJ006478 CR594735 CR594736 HEA8 NMJ06631 MYOG NMJ02479 RNF34 NMJ94271 UBE2F ATP6V0E NMJ0394S CREB3L1 NM_052854 HERC4 NM_00I017972 NACA NMJ06594 RNF38 N M.194328 UBE2G2 BC12L12 NMJ38639 CRHR1 M4JD04382 HIF0P5 NMJ15700 NAGLU NMJ00263 RN PSI NM_006711 UBE2I 8HLHB5 NM_1524I4 CROCC NMJ14675 HMGN1 NMJ0496S NATO NMJ15654 RP11-53SK18.3 AL632120 UBE3A BM56I346 ΒΜ56134Θ CRSP3 NMJD04830 HMQX2 NMJ02134 NCBP2 NMJ07362 RPI1-56A21.1 NM.0010057S1 UCK1 BTF3 NM_001207 CSPP1 NM.024790 HNRPC NMJ313I4 NCOR1 NM_0063l 1 RP6-186C19.1 NM_173571 UGT2B10 BTN2A3 NMJ24018 CSTF2 HNRPK NM_001325 NM_002140 NDNL2 NMJ38704 RPL14 NM.003973 UMOO Cl0ort27 NMJ52710 CTCF NM.006565 HNRPR NMJ05828 NDUFA11 NMJ7S614 RPL15 NMn002948 UN01887 C10wf32 NMJ44591 CTRB2 NMJ0102S200 WASLS5 NMJ54108 NDUFA4 NMJ02489 RPL18A NMJ00960 UQCRC2 C10orf4 NM.203433 CXCL5 NM_002994 HSAJ2425 AJ002425 NDUFB7 NM.004146 RPL19 NM_000981 UOCRH C11orf10 NMJ14206 CYB56101 NMJ82560 HSPBP1 NMJ12267 NEK & NMJ78170 RPL21 ΝΜ.0009Θ2 U6P16 C11orf42 NMJ 73525 CAB1 NM.Q210B0 H8PC142 NMJ14173 NFKBIL2 NMJ13432 RPL35 NMJ072Q9 USP4 C11orf54 NMJ14039 DBF4B NMJ45663 HSPC148 NMJ16403 NFX1 NMJ02504 RPL36 NMJ15414 ÜSP4B C11arf56 NMJ32127 DCAKD NMJ24819 HTATIP NMJ06388 NHN1 NM.144604 RPL36AL NM_001001 UTP14A C12off11 NMJ1B164 0CTN4 NMJ16221 HTR3A NMJ13621 NHP2L1 NMJ05008 RPP14 NM "007042 UTP15 C14orf10 NMJ17917 DOT NM.001355 ICOSLG NMJ15259 NKX2-5 NMJ04387 RPS15 NM.001018 UTPia Cl4orf111 NMJ16962 00X1 $ NMJ06773 IK NM_0060 $ 3 NME2 NM_002512 NM_001009 RP35 VARSL C14orf12l NMJ38380 00X49 NMJ19070 IL27 NM_145659 N0C4L NMJ24078 RPUS01 NM.0S8192 VCY C14WI2 NMJ04894 00X50 NM_024045 ILF2 NMJXM515 N0L1 NMJ06170 RPUS04 NM 032795 VPS29 C14orM3 NMJ 94278 DE NR ΝΜ.003Θ77 INTS12 NMJ20395 N0L5A NM_006392 RTBDN NM.031429 VPS4A C150H20 NMJ25049 DHRSX NMJ45177 IQSEC2 NMJ15075 Notum NM_178493 C15orf44 SAPS1 NMJ14931 Vps54 NMJ30800 DHX16 NM.003587 ISG20L2 NM. 030980 NRN1 NMJ16588 SCARA5 NMJ738 33 VPS72 C16orf3 NMJ01214 DHX30 NM.138614 KCNK7 NMJ33347 NUBP1 NM.002484 SCNN10 NMJ02976 VWA1 C16orf35 NM_001039476 < 11222513.2 NR.002164 K0ELR1 NMJO60O1 NUP68 NMJ02532 SCRN3 NMJ24583 WBSCR18 Cieorf57 NMJ24598 DKFZP434AQ131 NMJ18991 KIAA0133 NMJ14777 NUP11 NMJ14089 SOF2 NMJ06923 WOR3 C1flWf7B NMJ52339 OKFZP5 & 6P0123 AL080220 KIAA0409 NMJ 15324 NYX NMJ22587 SOHD NM.003002 WOR53 C17orf42 NMJ24883 OM WO NMJ04943 K1AAOS53 NM_001002909 OGDH NMJ02541 SFC11L1 NMJ14300 WOR73 C17 "®5 NMJ78642 DNAJA3 NM ^ .005147 KIAA0892 NMJ15329 OGFR NM" 007345 SEMA4B NMJ20210 WOR74 C1flwf19 NMJ 82577 DNAJB12 NM_001002762 KIAA0913 CR610954 OGT NM. 181672 S6PT2 NM.001008491 WOR74 C19od24 NMJ17914 0NAJC1 NMJ22365 KIAA1160 NMJ20701 OR10H2 NMJ13939 SERINC3 NMu006611 WFDC10B C190ff42 NMJ24104 DNAJC19 NM.145261 KIAA1967 NMJ21174 0R2H1 NM.030863 SETMAR NMJ06515 WFDC3 ClOfllOP NMJ17850 DNAJC8 CR619944 NM_020738 K1D1NS220 OR4D2 NMJ01004707 SF1 NMJ04630 WHSC1L1 C1orf117 NMJ82623 0ÖLPP1 NM_02043 8 KTN NMJ12311 ORMDL3 NMJ39280 SF3A1 NMJ05877 W1RE C1wf161 NMJ17953 0PF2 NM.006266 KLC2 NMJ22822 OTOF NMJ04248 & F3B1 NMJ12433 wtz C1od188 NMJ73795 DPH1 NMJ01383 KLF11 NM.003597 OXSM NMJ17897 8FRS14 NMJ142B4 XAB1 C1örf2 NM_006589 DPT NM.001937 XLK14 ΝΜ "02204β OXT NMJ00915 SFTPC NM ^ 003016 YIPF5 csoorme NM.023936 D6CR1L2 NMJ13441 KLK9 NMJ12315 PAC81 NMJ18026 BH3BP2 NM ^ 003,023 YTHOF2 C20orf14l NM 080739 DUS3L NMJ20175 KLP1 NMJ20378 PAIP2 NMJ18480 Sin3A NM.015477 YWHAB C20wM4 NM.018244 DUSP11 NM.003564 KRAS NMJ33360 PAN3 NMJ75854 SKI NM.003036 ZBE04 C20ortS2 ΝΜ.0Θ0746 DYRK18 NM.004714 KRT61 NMJ02281 PANK4 NMJ16218 SKIP NM.130766 ZBTB16 C2torf70 NM.058100 E2F3 NM.001949 KRTAP1-3 IM_030966 PAP01 NMJ16109 SLC25A3 NM_213612 C22orf27 ZC3H14 NMJ 53044 NM_001050 E2F4 NM_021046 KRTAP5-8 PAXIP1 NM.007349 SLC25A36 AL049246 ZCCHC4 C22orf »NM.014306 E4F1 NM.004424 KRTAP5-9 NMJ05563 PCID1 NMJ06360 8LC20A2 NMJ01532 ZCSU C2or12S NM_015702 E8AG9 NM.004215 Ku * -UEV NMJ99203 PCLKC NMJ17675 SLC35B3 NMJ1S946 ZOHHC3 C2FT (f33 NM.020104 EDG5 NMJ04230 SituationLocated 3 NMJ06014 PCNP NMJ2D3S7 3LC5A2 NMJ03041 ZDHHC6 C4orf6 NM-003704 EEF1D NMJ32378 L0B1 NM.003893 PEMT BC007S72 SLC6A8 NM00S629 ZFP91 C5orf14 NMJ024715 EFNB3 NMm00140B LEMD2 NMJ 81336 PHF8 NMJ15107 SLC9A3R2 NM.00478 "ZFYVE19 C5orf22 NM_018356 E1F282 NMJ14239 LEREP04 NMJ18471 PHPT1 NMJ14172 Slit3 AL122074 ZNF146 COorflSS NM_033112 EIF2B4 NMJ72195 LFNG NMJ01040168 PLA2Q4D BC034S71 SMAD9 NMJ0590S ZNF212 C6orf72 NMJ38785 EIF3S7 NMJ007S3 LGR6 NM_001017403 PLCB2 BC009009 SMCR5 AF467442 AF269596 ZNF271 C9orf73 ELAVL1 NM_001419 IHB NMJ00894 PMPCB NMJ04279 SNRPA NM.004596 ZNF302 C9orfl63 M4_152571 ENTP02 NMJ01246 LM06 NM..006150 PMS2CL BC041364 SNRPB2 NM_003092 ZNF320 C9cmT74 NM_030914 EPN3 NMJ17957 LONPt NMJ31490 POLL NMJ13274 SNX6 NMJ21249 ZNF324
Einoanos- nummer NMJ96253 mjton& NMJ13342 NMJ04257 NMJ30573 NMJ26076 NMJ25264 NMJ19026 NM.0Q3274 NMJ01031703 ΝΜ_003β70 NMJMS2 NMJU241 NMJ14264 NM_ 198149 NMJ10454 NMJ31434 NM.01*f0& NMJ06776 NNL03301? NMJ06727 NMJ3092? NMJ07344 NM.QQ3333 NMJB1638 NMJ80678 NM.iaase» NMJ942S9 NM.iaoead NMJ31432 NMJ01075 NMJ03361 NMJ39015 nm_om»ö M36847 NMJ06447 NM_003383Single analog NMJ96253 mjton & NMJ13342 NMJ04257 NMJ30573 NMJ26076 NMJ25264 NMJ19026 NM.0Q3274 NMJ01031703 ΝΜ_003β70 NMJMS2 NMJU241 NMJ14264 NM_ 198149 NMJ10454 NMJ31434 NM.01 * f0 & NMJ06776 NNL03301? NMJ06727 NMJ3092? NMJ07344 NM.QQ3333 NMJB1638 NMJ80678 NM.iaase »NMJ942S9 NM.iaoead NMJ31432 NMJ01075 NMJ03361 NMJ39015 nm_om» ö M36847 NMJ06447 NM_003383
NMJ3223Q NM_006649 NMJ32175 nmjisooi NM 020442 NM 004679 NMJ57180 NMJ13245 NMJ16516 NMJ0S997 NMJ22834 NMJW317 NMJ06784 NMJ82627 NMJ32858 NMJ16093 NMJ18093 NMJ72008 NMJ60614 NMJ17776 NMJ33264 AK131404 NMJQ7266 NM.030799 NMJI6258 NMJ03404 NMJI4B38 NMJ06008 ΝΜ_207ββΟ ΑΥ629351 NMJ61706NMJ3223Q NM_006649 NMJ32175 nmjisooi NM 020 442 NM 004679 NMJ57180 NMJ13245 NMJ16516 NMJ0S997 NMJ22834 NMJW317 NMJ06784 NMJ82627 NMJ32858 NMJ16093 NMJ18093 NMJ72008 NMJ60614 NMJ17776 NMJ33264 AK131404 NMJQ7266 NM.030799 NMJI6258 NMJ03404 NMJI4B38 NMJ06008 ΝΜ_207ββΟ ΑΥ629351 NMJ61706
NMJI659B ΝΚ.013373 NMJ53023 NMJ32850 NMJQ7145 NM0122S6 NMJ0G629 NMJ16443 NMJ07333 NMJ14347 ·· ♦ · ♦· ·· + • · • · « • # • · · • · • · • • • ·♦ · · • · • · • • • • ····· - 9 - C9orf97 NM_139248 ERAL1 NM 005702 LRP10 NM.01404S POLR2F NM_021974 SON NNM38927 ZNF384 NMJ33476 CACNA1C NM.000719 EXOSC10 NM_001001998 LRRC42 NM.052940 POLR2J NM.008234 SPAST NMJ014946 2NF407 A8051490 CAMTA1 AY037153 FAM113A NM.Q22760 LRRC47 NM_020710 POLR2J2 NM 032959 SPINK7 ΝΜ_03256β ZNF434 NM017810 CASP8AP2 NMH01211S FAM119B NM_208914 LRRC57 NM.153260 POT1 NM 015450 SPRR1A NM 005987 ZNF444 NM_018337 CBW03 NM_201453 FAM12QAOS NM_198641 LSM3 NM.014463 PPAP2C NM.177543 SPRR2B NM_001017418 ZNF468 NM.001008401 CCDC43 NM.144609 FAM29A NM_017645 LTBP3 NM.021070 PP1AL4 NMJ78230 SS18L2 NMJ01630S ZNF511 NM.148808 CCDC44 NM.016380 FAM35A NM019054 LZTS2 NM.032429 PP1G NM 004792 SSTR3 NM_001051 ZNF525 AK098804 CCDC56 NM_001040431 FAM44A NMJ48894 M74509 M74S09 PPYR1 NM 005972 ST6GALNAC4 NM_175039 ZNF526 NMJ33444 CCL24 NM_002991 FAM8SA NM.024519 MAK10 NM_024635 PQBP1 NM 005710 STAMBP NM_213622 ZNF574 NM.Q22752 CCNDBP1 NM_037370 FASTK NM.006712 MAP3K3 NM_203351 PRCC NM.005973 8UM01 NM_001005781 ZNF583 NM_152478 CD6 NM_008725 FAU NM.001997 MAP3K7 NM.003186 PRJC285 NM.033405 TAAR5 NM_003967 ZNF593 NM_01587l COAN1 NM_138477 FBS1 NM.0224S2 M604 NM.003925 PRIMA1 NMJ78013 TAF12 NM_005844 ZNF613 NM.02484O CDC2L1 NM.033489 FBXL19 NM.019O85 MEF2B AK057161 PROSC NMj007198 TAF1B NM_005680 ZNF614 NM.025040 CDC2L5 NMJJ03718 FBX017 AK021860 MEG3 NRJW2766 PRPF31 NMJHS629 TAF2 ΝΜ_0031β4 ZNF646 NMJM4699 COH22 NM.021248 FBX03 NM.033406 MESP1 NM_01B870 PRPSAP2 NM_002767 TAOK2 NMJ316151 ZNF851 NM_145106 C0K3 NM.001258 FGD1 NM.004463 METT11D1 NM_022734 PRR13 NM.00100S354 TAS1R1 NM.138697 ZNF655 NM_001009956 CDKSR2 NM.003936 FGF3 NM.005247 METTL5 NM_014168 PRR3 ΝΜ_0252β3 TBC1D17 NM.024682 ZNRD1 NM_170783 CEACAM19 NM_020219 FKBP2 NM_004470 MFSD2 AK027396 PRSS8 NM.002773 TBKBP1 NM.014726 CGGBP1 NM_001006390 FKSG44 NM_031904 MFSD7 NM.032219 PSEN1 NM.000021 TBP NM.003194 CHAC1 NM_024111 FLAD1 NM_025207 MGC13138 NM_033410 PTER NM 001001484 T8RG4 NM_030900 CHCHD5 AK096990 FU20125 NM_017876 MGC23280 NM_144683 PJGJR mjooosco TCEA1 NM_006756 CHFR NM 018223 FLJ20309 NM_017759 MGC33894 NM_152914 PTMS NM.002824 TCERG1 NM_006706 CHGA NM.001275 FU20487 NM_017841 MGC4618 NM_032326 PTPN11 NM 002834 TDP1 NM018319 CHMP8 NM.024591 FU20551 NM_017875 MIER1 NM_020948 PUM1 NM.014676 TEA03 NM.003214NMJI659B ΝΚ.013373 NMJ53023 NMJ32850 NMJQ7145 NM0122S6 NMJ0G629 NMJ16443 NMJ07333 NMJ14347 ·· ♦ · ♦ · · · · · · · · · · · · · · · ····· - 9 - C9orf97 NM_139248 ERAL1 NM 005702 LRP10 NM.01404S POLR2F NM_021974 SON NNM38927 ZNF384 NMJ33476 CACNA1C NM.000719 EXOSC10 NM_001001998 LRRC42 NM.052940 POLR2J NM.008234 SPAST NMJ014946 2NF407 A8051490 CAMTA1 AY037153 FAM113A NM.Q22760 LRRC47 NM_020710 POLR2J2 NM 032959 SPINK7 ΝΜ_03256β ZNF434 NM017810 CASP8AP2 NMH01211S FAM119B NM_208914 LRRC57 NM.153260 POT1 NM 015 450 NM 005987 SPRR1A ZNF444 NM_018337 NM_201453 CBW03 FAM12QAOS NM_198641 LSM3 NM.014463 PPAP2C NM.177543 SPRR2B NM_001017418 ZNF468 NM.001008401 CCDC43 NM.144609 FAM29A NM_017645 LTBP3 NM.021070 PP1AL4 NMJ78230 SS18L2 NMJ01630S ZNF511 NM.148808 CCDC44 NM.016380 FAM35A NM019054 LZTS2 NM.032429 PP1G NM 004792 SSTR3 NM_001051 ZNF525 AK098804 CCDC56 NM_001040431 FAM44A NMJ48894 M7 4509 M74S09 PPYR1 NM 005972 ST6GALNAC4 NM_175039 ZNF526 NM_002991 CCL24 NMJ33444 FAM8SA NM.024519 MAK10 NM_024635 PQBP1 NM 005710 STAMBP NM_213622 ZNF574 NM_037370 NM.Q22752 CCNDBP1 FASTK NM.006712 MAP3K3 NM_203351 ZNF583 NM_152478 PRCC NM.005973 8UM01 NM_001005781 NM_008725 CD6 FAU NM.001997 MAP3K7 NM .003186 PRJC285 NM.033405 TAAR5 NM_003967 ZNF593 NM_138477 NM_01587l COAN1 FBS1 NM.0224S2 M604 NM.003925 PRIMA1 NMJ78013 TAF12 NM_005844 ZNF613 NM.02484O CDC2L1 NM.033489 FBXL19 NM.019O85 MEF2B AK057161 Prosc NMj007198 TAF1B NM_005680 ZNF614 NM.025040 CDC2L5 NMJJ03718 FBX017 AK021860 MEG3 NRJW2766 PRPF31 NMJHS629 TAF2 ΝΜ_0031β4 ZNF646 NMJM4699 COH22 NM.021248 FBX03 NM.033406 MESP1 NM_01B870 PRPSAP2 NM_002767 TAOK2 NMJ316151 ZNF851 NM_145106 C0K3 NM.001258 FGD1 NM.004463 METT11D1 NM_022734 PRR13 NM.00100S354 TAS1R1 NM.138697 ZNF655 NM_001009956 CDKSR2 NM.003936 FGF3 NM .005247 METTL5 NM_014168 PRR3 ΝΜ_0252β3 TBC1D17 NM.024682 ZNRD1 NM_170783 CEACAM19 NM_020219 FKBP2 NM_00447 0 AK027396 MFSD2 PRSS8 NM.002773 TBKBP1 NM.014726 CGGBP1 NM_001006390 NM_031904 FKSG44 MFSD7 NM.032219 PSEN1 NM.000021 TBP NM.003194 CHAC1 FLAD1 NM_024111 NM_025207 MGC13138 NM_033410 PTER NM 001001484 NM_030900 T8RG4 CHCHD5 FU20125 AK096990 NM_017876 MGC23280 NM_144683 NM_006756 PJGJR mjooosco TCEA1 CHFR NM 018223 FLJ20309 NM_017759 MGC33894 NM_152914 PTMS NM.002824 TCERG1 NM_006706 CHGA NM.001275 FU20487 NM_017841 MGC4618 NM_032326 PTPN11 NM 002834 TDP1 NM018319 CHMP8 NM.024591 FU20551 NM_017875 MIER1 NM_020948 PUM1 NM.014676 TEA03 NM.003214
Wie hierin verwendet, bezieht sich der Begriff „Genprodukt" entweder auf RNA, insbesondere mRNA oder auf ein Peptid, Polypeptid oder Protein, welches sich aus Expression (Transkription oder Transkription/Translation) eines Gens ergibt.As used herein, the term " gene product " either RNA, in particular mRNA or a peptide, polypeptide or protein resulting from expression (transcription or transcription / translation) of a gene.
Unreife dendritische Zellen, welche in dem Verfahren der vorliegenden Erfindung zu verwenden sind, können durch Verfahren hergestellt werden, welche nach Stand der Technik bekannt sind (siehe z.B. US-2004/109851, De Smedt et al., 2002 Arch. Dermatol. Res. 294, 109-116).Immature dendritic cells to be used in the method of the present invention may be prepared by methods known in the art (see, eg, US-2004/109851, De Smedt et al., 2002 Arch. Dermatol. Res. 294, 109-116).
Die unreifen dendritischen Zellen, welche in dem Verfahren der vorliegenden Erfindung verwendet werden, sind vorzugsweise unreife PBMC-DCs.The immature dendritic cells used in the method of the present invention are preferably immature PBMC-DCs.
Gemäß der bevorzugten Ausführungsform der vorliegenden Erfindung werden die unreifen dendritischen Zellen von peripheren Blutmonozyten (PBMCs) oder von CD34+-Stammzellen abgeleitet.According to the preferred embodiment of the present invention, the immature dendritic cells are derived from peripheral blood monocytes (PBMCs) or CD34 + stem cells.
Verfahren, diese Art von Zellen herzustellen und zu isolieren, sind den Fachleuten nach Stand der Technik bekannt (De Smedt et al., 2002 Arch. Dermatol. Res. 294, 109-116).Methods of making and isolating these types of cells are known to those skilled in the art (De Smedt et al., 2002 Arch. Dermatol. Res. 294, 109-116).
Gemäß einer weiteren bevorzugten Ausführungsform der vorliegenden Erfindung wird die Menge von mindestens sechs Genprodukten in Schritt b) bestimmt.According to another preferred embodiment of the present invention, the amount of at least six gene products in step b) is determined.
Um die Genauigkeit des Verfahrens der vorliegenden Erfindung zu erhöhen, wird es bevorzugt, in Schritt b) die Menge von mehr als der Gruppe der sechs Genprodukte zu bestimmen.To increase the accuracy of the method of the present invention, it is preferred to determine in step b) the amount of more than the group of six gene products.
Gemäß einer besonders bevorzugten Ausführungsform des vor-According to a particularly preferred embodiment of the
NACHGERBCHT 1 ·· ** #t ···· #» * • ·· ·· · ·· ·· • · ♦ · · · · ·«·· • · · · · · ·· · ···· liegenden Verfahrens umfasst Schritt b) die Bestimmung der Menge von mindestens fünf weiteren, vorzugsweise von mindestens 10 weiteren Genprodukten, welche in Schritten c) bis e) ebenfalls weiter bewertet werden, wobei die weiteren Genprodukte ausgewählt werden aus den Genen MARCKS, LOC124220, FBN2, S100A10, BAU, AOAH, EPSTIl, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GP1BA, S100A4, EHF, BTN2A2, LY75, PPFIBPl, H2AFY2, CY-BRDl, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, SLC9A9, CD38, SYT11, ARHGAP22, BTN2A2, PLA2G4C, POLE4, SYT11, IL1RN, LGP2, MS4A3 und PDLIM4.NACHGERBCHT 1 ·· ** #t ···· # »* • ················································································································································································································· Method comprises step b) the determination of the amount of at least five further, preferably at least 10 further gene products, which are also further evaluated in steps c) to e), wherein the further gene products are selected from the genes MARCKS, LOC124220, FBN2, S100A10 , BAU, AOAH, EPSTIII, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GP1BA, S100A4, EHF, BTN2A2, LY75, PPFIBPl, H2AFY2, CY-BRD1, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, SLC9A9, CD38 , SYT11, ARHGAP22, BTN2A2, PLA2G4C, POLE4, SYT11, IL1RN, LGP2, MS4A3 and PDLIM4.
Besonders bevorzugt wird ein Verfahren gemäß der vorliegenden Erfindung, worin in Schritt b) die Menge der Genprodukte der Gene PHLDB3, MARCKS, LOC124220, FBN2, S100A10, BAU, SLAMF1, AOAH, EPSTIl, ABCG2, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GP1BA, S100A4, EHF, BTN2A2, LY75, PPFIBPl, H2AFY2, CY-BRDl, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, FABP4 SLC9A9, CD38, SYT11, ARHGAP22, BTN2A2, PLA2G4C, POLE4, SYTll, ILlRN, LGP2, MS4A3 und PDLIM4 bestimmt wird, und in Schritten c) bis e) weiter bewertet wird.Particularly preferred is a method according to the present invention, wherein in step b) the amount of gene products of the genes PHLDB3, MARCKS, LOC124220, FBN2, S100A10, BAU, SLAMF1, AOAH, EPSTII, ABCG2, LOC541471, ITGAD, RELB, DHRS9, CENTD3 , IL4I1, GP1BA, S100A4, EHF, BTN2A2, LY75, PPFIBPl, H2AFY2, CY-BRD1, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, FABP4 SLC9A9, CD38, SYT11, ARHGAP22, BTN2A2, PLA2G4C, POLE4, SYTII, ILIRN, LGP2, MS4A3 and PDLIM4 is determined, and further evaluated in steps c) to e).
Wie oben beschrieben, kann das zu quantifizierende Genprodukt ein Nukleinsäure- (also RNA) oder ein proteinöses (zum Beispiel Polypeptid) Molekül sein. Das einzusetzende Verfahren, um die Menge dieser Moleküle zu bestimmen, hängt vom Typ ab.As described above, the gene product to be quantified may be a nucleic acid (ie, RNA) or a proteinaceous (eg, polypeptide) molecule. The method to be used to determine the amount of these molecules depends on the type.
Gemäß einer bevorzugten Ausführungsform der vorliegenden Erfindung, wird die Menge der mindestens sechs Genprodukte durch revers- transkribierende RNA, insbesondere mRNA, um cDNA herzustellen, und Unterwerfen besagter cDNA unter eine Echtzeit-Polymerase -Kettenreaktion (PCR) und/oder unter einen Hybridisierungstest bestimmt.According to a preferred embodiment of the present invention, the amount of at least six gene products is determined by reverse transcribing RNA, in particular mRNA to produce cDNA, and subjecting said cDNA under a real-time polymerase chain reaction (PCR) and / or hybridization assay.
Wenn die Menge von RNA bestimmt wird, wird ein Revers-Transkriptionsschritt benötigt, um cDNA herzustellen, welche durch Verfahren wie Echtzeit-PCR oder Hybridisierungstests quantifiziert werden kann. Natürlich ist es ebenfalls möglich, den Schritt der Revers-Transkription mit einem Echtzeit-PCR zu kombinieren.When the amount of RNA is determined, a reverse transcription step is needed to produce cDNA that can be quantified by methods such as real-time PCR or hybridization assays. Of course, it is also possible to combine the step of reverse transcription with a real-time PCR.
Der Hybridisierungstest ist vorzugsweise ein Mikroarray-Test oder ein Mikrosphären-Test.The hybridization assay is preferably a microarray assay or a microsphere assay.
Beide Techniken beziehen die Verwendung von zielspezifischen Sonden ein, welche auf einem festen Träger immobilisiert sind.Both techniques involve the use of target-specific probes immobilized on a solid support.
Im Fall von Mikroarrays ist der feste Träger im WesentlichenIn the case of microarrays, the solid support is essentially
NACHGEREICHT ·· ·♦ #· Μ·· ·· · • ♦ · · * · ·· ·· • · · · · · · ·· · · • · · · · ι · · ···· • · · · · t · # · φ · ·· ♦ · ·· ♦· ·* · - 11 - eben, während im Fall von Mikrosphären der feste Träger im Wesentlichen kugelförmig ist. In solchen Verfahren zu verwendende feste Träger sind nach Stand der Technik bekannt. In dem Mikrochip gemäß der vorliegenden Erfindung besonders bevorzugte zu verwendende Oberflächen sind wenigstens teilweise mit einem Phenolharz-Polymer mit einer Funktionalität von 6 bis 15, vorzugsweise von 7 bis 10, insbesondere bevorzugt 8, überzogen. Solche Oberflächen werden zum Beispiel in WO-03/027675 A, Preininger et al. (Anal. Biochem. 330 (2004), 29-34) beschrieben.FOLLOW-UP ··· ♦ # · Μ ·· ·· · • ♦ · · · · · · · · · · In the case of microspheres, the solid support is essentially spherical. Solid carriers to be used in such methods are known in the art. Particularly preferred surfaces to be used in the microchip according to the present invention are at least partially coated with a phenolic resin polymer having a functionality of from 6 to 15, preferably from 7 to 10, most preferably 8. Such surfaces are described, for example, in WO-03/027675 A, Preininger et al. (Anal Biochem 330 (2004), 29-34).
Ein Mikroarray (üblicherweise auch als Gen-Chip, DNA-Chip oder Bio-Chip bekannt) ist eine Sammlung aus mikroskopischen DNA-Flecken, befestigt an einer festen Oberfläche wie Glas,A microarray (also commonly known as a gene chip, DNA chip, or bio-chip) is a collection of microscopic DNA spots attached to a solid surface such as glass,
Kunststoff oder Silicium-Chip, welche eine Anordnung zum Zwecke der Expressionsprofilierung bilden, welche Gehalte für eine große Anzahl an amplifizierten Nukleinsäuren gleichzeitig überwacht. Mikroarrays können unter Verwendung einer Vielfalt von Technologien hergestellt werden, einschließlich Drucken mit feinspitzigen Nadeln auf Glasobjektträger, Fotolithographie unter Verwendung von vorher hergestellten Masken, Fotolithographie unter Verwendung von dynamischen Mikrospiegel-Vorrichtungen,Plastic or silicon chip forming an assembly for the purpose of expression profiling which simultaneously monitors levels for a large number of amplified nucleic acids. Microarrays can be fabricated using a variety of technologies, including fine pointed needles on glass slides, photolithography using previously prepared masks, photolithography using dynamic micromirror devices,
Ink-Jet-Drucken oder Elektrochemie auf Mikroeiektroden-Arrays.Ink-jet printing or electrochemistry on microelectrode arrays.
Ein Mikroarray umfasst eine große Anzahl an immobilisierten Oli-gonukleotid-Molekülen, vorgesehen in hoher Dichte auf dem festen Träger. Ein Mikroarray ist ein hochgradig effizientes Werkzeug, um Dutzende, Hunderte oder sogar Tausende verschiedene amplifi-zierte Produkte gemäß der vorliegenden Erfindung in einem einzigen Nachweisschritt nachzuweisen. Solche Mikroarrays werden häufig als Objektträger oder Platten in bestimmten Mikrotiter-platten vorgesehen. Nach Stand der Technik wird ein Mikroarray sowohl als eine miniaturisierte Anordnung von Bindungsstellen (also ein Material, der Träger) als auch als ein Träger definiert, welcher miniaturisierte Bindungsstellen umfasst (also das Array).A microarray comprises a large number of immobilized oligonucleotide molecules, provided in high density on the solid support. A microarray is a highly efficient tool for detecting tens, hundreds or even thousands of different amplified products according to the present invention in a single detection step. Such microarrays are often provided as slides or plates in certain microtiter plates. In the prior art, a microarray is defined both as a miniaturized array of binding sites (ie, a material, the support) and as a support comprising miniaturized binding sites (ie, the array).
Gemäß einer bevorzugten Ausführungsform der vorliegenden Erfindung wird die Menge von mindestens sechs Genprodukten unter Verwendung von Antikörpern bestimmt, welche an besagte Genprodukte binden.According to a preferred embodiment of the present invention, the amount of at least six gene products is determined using antibodies which bind to said gene products.
Ein weiterer Aspekt der vorliegenden Erfindung betrifft ein Mikroarray, welches auf seiner Oberfläche Sonden für die Gene PHLDB3, FABP4, ABCG2, FBN2, SP0CD1 und SLAMFl -immobil _A further aspect of the present invention relates to a microarray which has on its surface probes for the genes PHLDB3, FABP4, ABCG2, FBN2, SP0CD1 and SLAMFl -immobil _
1 NACHGEREICHT ·· ·· ·· ··«· ·« # • ♦· · · · ·· ·· • · · · · t · ···· • · · · · · · · · ···· und wobei besagtes Mikroarray mindestens 10%, vorzugsweise mindestens 20% bevorzugter, mindestens 30% der Gesamtzahl an Sonden umfasst, [welche] Sonden für die Gene PHLDB3, FABP4, ABCG2, FBN2, SPOCDl und SLAMFl sind.1 FOLLOW-UP ····························································································································································································································· wherein said microarray comprises at least 10%, preferably at least 20% more preferably, at least 30% of the total number of probes which are probes for the genes PHLDB3, FABP4, ABCG2, FBN2, SPOCD1 and SLAMF1.
Vorzugsweise hat das Mikroarray gemäß der vorliegenden Erfindung auf seiner Oberfläche Sonden für Gene immobilisiert, wobei auf besagtem Mikroarray mindestens 20%, vorzugsweise mindestens 40%, bevorzugter mindestens 60% der Gesamtzahl an Sonden, Sonden für die Gene PHLDB3, MARCKS, LOC124220, FBN2, S100A10, BAU, SLAMFl, AOAH, EPSTIl, ABCG2, SPOCDl, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GPlBA, S100A4, EHF, BTN2A2, LY75, PPFIBPl, H2AFY2, CYBRDl, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, FABP4, SLC9A9, CD38, SYTll, ARHGAP22, BTN2A2, PLA2G4C, POLE4, SYTll, ILlRN, LGP2, MS4A3 oder PDLIM4 sind.Preferably, the microarray according to the present invention immobilizes on its surface probes for genes, said microarray having at least 20%, preferably at least 40%, more preferably at least 60% of the total number of probes, probes for the genes PHLDB3, MARCKS, LOC124220, FBN2, S100A10, BAU, SLAMF1, AOAH, EPSTI1, ABCG2, SPOCD1, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GPIBA, S100A4, EHF, BTN2A2, LY75, PPFIBP1, H2AFY2, CYBRD1, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, FABP4, SLC9A9, CD38, SYTII, ARHGAP22, BTN2A2, PLA2G4C, POLE4, SYTII, ILlRN, LGP2, MS4A3 or PDLIM4.
Es wird ferner bevorzugt, zusätzlich Sonden für normalisierende Gene auf dem Mikroarray zu haben, zum Beispiel mindestens 5, vorzugsweise mindestens 10, bevorzugter mindestens 15 normalisierende Gene, ausgewählt aus Tabelle B.It is further preferred to additionally have probes for normalizing genes on the microarray, for example at least 5, preferably at least 10, more preferably at least 15 normalizing genes selected from Table B.
Gemäß einer besonders bevorzugten Ausführungsform der vorliegenden Erfindung enthält das Mikroarray Sonden von 60%, vorzugsweise 80% der Gene von Tabelle A, wobei FABP4, PHLDB3, FBN2, SLAMFl, ABCG2 und SPOCDl immer auf dem Mikroarray vorhanden sind.According to a particularly preferred embodiment of the present invention, the microarray contains probes of 60%, preferably 80% of the genes of Table A, wherein FABP4, PHLDB3, FBN2, SLAMF1, ABCG2 and SPOCD1 are always present on the microarray.
Ein weiterer Aspekt der vorliegenden Erfindung betrifft ein Kit, welches Sonden für die Gene PHLDB3, FABP4, ABCG2, FBN2, SPOCDl und SLAMFl enthält. Vorzugsweise umfasst das Kit zusätzlich Sonden für mindestens 5, vorzugsweise mindestens 6, insbesondere alle der Gene MARCKS, LOC124220, S100A10, BAU, AOAH, EPSTIl, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GPlBA, S100A4, EHF, BTN2A2, LY75, PPFIBPl, H2AFY2, CYBRDl, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, SLC9A9, CD38, SYTll, AR-HGAP22, BTN2A2, PLA2G4C, POLE4, SYTll, ILlRN, LGP2, MS4A3 und PDLIM4. Es wird ebenfalls bevorzugt, wenn das Kit ferner Sonden von mindestens 5, vorzugsweise von mindestens 10, bevorzugter von mindestens 15 normalisierenden Genen umfasst, ausgewählt aus Tabelle B. Bevorzugte Kits enthalten daher Sonden, worin mindestens 20%, vorzugsweise mindestens 40 %, bevorzugter mindestens 60% von allen Sonden ausgewählt sind aus der Gruppe, bestehend aus mindestens 6 Genen, ausgewählt aus der Gruppe, bestehend aus PHLDB3, MARCKS, LOC124220, FBN2, S100A10, BAU, SLAMFl, AOAH,Another aspect of the present invention relates to a kit containing probes for the genes PHLDB3, FABP4, ABCG2, FBN2, SPOCD1 and SLAMF1. Preferably, the kit additionally comprises probes for at least 5, preferably at least 6, in particular all of the genes MARCKS, LOC124220, S100A10, BAU, AOAH, EPSTII, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GPIBA, S100A4, EHF, BTN2A2, LY75, PPFIBPl, H2AFY2, CYBRD1, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, SLC9A9, CD38, SYTII, AR-HGAP22, BTN2A2, PLA2G4C, POLE4, SYTII, ILlRN, LGP2, MS4A3 and PDLIM4. It is also preferred if the kit further comprises probes of at least 5, preferably at least 10, more preferably at least 15 normalizing genes selected from Table B. Preferred kits therefore contain probes wherein at least 20%, preferably at least 40%, more preferably at least 60% of all probes are selected from the group consisting of at least 6 genes selected from the group consisting of PHLDB3, MARCKS, LOC124220, FBN2, S100A10, BAU, SLAMF1, AOAH,
NACHGEREICHT »· ·· ·· ·!·· ·· t • · · · · · I · · · 9 · ♦ I · · · ·· · · « · · · · · * 9 999« • ·· · · ·· ·« « « Μ · · · · Μ 99 · - 13 - EPSTI1, ABCG2, SPOCDl, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GPlBA, S100A4, EHF, BTN2A2, LY75, PPFIBPl, H2AFY2, CY-BRD1, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, FABP4, SLC9A9, CD38, SYTll, ARHGAP22, BTN2A2, PLA2G4C, POLE4, SYT11, IL1RN, LGP2, MS4A3 und PDLIM4 und mindestens 5, vorzugsweise mindestens 10, bevorzugter mindestens 15 normalisierende Gene, ausgewählt aus Tabelle B. Die gemäß der vorliegenden Erfindung zu verwendenden Sonden sind Nukleinsäuremoleküle, abgeleitet von besagten Genen mit der gleichen oder komplementären Nukleinsäuresequenz. Bevorzugte Sonden sind die folgenden:POSSIBLE »· ········································ EPISTI1, ABCG2, SPOCD1, LOC541471, ITGAD, RELB, DHRS9, CENTD3, IL4I1, GPIBA, S100A4, EHF, BTN2A2, LY75, PPFIBP1, H2AFY2, CY -BRD1, MBOAT2, BU678941, EMP2, AK026517, TNFRSF12A, FABP4, SLC9A9, CD38, SYTII, ARHGAP22, BTN2A2, PLA2G4C, POLE4, SYT11, IL1RN, LGP2, MS4A3 and PDLIM4 and at least 5, preferably at least 10, more preferably at least 15 normalizing Genes selected from Table B. The probes to be used according to the present invention are nucleic acid molecules derived from said genes having the same or complementary nucleic acid sequence. Preferred probes are the following:
Genname systematischer Name Sequenz EPSTIl NM_033255 TL1RN NM_173842 GPlBA NM_000173 FHLDB3 NM 198850 ARHGAP22 NM_021226 POLE4 NM_019896 AK026517 AK026517 TNFRSF12A NM_016639 SYT11 NM_152280 S100A10 NM_002966 NM 001424 EMP2 CENTD3 BTN2A2 RELB H2AFY2 S100A4 SLC9A9 NM022481 NM181531 NM_006509 NM_018649 NM_002961 NM 173653Gene name systematic name sequence EPSTIl NM_033255 NM_173842 TL1RN GPlBA NM_000173 FHLDB3 NM 198850 ARHGAP22 NM_021226 POLE4 NM_019896 AK026517 AK026517 TNFRSF12A NM_016639 SYT11 NM_152280 NM_002966 S100A10 NM 001424 EMP2 CENTD3 BTN2A2 RELB H2AFY2 S100A4 SLC9A9 NM022481 NM181531 NM_006509 NM_018649 NM_002961 NM 173653
AGAAGAGAAGCATTTAGAGAGCATCAGCAATACAAAACCGCTGAGTTCTTGAGCAAACTGAGAAGAGAAGCATTTAGAGAGCATCAGCAATACAAAACCGCTGAGTTCTTGAGCAAACTG
TATTCCTGCATTTGTGAAATGATGGTGAAAGTAAGTGGTAGCTTTTCCCTTCTTTTTCTTTATTCCTGCATTTGTGAAATGATGGTGAAAGTAAGTGGTAGCTTTTCCCTTCTTTTTCTT
TTTCTAGTTTTCTTATCAGGATGTGAGCACTCGTTGTGTCTGGATGTTACAAATATGGGTTTTCTAGTTTTCTTATCAGGATGTGAGCACTCGTTGTGTCTGGATGTTACAAATATGGGT
GAGGAAGATTGCAGGGGCGGGAAGAAACTATTTATTGGTGCTCCTGTGATACCGAATTAAGAGGAAGATTGCAGGGGCGGGAAGAAACTATTTATTGGTGCTCCTGTGATACCGAATTAA
ATCAGATGCTGCTCCAACCATGCAGTTCCTGGTGAGGGTCAGAAGGGGACGGTACCAAGAATCAGATGCTGCTCCAACCATGCAGTTCCTGGTGAGGGTCAGAAGGGGACGGTACCAAGA
CTGTGGATGAATTTGCTTTTCTGGAAGGTACTTTAGATTGATTGCCGAGCGGGGCAGTTT agcaatagatctcggtagttacgtattgggcagatacttactgtatgaatgaaagaacatCTGTGGATGAATTTGCTTTTCTGGAAGGTACTTTAGATTGATTGCCGAGCGGGGCAGTTT agcaatagatctggtagttgtgtgggcagatacttactgtatgaatgaaagaacat
TCACTCAGATGTCCTGAAATTCCACCACGGGGGTCACCCTGGGGGGTTAGGGACCTATTTTCACTCAGATGTCCTGAAATTCCACCACGGGGGTCACCCTGGGGGGTTAGGGACCTATTT
GCTCTTCTGCTATGAAGTAGTAAAAGGCAGTCTATAATTAACTGACAGACCTAACTGAAGGCTCTTCTGCTATGAAGTAGTAAAAGGCAGTCTATAATTAACTGACAGACCTAACTGAAG
AGAAAAGTTAAATACCAGATAAGCTTTTGATTTTTGTATTGTTTGCATCCCCTTGCCCTCAGAAAAGTTAAATACCAGATAAGCTTTTGATTTTTGTATTGTTTGCATCCCCTTGCCCTC
TTCCGGAGCTGGGTTGCTTCTGCTGCAGTACAGAATCCACATTCAGATAACCATTTTGTATTCCGGAGCTGGGTTGCTTCTGCTGCAGTACAGAATCCACATTCAGATAACCATTTTGTA
ATATTTGATACGTACGGGTTCCATGAGAGATTTTGGGTTTTAAAGGAATC-GTTTTACTGCATATTTGATACGTACGGGTTCCATGAGAGATTTTGGGTTTTAAAGGAATC-GTTTTACTGC
GTTATTGAGGACTTTAAAGAGCTTTTGTTTATTTGGGTTAATATTTATGACATTTGACATGTTATTGAGGACTTTAAAGAGCTTTTGTTTATTTGGGTTAATATTTATGACATTTGACAT
CAGACTTGAAGGTGGGGGGTAGGTTGGTTGTTCAGAGTCTTCCCAATAAAGATGAGTTTTCAGACTTGAAGGTGGGGGGTAGGTTGGTTGTTCAGAGTCTTCCCAATAAAGATGAGTTTT
AAATCCTTTCAAAATTCTTAAATCTTCTGTTCCTCCTTTTTCCAAGGGAAGAGGGCAAAAAAATCCTTTCAAAATTCTTAAATCTTCTGTTCCTCCTTTTTCCAAGGGAAGAGGGCAAAA
ATAAGCAGCCCAGGAAGAAATGAAAACTCCTCTGATGTGGTTGGGGGGTCTGCCAGCTGGATAAGCAGCCCAGGAAGAAATGAAAACTCCTCTGATGTGGTTGGGGGGTCTGCCAGCTGG
TTTTTTGCTTTCCAAACAGAATCTCTGGGGCACAAGTTTTACACTCAAGCTAAGTATAACTTTTTTGCTTTCCAAACAGAATCTCTGGGGCACAAGTTTTACACTCAAGCTAAGTATAAC
NACHGEREICHT 99 ·Ι Μ ···· ·· · • · · · · · ·· ·· • · · ·· · · ···· • k · · * · · · · ···» • · · · · ·· ·· · · 99 99 99 99 99 9 - 14 -POSSIBLE 99 · Ι Μ ···· ····················································· ······ · 99 99 99 99 99 9 - 14 -
LY75 NM_002349 tgtggttatcactttaagttttgacacctagattatagtcttagtaatagcatccactgg DHRS9 NM_005771 ACTCATTTAGATCGTGCTTATTTGGATTGCAAAAGGGAGTCCCACCATCSCTGGTGGTAT FABP4 NM_0 01442 CTCACCTTGAAGAATAATCCTAGAAAACTCACAAAATGTGTGATGCTTTTGTAGGTACCT SP0CD1 AK097227 TGGAGGTGGCTGATAAGAGTÄGAGTTTCAAAATCTCTTTAAACCTTCCTAAAGCAATGAT MS4A3 NM006138 taatatccagtcattaaggagttgtcactcttcatcagagtcaccggacctatgcaatta BAU NM 001702 CGGCCGGCCTGGCACCGTTTTTTAAACACCCCCATCCCTCGGGAAGCAGCCAGCTCCCCALY75 NM_002349 NM_005771 tgtggttatcactttaagttttgacacctagattatagtcttagtaatagcatccactgg DHRS9 ACTCATTTAGATCGTGCTTATTTGGATTGCAAAAGGGAGTCCCACCATCSCTGGTGGTAT FABP4 NM_0 01442 CTCACCTTGAAGAATAATCCTAGAAAACTCACAAAATGTGTGATGCTTTTGTAGGTACCT SP0CD1 AK097227 TGGAGGTGGCTGATAAGAGTÄGAGTTTCAAAATCTCTTTAAACCTTCCTAAAGCAATGAT MS4A3 NM006138 taatatccagtcattaaggagttgtcactcttcatcagagtcaccggacctatgcaatta BAU NM 001702 CGGCCGGCCTGGCACCGTTTTTTAAACACCCCCATCCCTCGGGAAGCAGCCAGCTCCCCA
LOC541471 ΑΚ001796 GCAAGACGTATGCAGTTTTCATTGACATCTTTTGGAGAAACTGACAAACTGGACTTGACTLOC541471 ΑΚ001796 GCAAGACGTATGCAGTTTTCATTGACATCTTTTGGAGAAACTGACAAACTGGACTTGACT
ΕΆΒΡ4 NM_001442 AAGGGACGTTGACCTGGÄCTGAAGTTCGCATTGAACTCTACAACATTCTGTGGGGATATA ABCG2 NM_004827 CTGGGGCTTGTGGAAGAATCACGTGGCCTTGGCTTGTATGArrGTTATTTTCCTCACAAT LGP2 NM024119 CATACTGTACTCAGAATCACGACATTCCTTCCCTACCAAGGCCACTTCTATTTTTTGAGG AOAH NM 001637 TTTACAAACTTCAATCTTTTCTACATGGATTTTGCCTTCCATGAAArCATACAGGAGTGG PPFIBP1 NM_003622 GGAGTAATGTGCCGATTCTGAAGTTGCCACAAAAAATAAGACACTGGTGAATGÄGAGTäT IL1RN NM_173843 AAGATTTTATTGTAAAACAGAGCTGAAGTCACAGGAAGTAGGGAACTTTGCACCCAACAT MARCKS NM_002356 GGTAAGGTCATGAACCACTATTTTTGATCCATTATTCCAATTAAGAATGCGTGTCAAAAC FBN2 NM 001999 GTTCCCTTGAAAGGGAACACCTGGCATTCTGTGGTGTTTCGTGCTGTCTTAAATAATGGTΕΆΒΡ4 NM_001442 NM_004827 AAGGGACGTTGACCTGGÄCTGAAGTTCGCATTGAACTCTACAACATTCTGTGGGGATATA ABCG2 CTGGGGCTTGTGGAAGAATCACGTGGCCTTGGCTTGTATGArrGTTATTTTCCTCACAAT LGP2 NM024119 CATACTGTACTCAGAATCACGACATTCCTTCCCTACCAAGGCCACTTCTATTTTTTGAGG AOAH NM 001637 TTTACAAACTTCAATCTTTTCTACATGGATTTTGCCTTCCATGAAArCATACAGGAGTGG PPFIBP1 NM_003622 GGAGTAATGTGCCGATTCTGAAGTTGCCACAAAAAATAAGACACTGGTGAATGÄGAGTäT IL1RN NM_173843 NM_002356 AAGATTTTATTGTAAAACAGAGCTGAAGTCACAGGAAGTAGGGAACTTTGCACCCAACAT MARCKS GGTAAGGTCATGAACCACTATTTTTGATCCATTATTCCAATTAAGAATGCGTGTCAAAAC FBN2 NM 001999 GTTCCCTTGAAAGGGAACACCTGGCATTCTGTGGTGTTTCGTGCTGTCTTAAATAATGGT
LOCI2422Ο NM 145252 CCäCCAGTTAATCTCACATACTCAGCAAACTCACCCGTGGGTCGCTAGGGTGGGGTATGG SPOCD1 NM 144569 TGTTTGAACTTCCTGTTTGACAÄTGTTTGCTGTTGATTTTTTGTTCAATAAAGAATTTGG PDLIM4 NM_0 03 6 8 7 TGCTCCCACGCCTGCTTCTTAAGGTCCCTGCTCGGCCGGTGTAAATATGTTTCACCCTGT ITGAD NM005353 GCTAAGCACCTTCTCGGAGAGATAGAGATTGTAATGTTTTTACATATCTGTCCATCTTTT CYBRD1 NM 02 4843 CCCTCATTTTTTGGATAGTCACCAGACCGCAATGGAAACGTCCTAAGGAGCCAAATTCTA MBOAT2 NM138799 TTGTTCCTAAATGGTATTTTCAAGTGTAATATTGTGAGAACGCTACTGCAGTAGTTGATG POLE 4 NM019896 tcagaggagagacttggataatgcaatagaagctgtggatgaatttgcttttctggaagg SYT11 NM 152280 GCTGACTTTGGCTTTCACATTTGTTCTTTCCAGAGCTAACTGATAAGAGTGGAGGAGGAA PLA2G4C NM_003706 tccagatggccagaatgaatgtgatagttcagaccaatgccttccactgctcctttatga BU678941 BU678941 agcgaccatccagtcatttatttccctccattcccaatgatgtacacacgactaagaagg EHF NM_012153 tatctgtttactgtctcatctgaactgatcccaggtgaacggtttattgcctagatttgt SLAMF1 nm_003037 tctgtgcctcagtttctctctcaggataaagagtgaatagaggccgaagggtgaatttct CD38 NM_0017 7 5 tgaaaaatcctgaggattcatcttgcacatctgagatctgagccagtcgctgtggttgtt IL4I1 NM_17237 4 ccagttatctctccaaaacacgacccacacgaggacctcgcattaaagtattttcggaaa BTN2A2 NM_181531 cctggtcgagcagggcagtactggaccaggtctacgtcagcattcaggttcaatggggac SLAMF1 NM 003037 aggcgcagaacagagcgttacttgataacagcgttccatctttgtgttgtagcagatgaaLOCI2422Ο NM 145252 CCäCCAGTTAATCTCACATACTCAGCAAACTCACCCGTGGGTCGCTAGGGTGGGGTATGG SPOCD1 NM 144569 TGTTTGAACTTCCTGTTTGACAÄTGTTTGCTGTTGATTTTTTGTTCAATAAAGAATTTGG PDLIM4 NM_0 03 6 8 7 TGCTCCCACGCCTGCTTCTTAAGGTCCCTGCTCGGCCGGTGTAAATATGTTTCACCCTGT ITGAD NM005353 GCTAAGCACCTTCTCGGAGAGATAGAGATTGTAATGTTTTTACATATCTGTCCATCTTTT CYBRD1 NM 02 4843 CCCTCATTTTTTGGATAGTCACCAGACCGCAATGGAAACGTCCTAAGGAGCCAAATTCTA MBOAT2 NM138799 TTGTTCCTAAATGGTATTTTCAAGTGTAATATTGTGAGAACGCTACTGCAGTAGTTGATG POLE 4 NM019896 tcagaggagagacttggataatgcaatagaagctgtggatgaatttgcttttctggaagg SYT11 NM 152280 GCTGACTTTGGCTTTCACATTTGTTCTTTCCAGAGCTAACTGATAAGAGTGGAGGAGGAA PLA2G4C NM_003706 tccagatggccagaatgaatgtgatagttcagaccaatgccttccactgctcctttatga BU678941 BU678941 agcgaccatccagtcatttatttccctccattcccaatgatgtacacacgactaagaagg EHF NM_012153 tatctgtttactgtctcatctgaactgatcccaggtgaacggtttattgcctagatttgt SLAMF1 nm_003037 tctgtgcctcagtttctctctcaggataaagagtgaatagaggccgaagggtgaatttct CD38 NM_0017 7 5 tgaaaaatcctgaggattcatcttgcacatc tgagatctgagccagtcgctgtggttgtt IL4I1 NM_17237 4 ccagttatctctccaaaacacgacccacacgaggacctcgcattaaagtattttcggaaa BTN2A2 NM_181531 cctggtcgagcagggcagtactggaccaggtctacgtcagcattcaggttcaatggggac SLAMF1 NM 003037 aggcgcagaacagagcgttacttgataacagcgttccatctttgtgttgtagcagatgaa
Das Kit der vorliegenden Erfindung enthält Sonden, welche verwendet werden können, um die Anwesenheit jener Genprodukte von unreifen dendritischen Zellen nachzuweisen, welche expri-miert werden, wenn besagte Zellen mit irritierenden und/oder allergenen Substanzen kontaktiert werden. I NACHGEREICHT | ·· ·· ·· ···· +· · • · · · · · ·# · · • · ♦ · · · · ···· • * · · · · ·· · ···· • · · · · · · · t · · ·· ♦· ·· ·· ·· · - 15 -The kit of the present invention contains probes which can be used to detect the presence of those gene products of immature dendritic cells which are expressed when said cells are contacted with irritating and / or allergenic substances. I REPLACED | ·········· + · · · · · · · · · # · · · · · · · · · · · · · · · · · ······································
Die vorliegende Erfindung wird ferner durch die folgenden Figuren und Beispiele veranschaulicht, ohne jedoch darauf beschränkt zu werden.The present invention is further illustrated by, but not limited to, the following figures and examples.
Fig. 1 zeigt Dosis-Respons-Versuche nach 24-ständiger Aussetzung von iDCs unter steigenden Konzentrationen von Chemikalien. CD86-Expression, verglichen mit der Lösungsmittel-Kontrolle, wurde nach dem Verfahren von Overton (1988) bestimmt (durchgezogene Linie). PI-Färbung wurde durchgeführt, um Zytotoxizität zu bestimmen, und Lebensfähigkeit wird ausgedrückt als 100% - Zytotoxizität [%] (gepunktete Linie). Mittelwerte und SD von mindestens drei unabhängigen Versuchen werden gezeigt. Gestrichelte, vertikale Linien markieren die Konzentrationen, welche für alle weiteren Aussetzungen gewählt wurden. Analyse von iDCs, ausgesetzt unter NiS04, BB und SDS sind schon vorhergehend präsentiert worden (Szameit et al., 2008).Figure 1 shows dose-response experiments after 24-hour exposure to iDCs with increasing concentrations of chemicals. CD86 expression compared to the solvent control was determined by the method of Overton (1988) (solid line). PI staining was performed to determine cytotoxicity and viability is expressed as 100% cytotoxicity [%] (dotted line). Means and SD of at least three independent experiments are shown. Dashed vertical lines mark the concentrations chosen for all further exposures. Analysis of iDCs exposed to NiS04, BB, and SDS have been previously presented (Szameit et al., 2008).
Fig. 2: Die rote Linie in Fig. 2 zeigt den Fehlklassifizierungsfehler von einer achtfachen Kreuzvalidierung als eine Funktion des Schwellenwerts (die Anzahl an Gene, welche für die Mustererkennung verwendet wurden). Eine Bandbreite von Klassierern aus 4500 Genen bis herunter zu 6 Genen wurde identifiziert, von welchen jedes eine 100%ige Vorhersagegenauigkeit erreicht. Drei willkürliche Gensätze wurden aus dem Datensatz genommen: ein 6-Gen-Satz, ein 48-Gen-Satz und ein 4500-Gen-Satz. Die Unterscheidungskraft dieser Gene wurde dann wieder in einem 8facen Kreuzvalidierungsansatz bewertet. Dieses Verfahren (willkürliche Auswahl von Gensätzen und 8fache Kreuzvalidierung) wurden dann 100 Mal wiederholt und der jeweilige bestimmte Kreuzvalidierungsfehler wird unten in den Kastenplots gezeigt. Die hohen Fehlerraten zeigen, dass willkürlich ausgewählte Gensäzte in der Unterscheidung zwischen allergenen und irritierenden Substanzen größtenteils unbrauchbar sind.Fig. 2: The red line in Fig. 2 shows the misclassification error of an eightfold cross-validation as a function of the threshold (the number of genes used for pattern recognition). A range of classifiers from 4500 genes down to 6 genes has been identified, each of which achieves 100% prediction accuracy. Three arbitrary sets of sentences were taken from the record: a 6-gene set, a 48-gene set, and a 4500-gene set. The distinctiveness of these genes was then assessed again in a 8facen cross validation approach. This procedure (random selection of sets and 8-fold cross-validation) was then repeated 100 times and the particular cross-validation error is shown below in the box plots. The high error rates show that arbitrarily selected geneticists are largely unusable in distinguishing between allergenic and irritating substances.
Fig. 3 zeigt die fachen Veränderungen (M-Werte) der sechs Gene, welche für den Klassierer notwendig sind (PHLDB3, FABP4, ABCG2, FBN2, SP0CD1 und SLAMF1), wie in den Einzel-Mikroarray-Experimenten gemessen (chemisch behandelte gegenüber mit Lösungsmittel behandelte DCs). Fache Veränderungen, abgeleitet von Versuchen unter Einsatz einer allergenen Chemikalie, werden in rot gezeigt, Expressionswerte, abgeleitet von Versuchen unter Einsatz einer irritierenden Chemikalie werden in grün gezeigt. Unterschiede in der Genexpression zwischen Versuchen unter Ein- nachgereicht ·· ·· ·♦ ···· ♦· · • · · ·· · · « · · • · · · · · · ···· « fc· «· * · » · ·#·· 16 satz von allergenen Chemikalien und Versuchen unter Einsatz von irritierenden Chemikalien sind klar sichtbar.Figure 3 shows the multiple changes (M-values) of the six genes necessary for the classifier (PHLDB3, FABP4, ABCG2, FBN2, SP0CD1 and SLAMF1) as measured in the single microarray experiments (chemically treated with Solvent-treated DCs). Fails changes derived from experiments using an allergenic chemical are shown in red, expression values derived from experiments using an irritating chemical are shown in green. Differences in gene expression between experiments with single-handedness ····· ♦ ···· ♦ · · · · · ·············································································· · · · · · · · · · · · · · · 16 Allergenic chemicals and tests using irritating chemicals are clearly visible.
Fig. 3 zeigt BEISPIEL:Fig. 3 shows EXAMPLE:
Materialien und Verfahren:Materials and procedures:
Kultur von iDCs und chemische Aussetzung iDCs wurden wie vorhergehend beschrieben (De Smedt et al., 2002. Arch. Dermatol. Res. 294, 109-116) erzeugt. Kurz: 400 U/ml IL4 und 1000 U/ml GMCSF (Strathman Biotech) wurden zum Inkubationsmedium zugegeben. Das Medium wurde jeden zweiten Tag aufge-frischt.Culture of iDCs and chemical exposure of iDCs were generated as previously described (De Smedt et al., 2002. Arch. Dermatol. Res. 294, 109-116). Briefly: 400 U / ml IL4 and 1000 U / ml GMCSF (Strathman Biotech) were added to the incubation medium. The medium was refreshed every other day.
An Tag sechs wurden iDCs mit verschiedenen Konzentrationen der folgenden Chemikalien und den entsprechenden Lösungsmittel-kontrollen für 24 Stunden behandelt:On day six, iDCs were treated with various concentrations of the following chemicals and solvent controls for 24 hours:
Allergene: Bandrowski-Base N,N''-(2,5-Diamino-2,5-cyclohexa-dien-1,4-diyliden)bis(1,4-benzoldiamin)), BB (ICN Biomedicals Inc); NiS04 (Merck); 2,4-Dinitrobenzolsulfonat, DNBS; 2,4-Dini-trochlorbenzol, DNCB; Eugenol (4-Allyl-2-methoxyphenol), Eug; a-Hexylcinnamaldehyd, CA; Hydrochinon, HQ (alle Sigma-Aldrich).Allergens: Bandrowski base N, N '' - (2,5-diamino-2,5-cyclohexa-diene-1,4-diylidene) bis (1,4-benzenediamine)), BB (ICN Biomedicals Inc); NiSO4 (Merck); 2,4-dinitrobenzenesulfonate, DNBS; 2,4-dini-trochlorobenzene, DNCB; Eugenol (4-allyl-2-methoxyphenol), Eug; a-hexylcinnamaldehyde, CA; Hydroquinone, HQ (all Sigma-Aldrich).
Irritierende Substanzen: Natriumdodecylsulfat, SDS (Merck); TritonX-100, Tri; Methylsalicylat, MS (beide Sigma-Aldrich). DNBS, NiS04, SDS und Tri wurden in Wasser gelöst, BB, DNCB, Eug, CA, HQ und MS in 0,1% DMSO (Merck).Irritating substances: sodium dodecyl sulfate, SDS (Merck); TritonX-100, Tri; Methyl salicylate, MS (both Sigma-Aldrich). DNBS, NiSO 4, SDS and Tri were dissolved in water, BB, DNCB, Eug, CA, HQ and MS in 0.1% DMSO (Merck).
Kontrollen wurden nur mit den Lösungsmitteln (also ohne die allergene/irritierende Substanz) durchgeführt, um Lösungsmittel-Wirkungen zu bewerten.Controls were performed only with the solvents (that is, without the allergenic / irritating substance) to evaluate solvent effects.
Von 3-4 humanen Spendern abgeleitete DCs wurden für jede Chemikalie verwendet.DCs derived from 3-4 human donors were used for each chemical.
Flusszgtometrische AnalyseFlow cytometric analysis
Flusszytometrische Analysen wurden wie vorhergehend beschrieben (Szameit et al., 2008) durchgeführt. Die folgenden Antikörper wurden verwendet: FITC Anti-Mensch CDla, PE Anti-Mensch CD14, PE-Anti-Mensch CD86 (BD Pharmingen): Messungen wurden an einem Coulter Epics XL-MCL (Beckman Coulter Inc.) mit EXP032™ ADC XL 3 Color vl.IC - Expo32 vl.2 Analyse vl.IC (Beckman Coulter Inc.) durchgeführt. DCs wurden durch Lichtstreuung definiert, tote Zellen wurden heraus gesammelt und Fluoreszenz-Histogramme wurden nach dem Verfahren von Overton (Overton, 1988, Cytometry 9, 619-626) bewertet.Flow cytometric analyzes were performed as previously described (Szameit et al., 2008). The following antibodies were used: FITC anti-human CDla, PE anti-human CD14, PE anti-human CD86 (BD Pharmingen): measurements were taken on a Coulter Epics XL-MCL (Beckman Coulter Inc.) with EXP032 ™ ADC XL 3 Color vl.IC - Expo32 vl.2 Analysis vl.IC (Beckman Coulter Inc.). DCs were defined by light scattering, dead cells were collected out, and fluorescence histograms were scored by the method of Overton (Overton, 1988, Cytometry 9, 619-626).
Propidiumiodid (PI) Einfärbung wurde durchgeführt, um Zyto-Propidium iodide (PI) staining was performed to reduce cytotoxicity.
t« ·· ♦♦ ··*· φφ ♦ • · · · · · φ · φ φ • · · Φ · · · φφ Φ Φ • ^ · « · ν · » φ φφφφ Φ Φ Φ Φ · Φ φ « φ φ φ ·· ·· ·· φφ ΦΦ φ - 17 - toxizität zu bestimmen (Sigma-Aldrich). Zellen wurden geerntet und 500 μΐ der Kultur wurden mit 10 μΐ PI (0,2 mg/ml in PBS) für 5 Min. bei 4°C inkubiert. Der Prozentsatz an PI-positiven Zellen wurde mit Flusszytometrie gemessen und Lebensfähigkeit wurde als „100%-Zytotoxizität [%]" ausgedrückt. RNA -Extraktion DCs wurden durch Zentrifugation (10 Min., 300 g, 4°C) geerntet und Zellen wurden in Trizol (Invitrogen) resuspendiert. Gesamt -RNA wurde unter Verwendung von Trizol wie im Herstellerprotokoll beschrieben isoliert. RNA-Pellets wurden in 100 μΐ RNase-freiem Wasser resuspendiert und 350 μΐ Puffer RLT (Qiagen) und 250 μΐ EtOH wurden zugegeben. Proben wurden auf RNeasy Mikrosäulen (Qiagen) aufgebracht und RNA-Säuberung wurde gemäß dem Herstellerprotokoll durchgeführt. Auf-Säule DNase-Be-handlung wurde unter Einsatz der gelieferten RNase-freier DNase durchgeführt. RNA wurde mit 2 x 14 μΐ RNase-freiem Wasser eluiert. RNA-Amplifikation, Markierung und Hybridisierung Immun-Toxizität-Chipt «······································································································································································································································. φ φ φ ·· ·· ·· φφ ΦΦ φ - 17 - toxicity (Sigma-Aldrich). Cells were harvested and 500 μΐ of culture were incubated with 10 μΐ PI (0.2 mg / ml in PBS) for 5 min at 4 ° C. The percentage of PI positive cells was measured by flow cytometry and viability was reported as "100% cytotoxicity [%]". expressed. RNA extraction DCs were harvested by centrifugation (10 min, 300 g, 4 ° C) and cells were resuspended in Trizol (Invitrogen). Total RNA was isolated using trizole as described in the manufacturer's protocol. RNA pellets were resuspended in 100 μM RNase-free water and 350 μM buffer RLT (Qiagen) and 250 μM EtOH were added. Samples were applied to RNeasy microcolumns (Qiagen) and RNA purification was performed according to the manufacturer's protocol. On-column DNase treatment was performed using the supplied RNase-free DNase. RNA was eluted with 2 x 14 μM RNase-free water. RNA amplification, labeling and hybridization immune toxicity chip
Template-Switching PCR (TS-PCR) Amplifikation von 50 ng von Gesamt-RNA wurde wie vorhergehend beschrieben (Petalidis et al., 2003 Nucleic Acids Res. 31, el42; Lauss et al., 2007 Virchows Arch. 451, 1019-1029) unter Verwendung von Power Script RT Kit und Advantage 2 PCR Kit (Clontech) durchgeführt. Alle sich ergebende Erst-Strang-cDNA (10 μΐ) wurde als Matrize für die Zweit-Strang Amplifikationsumsetzung verwendet. PCR wurde mit den folgenden Einstellungen durchgeführt: 95°C für 1 Min., 17 Zyklen für 95°C für 10 Sek., 65°C für 10 Sek., 68°C für 6 Min. Die Zykluszahl für die PCR wurde angepasst, um cDNA, abgeleitet von der exponentialen Phase der PCR zu erhalten. PCR-Produkte wurden unter Einsatz des QIAquick PCR-Reinigungskits mit Buffer PB (Qiagen) nach dem Herstellerprotokoll gereinigt und mit Klenow-Polymerase exo-minus Epicentre lOOOU (Biozym) markiert. 3 μg PCR-Produkt wurden mit 3 μΐ (N) i0 Primer (OD = 125) zu einem Endumsetzungsvolumen von 94,5 μΐ gemischt. Die Umsetzung wurde bei 98°C für 5 Min. inkubiert und auf Eis für 5 Min. gekühlt. Als nächstens wurden die folgenden Reagenzien zugegeben: 12 μΐ lOx Klenow-Puffer, 10 μΐ eines dNTP-Gemisches, welches 0,23 mM dA/dT/dGTP und 0,07 mM dCTP, 2 μΐ Cy3- oder Cy5-dCTP (GE Healthcare) und 1,5 μΐ Klenow Polymerase enthielt. Die Umsetzung wurdeTemplate Switching PCR (TS-PCR) Amplification of 50 ng of total RNA was described previously (Petalidis et al., 2003 Nucleic Acids Res. 31, el42; Lauss et al., 2007 Virchows Arch. 451, 1019-1029 ) using Power Script RT Kit and Advantage 2 PCR Kit (Clontech). All resulting first-strand cDNA (10 μΐ) was used as template for the second-strand amplification reaction. PCR was performed with the following settings: 95 ° C for 1 min, 17 cycles for 95 ° C for 10 sec, 65 ° C for 10 sec, 68 ° C for 6 min. The cycle number for the PCR was adjusted. to obtain cDNA derived from the exponential phase of the PCR. PCR products were purified using the QIAquick PCR purification kit with Buffer PB (Qiagen) according to the manufacturer's protocol and labeled with Klenow polymerase exo-minus Epicenter 10000U (Biozym). 3 μg PCR product was mixed with 3 μΐ (N) i0 primer (OD = 125) to a final conversion volume of 94.5 μΐ. The reaction was incubated at 98 ° C for 5 min. And cooled on ice for 5 min. Next, the following reagents were added: 12 μL of Klenow buffer, 10 μM of a dNTP mixture containing 0.23 mM dA / dT / dGTP and 0.07 mM dCTP, 2 μM Cy3 or Cy5 dCTP (GE Healthcare ) and 1.5 μΐ Klenow polymerase. The implementation was
NACHGEREICHT »· ·· ·· ··*« ·· · • · · ·· · « · ·· • · · · · · · ···· • V · ·· · 9 Λ · tft« : bei 37°C für 2 Stunden inkubiert und bei 95°C für 3 Min. beendet. Nach Markieren wurden cDNAs, abgeleitet von chemisch behandelten DCs und mit Lösungsmittel behandelten DCs kombiniert und eine Microcon-Säuberung wurden unter Einsatz von Microcon YM30 Säulen (Millipore Corporation) durchgeführt.POSSIBLE »· ······································································································································································································································ C incubated for 2 hours and terminated at 95 ° C for 3 min. After labeling, cDNAs derived from chemically treated DCs and solvent treated DCs were combined and microconcleaning was performed using Microcon YM30 columns (Millipore Corporation).
Nach Blockieren der Chipoberfläche wie vorhergehend beschrieben (Szameit et al., 2008) wurden cDNAs bei 42°C über Nacht an einem Mikroarray unter Verwendung von 20 μΐ DigEasy Hybridisierungspuffer (Roche Diagnostics) co-hybridisiert.After blocking the chip surface as previously described (Szameit et al., 2008), cDNAs were co-hybridized at 42 ° C overnight on a microarray using 20 μM DigEasy hybridization buffer (Roche Diagnostics).
Ges amtqenom-Arrav RNA-Proben, abgeleitet von DCs, ausgesetzt unter NiS04, BB, DNBS, DSD oder Tri, wurden zusätzlich mit 44k menschlichen Gesamtgenom -01igo-Mikroarrays (Agilent Technologies) analysiert. RNA-Expressionsgrade von chemisch behandelten DCs und von DCs, ausgesetzt unter Lösungsmittel-Kontrolle, wurden an einem Mikroarray unter Verwendung des Two-Color Low RNA Input Linear Amplification Kit PLUS (Agilent Technologies) gemäß dem Herstellerprotokoll analysiert. Für jede Amplifikation wurden 200 ng Gesamt-RNA eingesetzt und amplifizierte Proben wurden für Hybridisierung unter Verwendung des Gene Expression Hybridization Kit (Agilent Technologies) hergestellt. Hybridisierung wurde über Nacht bei 65°C in einem rotierenden Hybridisierungsofen (Agilent Technologies) durchgeführt.Gesamtgen-Arrav RNA samples derived from DCs exposed to NiSO 4, BB, DNBS, DSD, or Tri were additionally analyzed with 44k human whole genome 0.01 microarrays (Agilent Technologies). RNA expression levels of chemically treated DCs and DCs exposed to solvent control were analyzed on a microarray using the Two-Color Low RNA Input Linear Amplification Kit PLUS (Agilent Technologies) according to the manufacturer's protocol. For each amplification, 200 ng total RNA was used and amplified samples were prepared for hybridization using the Gene Expression Hybridization Kit (Agilent Technologies). Hybridization was performed overnight at 65 ° C in a rotary hybridization oven (Agilent Technologies).
Aufbau des Immun-Toxizität-Chips 66 immun-relevante Gene, 7 Haushaltsgene, 8 negative Kontrollen und externe und interne Normalisierungskontrollen wurden auf ARChip Epoxy Glasobjektträger (Austrian Research Centers GmbH - ARC, Seibersdorf, Österreich) unter Verwendung eines Om-nigrid Arrayer (GeneMachines) getupft. Sondenentwurf und externe Normalisierungskontrollen (Lucidea Universal Score Card System, GE Healthcare) sind detailliert vorhergehend beschrieben worden (Szameit et al., 2008). Zusätzlich zu externen Normalisierungs-kontrollen wurden Sonden für interne Normalisierung in den Chip-Entwurf eingeschlossen, welche Normalisierung ohne die Notwendigkeit, extra RNA zuzugeben, ermöglichen. Daher wird das Risiko von ungenauer Normalisierung wegen Pipettierungsfehlern verringert. Ähnlich dem durch Yang et al. (Yang et al., 2002 Nucleic Acids Res. 30, el5) beschriebenen System wurde eine Folge von 10 nicht-differenziell exprimierten Kontrollflecken aus einem Pool von menschlicher RNA (Universal Human Reference RNA, Stratagene)Structure of the Immunotoxicity Chip 66 immune-related genes, 7 housekeeping genes, 8 negative controls and external and internal normalization controls were run on ARChip Epoxy glass slides (Austrian Research Centers GmbH - ARC, Seibersdorf, Austria) using an Om-nigrid Arrayer (GeneMachines ) spotted. Probe design and external normalization controls (Lucidea Universal Score Card System, GE Healthcare) have been previously described in detail (Szameit et al., 2008). In addition to external normalization controls, probes for internal normalization were included in the chip design, allowing for normalization without the need to add extra RNA. Therefore, the risk of inaccurate normalization due to pipetting errors is reduced. Similar to Yang et al. (Yang et al., 2002 Nucleic Acids Res. 30, el5) was a series of 10 non-differentially expressed human RNA pool (Stratagene) pools of human RNA.
NACHGEREICHT Μ ·· ·· ···· ·· · • · · · · · ·· ·· • · · · · I Φ ·· · · • ' t · * · · <4 ϋ *φ#Φ • ·· Φ # · · φ Φ « · ·· ·· ·· ΦΦ ΦΦ φ - 19 - erzeugt. Die RNA wurde unter Verwendung der TS-PCR-Amplifikation wie früher in dieser Veröffentlichung beschrieben revers-transkribiert. Die sich ergebende cDNA wurde in seriellen Verdünnungen (1:3), beginnend mit 96 ng/μΐ, auf den Immun-Toxizität-Chip getupft. Da Expression der meisten Gene nicht durch Aussetzung von DCs unter Chemikalien beeinträchtigt wird, sollten die Signal-Intensitäten der fluoreszierenden Farbstoffe Cy3 und Cy5 an diesen Sonden in einem Zwei-Farben Mikroarray-Experiment gleich sein.POSSIBLE Μ ···························· ·· Φ # · · φ Φ «· ·· ·· ·· ΦΦ ΦΦ φ - 19 -. The RNA was reverse transcribed using TS-PCR amplification as described earlier in this paper. The resulting cDNA was spotted onto the immuno-toxicity chip in serial dilutions (1: 3) beginning at 96 ng / μΐ. Since expression of most genes is not affected by exposure of DCs to chemicals, the signal intensities of the fluorescent dyes Cy3 and Cy5 on these probes should be the same in a two-color microarray experiment.
Datenanalysedata analysis
Hybridisierungen, durchgeführt am Immun-Toxizität-Chip, wurden unter Verwendung eines GenePix 4000A Scanners (Molecular Devices) mit angepassten Einstellungen (gleich für beide Wellenlängen) unter Vermeidung von gesättigten Signalen gescannt. Rohe Abbildungsdaten wurden unter Verwendung von GenePix 3.0 Software (Molecular Devices) extrahiert.Hybridizations performed on the immunotoxicity chip were scanned using a GenePix 4000A scanner (Molecular Devices) with adjusted settings (equal for both wavelengths) avoiding saturated signals. Raw image data was extracted using GenePix 3.0 software (Molecular Devices).
Hybridisierungen, durchgeführt an Gesamtgenom-Arrays, wurden unter Verwendung eines Agilent DNA Mikroarray Scanners gescannt und rohe Abbildungsdaten wurden unter Verwendung der Agilent Feature Extraction Software (v9.5.3.1) extrahiert. Das Software-Paket Limma für die R-Computerumgebung wurde für Datenanalyse von beiden Systemen verwendet (Smyth and Speed, 2003, Methods 31, 265-273). Limma ist Teil des Bioconductor Projekts bei www.-bioconductor.org (Gentleman et al., 2004 Genome Biol. 5, R80). Für jede Hybridisierung wurden Hintergrund-Intensitäten von Vordergrund-Intensitäten für jeden Fleck subtrahiert. Daten, abgeleitet aus dem Immun-Toxizität- Chip, wurden unter Einsatz der internen Normalisierungskontrollen unter Verwendung von Loess-Normalisierung normalisiert. Für Gesamtgenom-Experimente wurde globale Loess-Normalisierung durchgeführt.Hybridizations performed on whole genome arrays were scanned using an Agilent DNA microarray scanner and raw imaging data was extracted using the Agilent Feature Extraction Software (v9.5.3.1). The software package Limma for the R computer environment was used for data analysis by both systems (Smyth and Speed, 2003, Methods 31, 265-273). Limma is part of the Bioconductor project at www.-bioconductor.org (Gentleman et al., 2004 Genome Biol. 5, R80). For each hybridization, background intensities of foreground intensities for each spot were subtracted. Data derived from the immune toxicity chip was normalized using internal normalization controls using Loess normalization. For global genome experiments, global loess normalization was performed.
Um die vielversprechendsten Kandidaten-Gene für die Identifizierung von Sensibilisatoren zu identifizieren, wurden Experimente, durchgeführt mit RNA, abgeleitet von Allergen-exponierten DCs kombiniert, ein lineares Modell wurde angepasst und das empirische Bayes-Verfahren (Smyth, 2004, Stat. Appl. Genet. Mol. Biol. 3, Artikel 3) wurde angewendet. Die Signifikanz der diffe-renziell exprimierten Gene wurden durch die B-Statistik (Smyth, 2004) klassifiziert. Zusätzlich wurden Genexpressionsveränderungen in DCs, behandelt mit jeder Chemikalie, getrennt analysiert. Für den Immun-Toxizität-Chip wurden In-Array-Replikate in dieTo identify the most promising candidate genes for the identification of sensitizers, experiments performed on RNA derived from allergen-exposed DCs were combined, a linear model was adapted, and the Bayes empirical method (Smyth, 2004, Stat. Appl. Genet Mol. Biol. 3, Article 3) was used. The significance of the differentially expressed genes were classified by the B statistic (Smyth, 2004). In addition, gene expression changes in DCs treated with each chemical were analyzed separately. For the immunotoxicity chip, in-array replicates have been incorporated into the
NACHGEraCHT ·· • ft ···· •ft • · · • · • · • · · • · ft • ft . · · • ft • · • · • ···· • · - 20 -POSSIBLE ·· • ft ···· • ft • · · · · · · · · · · · · ft • ft. · · · Ft · · · · · ···· • · - 20 -
Analyse integriert, wie vorhergehend beschrieben (Smyth et al., 2005 Bioinformatics. 21, 2067-2075). Falls ein Gen durch mehr als eine Sonde oder mehrere gleiche Sonden an dem Gesamtgenom-Array repräsentiert war, wurden nur die fach-Induktion und der B-Wert der Sonde mit dem höchsten B-Wert genommen. Technische Replikate (Farbstoff-Swaps) und biologische Replikate (Versuche unter Einsatz von DCs von verschiedenen Blutspendern) wurden für jede Chemikalie spezifiziert. Für Gesamtgenom-Arrays wurden nur biologische Replikate durchgeführt. Für Sondenselektion, Klassifizierung und Kreuzvalidierung der Gesamtgenom-Daten wurde ein Nearest-Shrunken-Centroid Verfahren (implementiert in der pamr-Software, erhältlich bei www.-bioconductor.org ) gewählt (Tibshirani et al., 2002 Proc. Natl. Acad. Sei. U.S.A. 99, 6567-6572). Es wurde aus mehreren Gründen ausgewählt: es ist intensiv in der Literatur verwendet worden, es ermöglicht Mehrfachklassen-Klassifizierung und es betreibt Merkmalsselektion, Klassifizierung und Kreuzvalidierung in einem Rutsch.Analysis integrated as previously described (Smyth et al., 2005 Bioinformatics 21, 2067-2075). If a gene was represented by more than one probe or several identical probes on the whole genome array, only the compartment induction and the B value of the highest B probe were taken. Technical replicates (dye swaps) and biological replicates (experiments using DCs from different blood donors) were specified for each chemical. For whole genome arrays, only biological replicates were performed. For probe selection, classification, and cross-validation of total genome data, a nearest-shrink-centroid method (implemented in the pamr software available from www.-bioconductor.org) was chosen (Tibshirani et al., 2002 Proc. Natl. Acad USA 99, 6567-6572). It has been chosen for several reasons: it has been extensively used in the literature, it enables multi-class classification, and it carries out feature selection, classification, and cross-validation in one go.
Kurz: es errechnet mehrere verschiedene mögliche Klassizie-rer unter Verwendung von verschiedenen Schrumpfungsgrenzen (also verschiedenen Anzahlen von Genen) und findet den besten Schwellenwert aus Kreuzvalidierung. Hier wurde der Klassizierer mit der kleinsten Anzahl an Genen ausgewählt (größter Schwellenwert), wenn mehr als ein Schwellenwert die gleichen Kreuzvalidierungsergebnisse ergab. Das gleiche Verfahren wurde auf das Zwei-Klassen-Problem zum Vorhersagen von Allergen gegenüber Reizmittel und auf das Fünf-Klassen-Problem zum Vorhersagen der 5 verschiedenen in den Tests verwendeten Chemikalien angewendet .In short, it calculates several different possible classifiers using different shrinkage limits (that is, different numbers of genes) and finds the best cross-validation threshold. Here, the classifier with the smallest number of genes was selected (largest threshold) if more than one threshold gave the same cross-validation results. The same procedure was applied to the two-class problem of predicting allergen versus irritants and to the five-class problem of predicting the 5 different chemicals used in the tests.
Um Unterschiede in Genexpression zwischen DCs, ausgesetzt unter verschiedene Chemikalien, zu visualisieren, wurde hierarchische Cluster-Bildung von nach Behandlung von iDCs mit einer der Chemikalien signifikant exprimierten (B > 1) Genen durchgeführt .In order to visualize differences in gene expression between DCs exposed to various chemicals, hierarchical clustering of genes significantly expressed after treatment of iDCs with one of the chemicals (B> 1) was performed.
Echtzeit-PCRReal-time PCR
Quantitative Echtzeit-PCR wurde wie vorhergehend beschrieben (Szameit et al., 2008) unter Verwendung von TaqMan Gene Expression Assays (Applied Biosystems) mit RNA, isoliert aus 4 DC-Kul-turen, behandelt mit SDS oder DNBS und den entsprechenden Lösungsmittelkontrollen für 24 Std. durchgeführt (Tabelle 1).Quantitative real-time PCR was performed as previously described (Szameit et al., 2008) using TaqMan gene expression assays (Applied Biosystems) with RNA isolated from 4 DC cultures treated with SDS or DNBS and the appropriate solvent controls for 24 Std. Performed (Table 1).
NACHGEREICHT I • · · ·· · ·· ·· I*· · # · · ···· • · · · · · · ····· - 21 -POSSIBLE REVIEW I • ···············
Tabelle 1: Gene, analysiert mit quantitativer Echtzeit-PCR. Gene wurden willkürlich aus Genen ausgewählt, welche als differenziell exprimiert mit dem Gesamtgenom-Array nach Aussetzung von iDCs unter Sensibilisatoren identifiziert wurden. Taq-Man Genexpressionstests wurden verwendet (Test ID).Table 1: Genes analyzed with quantitative real-time PCR. Genes were randomly selected from genes identified as differentially expressed with the whole genome array after exposure of iDCs to sensitizers. Taq-Man gene expression tests were used (Test ID).
Gensymbol Eingangsnummer Test-ID ATF3 NM_001030287.2; NM_004024.4 NM_001040619.1; NM_001674.2; Hs00231069_ml B2M NM_004 04 8.2 Hs99999907_ml CLCF1 NM_013246.2 Hs00757942_ml CXCL2 NM_00208 9.3 Hs00236966 ml FREQ NM_014286.2 Hs00179522_ml IL8 NM_000584.2 Hs00174103_ml RIPK2 NM_003821.5 Hs00169419_ml RPLPO NM_053275.3; NM 001002.3 Hs99999902_ml SOD2 NM_001024 4 65.1; NM_001024466.1; NM_000636.2 Hs00167309_ml STK17A NM_0047 60.2 Hs00270504 mlGene Symbol Receiving Number Test ID ATF3 NM_001030287.2; NM_004024.4 NM_001040619.1; NM_001674.2; Hs00231069_ml B2M NM_004 04 8.2 Hs99999907_ml CLCF1 NM_013246.2 Hs00757942_ml CXCL2 NM_00208 9.3 Hs00236966 ml FREQ NM_014286.2 Hs00179522_ml IL8 NM_000584.2 Hs00174103_ml RIPK2 NM_003821.5 Hs00169419_ml RPLPO NM_053275.3; NM 001002.3 Hs99999902_ml SOD2 NM_001024 4 65.1; NM_001024466.1; NM_000636.2 Hs00167309_ml STK17A NM_0047 60.2 Hs00270504 ml
Die gleiche RNA, die für die Mikroarray-Versuche verwendet wurde, wurde eingesetzt. Von jeder Probe wurden dreifache Ausfertigungen durchgeführt, normalisiert zu 2 Haushaltsgenen (RPLPO, B2M) und biologische Replikate wurden unter Verwendung des 2Δ ^-Verfahrens (Livak und Schmittgen, 2001, Methods 25, 402-408) analysiert. Nach log2-Transformation der sich ergebenden fachen-Induktionen wurde ein Proben-t-Test durchgeführt, um zu analysieren, ob fache-Induktionen signifikant verschieden von 0 (p < 0,05) waren.The same RNA used for the microarray experiments was used. Triplicate copies of each sample were made, normalized to 2 housekeeping genes (RPLPO, B2M) and biological replicates were analyzed using the 2Δ ^ method (Livak and Schmittgen, 2001, Methods 25, 402-408). After log2 transformation of the resulting multiple inductions, a sample t-test was performed to analyze whether fold inductions were significantly different from 0 (p <0.05).
ErgebnisseResults
Flusszytometri sehe Analyse und Dosis-Respons-VersucheFlow cytometry analysis and dose-response experiments
Vor Aussetzung wurden Zellen bezüglich Expression des Monozyten- /Makrophagenmarkers CD14 und des DC-Markers CDla unter Einsatz von Flusszytometrie analysiert. Alle Kulturen waren konstant CD14-negativ und annähernd 90% der Zellen waren hochgradig CDla-positiv (Daten nicht gezeigt). Wirkungen von steigenden Konzentrationen von HQ, CA, DNBS, DNCB, Eug, MS und Tri auf Expression des Maturationsmarkers CD86 und PI- Einschluss wurden analysiert. Konzentrationen, welche 10% - 20% Zytotoxizität er- I NACHGEREICHT 1 - 22 -Prior to exposure, cells were analyzed for expression of monocyte / macrophage marker CD14 and DC marker CDla using flow cytometry. All cultures were consistently CD14 negative and approximately 90% of the cells were highly CDla positive (data not shown). Effects of increasing concentrations of HQ, CA, DNBS, DNCB, Eug, MS and Tri on expression of the maturation marker CD86 and PI inclusion were analyzed. Concentrations giving 10% - 20% cytotoxicity I REPLACED 1 - 22 -
gaben, wurden für alle Chemikalien gewählt (240 pg/ml DNBS, 2 pg/ml DNCB, 212 ug/ml CA, 320 pg/ml Eug, 25 pg/ml HQ, 100 pg/ml MS und 7,5 ug/ml Tri) (Fig. 1). Zytotoxische Konzentrationen (>20% Zytotoxizität) könnten unspezifische Hochregulierungen von CD86-Expression ergeben (Szameit et al., 2008) und wurden daher nicht verwendet. In vorhergehenden Studien wurden bereits Dosis -Respons-Kurven für iDCs, behandelt mit verschiedenen Konzentrationen von NiS04, BB und SDS, präsentiert (Szameit et al., 2008). In diesen Studien wurde Genexpression in iDCs, ausgesetzt unter Konzentrationen, welche <10% Zytotoxizität ergaben, analysiert. Um 10% bis 20% Zytotoxizität in der vorliegenden Arbeit zu erhalten, wurden die Dosen von BB und SDS auf 10 ug/ml, bzw. 90 Ug/ml erhöht.were selected for all chemicals (240 pg / ml DNBS, 2 pg / ml DNCB, 212 μg / ml CA, 320 μg / ml Eug, 25 μg / ml HQ, 100 μg / ml MS and 7.5 μg / ml Tri) (Fig. 1). Cytotoxic concentrations (> 20% cytotoxicity) could result in nonspecific upregulations of CD86 expression (Szameit et al., 2008) and were therefore not used. Previous studies have already presented dose-response curves for iDCs treated with various concentrations of NiSO 4, BB and SDS (Szameit et al., 2008). In these studies, gene expression in iDCs exposed at concentrations giving <10% cytotoxicity was analyzed. In order to obtain 10% to 20% cytotoxicity in the present work, the doses of BB and SDS were increased to 10 μg / ml and 90 μg / ml, respectively.
Analyse von PI-Färbung in DCs, welche steigenden Konzentrationen der Chemikalien ausgesetzt waren, zeigten eine Verringerung der Lebensfähigkeit für NiS04, CA, DNBS, DNCB, Eug, HQ und SDS. Keine Konzentrationsabhängigkeit wurde für die analysierten Konzentrationsbandbreiten von BB, MS und Tri nachgewiesen. Während höhere Konzentrationen von Tri in vorhergehenden Versuchen analysiert wurden und eine schnelle Verringerung der Lebensfähigkeit ergaben, konnten höhere Konzentrationen von BB und MS wegen Grenzen der Löslichkeit nicht analysiert werden. Außer für DNCB und HQ ergab Behandlung mit steigenden chemischen Konzentrationen eine erhöhte CD86-Expression. Für DNCB und HQ war die Menge an CD86++ Zellen nach Aussetzung unter DCs auf Konzentrationen >2 ug/ml verringert (Lebensfähigkeit 87 +/- 2% oder 25 Ug/ml (Lebensfähigkeit 81 +/- 7%, (Fig. 1).Analysis of PI staining in DCs exposed to increasing concentrations of the chemicals showed a reduction in viability for NiSO4, CA, DNBS, DNCB, Eug, HQ, and SDS. No concentration dependence was detected for the analyzed concentration ranges of BB, MS and Tri. While higher concentrations of tri were analyzed in previous experiments and resulted in a rapid reduction in viability, higher concentrations of BB and MS could not be analyzed because of limits of solubility. Except for DNCB and HQ, treatment with increasing chemical concentrations resulted in increased CD86 expression. For DNCB and HQ, the amount of CD86 ++ cells after exposure to DCs was reduced to concentrations> 2 μg / ml (viability 87 +/- 2% or 25 μg / ml (viability 81 +/- 7%, (Figure 1)). ,
Immun -Toxizität-ChipImmune toxicity chip
Alle Versuche unter Einsatz von RNA, abgeleitet von iDCs, ausgesetzt unter Allergene (NiS04, BB, DNBS, DNCB, HQ, CA oder Eug) wurden kombiniert und ein lineares Modell wurde angepasst. Log-fache-Induktionen und B-Werte der Gene, welche signifikant hoch- oder runterreguliert waren, wurden berechnet und durch die B-Statistik bewertet. 36 Sonden wurden gefunden, welche ein Panel von Markern repräsentieren, das für die Unterscheidung von Sensibilisatoren und irritierenden Substanzen geeignet sein könnte. Die Sonde für TNFRSF1A ist unspezifisch (Szameit et al., 2008). Daher wurde dieses Gen aus der Analyse ausgeschlossen.All experiments using RNA derived from iDCs exposed to allergens (NiSO 4, BB, DNBS, DNCB, HQ, CA or Eug) were combined and a linear model was adapted. Log-fold inductions and B-values of the genes that were significantly up- or down-regulated were calculated and rated by the B-statistic. Thirty-six probes were found which represent a panel of markers that could be useful in distinguishing sensitisers and irritating substances. The probe for TNFRSF1A is nonspecific (Szameit et al., 2008). Therefore, this gene was excluded from the analysis.
Um die Anwendbarkeit des Markerpanels zu analysieren, wurde die Anzahl an differenziell exprimierten Genen nach AussetzungTo analyze the applicability of the marker panel, the number of differentially expressed genes after exposure was determined
NACHGEREICHT - 23 - • · • · · · · · von iDCs unter einzelne Chemikalien als Prozentsatz der Anzahl an Genen des Markerpanels berechnet (Tabelle 2). Von bis zu 26,7% der Marker wurde gefunden, dass sie selbst nach Aussetzung von iDCs unter irritierende Substanzen hochreguliert waren und <14,3% waren runterreguliert. Die schwachen oder mäßigen Allergene (HQ, CA, Eug) waren für >33,3% der hochregulierten Marker und >19,1% der runterregulierten Marker positiv. Die stärkeren Allergene (NiS04, BB, DNBS, DNCB) trennen sich deutlich von den irritierenden Substanzen mit >46,7% hochregulierten und >57,1% runterregulierten Genen.DETERMINED by iDCs among individual chemicals as a percentage of the number of genes of the marker panel (Table 2). Up to 26.7% of the markers were found to be upregulated with irritating agents even after iDC exposure and <14.3% were down-regulated. The weak or moderate allergens (HQ, CA, Eug) were positive for> 33.3% of the upregulated markers and> 19.1% of the downregulated markers. The stronger allergens (NiSO 4, BB, DNBS, DNCB) clearly separate from the irritating substances with> 46.7% upregulated and> 57.1% downregulated genes.
Tabelle 2: Anzahl an differenziell exprimierten Genen nach Aussetzung von iDCs unter einzelne Chemikalien als Prozentsatz der Anzahl an Genen des Markerpanels.Table 2: Number of differentially expressed genes after exposure of iDCs to individual chemicals as a percentage of the number of marker panel genes.
Alle Sensibilisatoren NiS04 BB DNBS DNCB HQ CA Eug SDS MS Tri hochregu- liert 100 93,3 60 46,7 66,7 40 33,3 60 26,7 6,7 20 runterre- guLiert 100 76,2 71,4 66,7 57,1 33,3 38,1 19,1 14,3 0 14,3All Sensitizers NiS04 BB DNBS DNCB HQ CA Eug SDS MS Tri up-regulated 100 93.3 60 46.7 66.7 40 33.3 60 26.7 6.7 20 down-graded 100 76.2 71.4 66, 7 57.1 33.3 38.1 19.1 14.3 0 14.3
Gesamtgenom-ArragWhole genome Arrag
Zusätzlich zur Analyse mit dem Immun-Toxizität-Chip wurden Veränderungen in der Genexpression in mit Allergen (NiS04, BB, DNBS) oder irritierenden Substanzen (SDS, Tri) behandelten Zellen analysiert, verglichen mit Lösungsmittel-behandelten Zellen, um Gene zu finden, welche an dem Chip der Erfindung nicht repräsentiert sind, die als Markergene geeignet sein könnten.In addition to analysis with the immunotoxicity chip, changes in gene expression in cells treated with allergen (NiSO 4, BB, DNBS) or irritating (SDS, Tri) were analyzed as compared to solvent-treated cells to find genes are not represented on the chip of the invention, which could be suitable as marker genes.
Aus >44000 Sonden am Gesamtgenom-Array wurde von 1741 Genen gefunden, dass sie nach Aussetzung von iDCs unter Allergene, aber nicht unter irritierende Substanzen hochreguliert waren. Zusätzlich wurden 2007 Gene als runterreguliert identifiziert.Out of> 44,000 probes on the whole genome array, 1741 genes were found to be upregulated upon exposure of iDCs to allergens, but not to irritating substances. In addition, 2007 genes were identified as down-regulated.
Um den vorhergesagten Wert dieser Gene für die Bestimmung von allergenem Potenzial zu bewerten, wurden Merkmalsselektion, Klassifizierung und Kreuzvalidierung durchgeführt. Nur 6 Gene waren notwendig, um allergenes Potenzial mit 100% Genauigkeit in Kreuzvalidierung vorherzusagen (Tabelle 3; Fig. 2 und 3).To assess the predicted value of these genes for the determination of allergenic potential, feature selection, classification and cross validation were performed. Only 6 genes were necessary to predict allergenic potential with 100% accuracy in cross validation (Table 3, Figures 2 and 3).
Ein ähnlicher Klassierer wurde konstruiert, um die verschie- NACHGEr ~;c: ;r - 24 - • · · · ·· MM ·· · * · · · · · ·· ·· denen verwendeten Chemikalien vorherzusagen. 64 Gene waren notwendig, um die 5 verschiedenen Chemikalien mit 100% Genauigkeit in Kreuzvalidierung vorherzusagen (Tabelle 3).A similar classifier has been designed to predict the different chemicals used. 64 genes were necessary to predict the 5 different chemicals with 100% accuracy in cross-validation (Table 3).
Tabelle 3: Gene, welche notwendig sind, um das allergene Potenzial von Chemikalien vorherzusagen, oder um verschiedene Chemikalien vorherzusagen, wie durch Kreuzvalidierung bestimmt. flannwmft_Eingang· nimmer_Table 3: Genes necessary to predict the allergenic potential of chemicals or to predict various chemicals as determined by cross-validation. flannwmft_Eingang · never
Gene, welche notwendig sind, um alleraenes Potenzial vorherzusacren NM_198850 NM_0014 4 2 NM_004 827 NM_001999 NM_14 4 569 NM 003037 PHLDB3 (ENST00000292140) FABP4 (W60781) ABCG2 FBN2 SP0CD1 SLAMF1Genes necessary to anticipate all potential NM_198850 NM_0014 4 2 NM_004 827 NM_001999 NM_14 4 569 NM 003037 PHLDB3 (ENST00000292140) FABP4 (W60781) ABCG2 FBN2 SP0CD1 SLAMF1
Gene, welche notwendig sind, um verschiedene Chemikalien vorherzusagen HS3ST1 NM_005114 EDNRB NM_003991 EPSTI1 NM_033255 KITLG NM_000899 CDK5RAP2 NM_01824 9 G0S2 NM_015714 TPM1 NM_000366 TAL1 NM_00318 9 DPYSL3 NM_001387 CG018 NM_052818 THC2269852 THC2269852 GBP1 NM_002053 C17orf 60 (ENST00000332935) NM_001085423 RGS2 NM_002923 ENC1 NM_003633 DPYSL3 NM_001387 TPM1 NM 001018004Genes which are necessary for various chemicals to predict HS3ST1 NM_005114 EDNRB NM_003991 EPSTI1 NM_033255 KITLG NM_000899 CDK5RAP2 NM_01824 9 G0S2 NM_015714 TPM1 NM_000366 TAL1 NM_00318 9 DPYSL3 NM_001387 CG018 NM_052818 THC2269852 THC2269852 GBP1 NM_002053 C17orf 60 (ENST00000332935) NM_001085423 RGS2 NM_002923 ENC1 NM_003633 DPYSL3 NM_001387 TPM1 NM 001018004
NACHGEtElC ’ -)T • ·· · » 0 0 0 0 0 • · · » « · · ·· « « * · · * · · ·· ····· 25 : Gennaine Eingang snuinmar MCEMP1 NM_174 918 SPR NM0Q3124 DKFZP686A01247 NM_014 988 S0D2 NM_000636 BDKRB2 NM_000623 F2RL2 NM_004101 SNX5 BC002724 RAB15 NM198686 RCNL NM_002901 LIPH NM_139248 GBP1 NM_002053 IL15 NM172174 SNN NM_0034 98 CF.S1 NM_001266 KIAA1274 NM_014431 CR601322 CR601322 SPINK1 NM_003122 STAG 3 NM_012447 CRH NM_000756 TPM1 NM_001018004 GR EMI NM__013372 IFIT3 NM_00154 9 AF116678 AF116678 CD36 S67044 EBI3 NM005755 LEPREL1 NM_018192 RGS1 NM_002922 PKIB NM_181795 NDRG2 NM 201535 ÄBCC2 NM_000392 SLAMF7 NM_0 21181 TPM1 NM_001018004 PROC NM 000312 CD36 NM_001001547 METTL7A NM_014033 KLF10 NM 005655 LOC222171 NM_175887 AF131834 AF131834 PMP22 NM_000304NACHGEtElC '-) T • ·· · »0 0 0 0 0 • · ·« · · · · «« * · · * · · ·· ····· 25: Gennaine input snuinmar MCEMP1 NM_174 918 SPR NM0Q3124 DKFZP686A01247 NM_014 988 S0D2 BDKRB2 NM_000636 NM_000623 NM_004101 F2RL2 SNX5 BC002724 RAB15 NM198686 RCNL LIPH NM_002901 NM_139248 GBP1 NM_002053 IL15 NM172174 SNN NM_0034 98 CF.S1 NM_001266 KIAA1274 NM_014431 CR601322 CR601322 NM_003122 SPINK1 STAG 3 NM_012447 NM_000756 CRH TPM1 NM_001018004 IFIT3 GR EMI NM__013372 NM_00154 9 AF116678 AF116678 S67044 CD36 EBI3 NM005755 LEPREL1 NM_018192 RGS1 NM_002922 PKIB NM_181795 NDRG2 NM 201535 ÄBCC2 NM_000392 SLAMF7 NM_0 21181 TPM1 NM_001018004 PROC NM 000312 CD36 NM_001001547 METTL7A NM_014033 KLF10 NM 005655 LOC222171 NM_175887 AF131834 AF131834 PMP22 NM_000304
NACHGEnZC; ITNACHGEnZC; IT
Qanwam·Qanwam ·
GDF15 NM 004864GDF15 NM 004864
SNN NM 003498 SIGLEC10 NM 033130 HSD3B1 NM 000862 DUSP1 NM 004417 PDK4 NM 002612 ENC1 NM 003633 ENST00000367932 ENST00000367932SNN NM 003498 SIGLEC10 NM 033130 HSD3B1 NM 000862 DUSP1 NM 004417 PDK4 NM 002612 ENC1 NM 003633 ENST00000367932 ENST00000367932
Merkmalsselektion, Klassifizierung und Kreuzvalidierung wurden unter Einsatz eines Nearest-Shrunken-Centroid Verfahrens (Tibshirani et al., 2002) durchgeführt. Der Klassierer mit der kleinsten Anzahl an Genen (größter Schwellenwert) wurde gewählt, falls mehr als ein Schwellenwert die gleichen Kreuzvalidierungs-ergebnisse ergab. Das Verfahren wurde angewendet, um das aller-gene Potenzial der Chemikalien im Gegensatz zum irritierenden Potenzial vorherzusagen, und um die in dem Test verwendeten 5 verschiedenen Chemikalien vorherzusagen. ENST00000292140, W60781 und ENST00000332935 (in Klammern) konnten durch eine BLAST-Suche mit den vorgesehenen Sequenzen weiter spezifiziert werden.Feature selection, classification and cross validation were performed using a nearest-shrunken centroid method (Tibshirani et al., 2002). The classifier with the lowest number of genes (highest threshold) was chosen if more than one threshold gave the same cross-validation results. The procedure was used to predict the allergenic potential of the chemicals as opposed to the irritating potential, and to predict the 5 different chemicals used in the test. ENST00000292140, W60781 and ENST00000332935 (in parentheses) could be further specified by a BLAST search with the intended sequences.
Hierarchische Cluster-Bildung der Gene, welche nach Aussetzung von iDCs unter eine der Chemikalien signifikant hoch- oder runterreguliert waren, zeigte die beiden Hauptgruppen. Die Reizmittel (SDS, Tri) ballten sich in einer Gruppe zusammen, während sich die Sensibilisatoren (NiS04, BB, DNBS) getrennt zusammen ballten. Darüber hinaus werden die 2 Haupt-Cluster weiter in 5 kleinere Unter-Cluster getrennt, welche die 5 verschiedenen Chemikalien darstellen.Hierarchical clustering of the genes, which were significantly up-regulated or down-regulated after exposure of iDCs to one of the chemicals, showed the two main groups. The stimulants (SDS, Tri) clustered in a group, while the sensitizers (NiS04, BB, DNBS) clenched separately. In addition, the 2 main clusters are further divided into 5 smaller sub-clusters, which represent the 5 different chemicals.
Echtzei t - PCRReal time t - PCR
Die Expression von 8 Genen, welche in mit DNBS behandelten DCs mit der Gesamtgenom-Array hochreguliert gefunden wurden, wurde zusätzlich mit Echtzeit-PCR unter Einsatz von RNA aus DNBS- und SDS-behandelten DCs analysiert. Hochregulierung von Expression nach DNBS-Behandlung konnte für alle Gene (p < 0,05) bestätigt werden. Veränderungen in der Expression von IL8 und CXCL2 wurden zusätzlich mit dem Immun-Toxizität-Chip gemessen, was eine niedrigere, aber nicht-mehrdeutige Hochregulierung verglichen mit dem Gesamtgenom und PCR-Ergebnissen zeigte. Echt-Expression of 8 genes found to be upregulated in DNBS-treated DCs with the whole genome array was additionally analyzed by real-time PCR using RNA from DNBS and SDS-treated DCs. Upregulation of expression after DNBS treatment could be confirmed for all genes (p <0.05). Changes in the expression of IL8 and CXCL2 were additionally measured with the immuno-toxicity chip, showing a lower but non-ambiguous upregulation compared to the whole genome and PCR results. Really-
• · · « » ψ · ♦ · ♦ • · · · * · » ·· · · • ·· · · « · · · · ·· · 27 .. zeit-PCR von RNA, abgeleitet von SDS-behandelten CDs, zeigte eine leichte, aber signifikante Hochregulierung von ATF3, CLCFl, FREQ und STK17A. Es wurde keine signifikante Induktion von Gen-expression für CXCL2, IL8, R1PK2 und SOD2 gefunden, weder mit Mikroarrays, noch mit PCR... .. · 27 * * * * 27 .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. ... showed a slight but significant up-regulation of ATF3, CLCFl, FREQ and STK17A. No significant induction of gene expression was found for CXCL2, IL8, R1PK2 and SOD2, either with microarrays or with PCR.
Diskussiondiscussion
Um ein Panel von Markergenen mit dem Immun-Toxizität-Chip zu identifizieren, wurde ein lineares Modell an die kombinierten Versuche unter Einsatz von RNA, abgeleitet von Allergen-behandelten DCs angepasst. 36 Sonden zeigten signifikante Hoch- oder Runterregulierung und könnten daher wertvolle Marker für die Identifizierung von Sensibilisatoren sein. Dann wurden die Arbeitsergebnisse von linearen Modellen betrachtet, welche für jede Chemikalie angepasst waren, um herauszufinden, wieviel Gene von dem Marker-Panel noch differenziell exprimiert werden, wenn schwache Sensibilisatoren analysiert werden, verglichen mit irritierenden Substanzen. Die Ergebnisse (Tabelle 2) zeigen an, dass Identifizierung von starken Allergenen (NIS04, BB, DNBS, DNCB) unter Verwendung des vorhandenen Tests möglich ist. Für diese Chemikalien waren >46,7% der Gene hochreguliert und >57,1% runterreguliert, verglichen mit <26,7%, beziehungsweise <19,1% für die irritierenden Substanzen. Jedoch war für schwache oder mäßige Allergene (HQ, CA, Eug) der niedrigste Prozentsatz von hochregulierten Genen 33,3% und 19,1% für die runterregulierten Gene. Daher ist eine Unterscheidung von irritierenden Substanzen und schwachen Sensibilisatoren mit dem gegenwärtigen Marker-Panel schwierig, aber ein größerer Satz Marker-Gene könnte die Analyse erleichtern.To identify a panel of marker genes with the immunotoxicity chip, a linear model was adapted to the combined experiments using RNA derived from allergen-treated DCs. 36 probes showed significant up- or down-regulation and could therefore be valuable markers for the identification of sensitizers. Then, the work results of linear models were considered, which were adapted for each chemical to find out how much more genes are still being differentially expressed from the marker panel when weak sensitizers are analyzed compared to irritating substances. The results (Table 2) indicate that identification of strong allergens (NIS04, BB, DNBS, DNCB) is possible using the existing assay. For these chemicals,> 46.7% of the genes were up-regulated and downregulated> 57.1% compared to <26.7% and <19.1% for the irritating substances, respectively. However, for weak or moderate allergens (HQ, CA, Eug), the lowest percentage of upregulated genes was 33.3% and 19.1% for the downregulated genes. Therefore, discrimination of irritating substances and weak sensitizers with the current marker panel is difficult, but a larger set of marker genes might facilitate the analysis.
Es ist in diesem Beispiel gezeigt worden, dass sich die Expression von vielen immun-relevanten Genen während DC-Maturation und Migration verändert, und dass die Expression dieser Gene ebenfalls durch Aussetzung von iDCs unter allergene Chemikalien verändert wird. Ferner könnten weitere Gene, welche bis heute nicht auf den Maturationsprozess von DCs bezogen wurden, ebenfalls wertvolle Marker-Gene sein. Daher wurde Genexpression in DCs, behandelt mit ausgewählten Sensibilisatoren (NiS04, BB, DNBS) und irritierenden Substanzen (SDS, Tri) unter Einsatz eines Gesamtgenom-Arrays analysiert. Die Ergebnisse (1741 Gene hochreguliert, 2007 Gene runterreguliert) zeigen an, dass zusätzliche relevante Marker-Gene gefunden werden Vönnpn p^- — I nachgereicht ·· ·ν ·· ···· ·· t • ·· ·» · ·· ·· • · · · · · · ···· • · · · · · t · · ···· • · · ·· · · ·· · φ • * ·· · · · · · - 28 - tenziell die Identifizierung von schwachen Sensibilisatoren ermöglicht. Um die Relevanz dieser Gene als Marker zu visualisie-ren, wurde eine hierarchische Cluster-Analyse von allen Genen, welche nach Aussetzung von iDCs unter eine der Chemikalien signifikant differenziell exprimiert waren, durchgeführt. Ferner können unter Verwendung dieser Gene kleinere Cluster für jede Chemikalie gefunden werden, was wieder ihre Relevanz anzeigt.It has been shown in this example that the expression of many immune-relevant genes changes during DC maturation and migration, and that expression of these genes is also altered by exposure of iDCs to allergenic chemicals. Furthermore, other genes that have not been related to the maturation process of DCs to date may also be valuable marker genes. Therefore, gene expression was analyzed in DCs treated with selected sensitizers (NiS04, BB, DNBS) and irritating substances (SDS, Tri) using an overall genome array. The results (1741 genes upregulated, downregulated genes in 2007) indicate that additional relevant marker genes are found Vönnpn p ^ - - I filed later ··· ν ·· ···· ·· t • ··· »· ·· ············································································································································································································································ allows the identification of weak sensitizers. To visualize the relevance of these genes as markers, a hierarchical cluster analysis of all genes that were significantly differentially expressed after exposure of iDCs to one of the chemicals was performed. Furthermore, using these genes, smaller clusters can be found for each chemical, again indicating their relevance.
Schließlich wurde neben lediglich Identifizieren von diffe-renziell exprimierten Genen ebenfalls bewertet, ob eine Kombination aus diesen Genen verwendet werden kann, um allergenes Potenzial von Chemikalien vorherzusehen. Für beide Vorhersageprobleme waren die Klassifizierungsgenauigkeiten in der Kreuzvalidierung 100%. Diese Genauigkeit wurde mit 6 Genen zum Vorhersagen von Allergenen gegenüber irritierenden Substanzen erreicht und 64 Genen zum Vorhersagen der 5 Chemikalien. In weiteren Studien müssen diese Klassierer mit einem großen externen Datensatz validiert werden, um Öberanpassung auszuschließen. Jedoch sind die hohe Vorhersagegenauigkeit und die niedrige Anzahl an Genen in den Klassierern sehr ermutigend. Während quantitative Echtzeit-PCR die Hochregulierung von ausgewählten Genen nach DNBS-Behandlung von iDCs verifizierte, zeigte Expressionsanalyse von SDS-behandelten DCs eine signifikante Hochregulierung für ATF3, CLCFl, FREQ und STK17A. Für ATF3, FREQ und STK17A zeigen log-fache-Induktionen der Mikroar-ray-Ergebnisse ebenfalls Veränderungen in der Genexpression an, jedoch sind diese Ergebnisse nicht signifikant (B < 0). Da von Echtzeit-PCR gezeigt wurde, dass sie sensibler als Mikroarray-Analyse ist, ist eine leichte Expressionsinduktion dieser Gene durch SDS wahrscheinlich. Verglichen mit PCR-Ergebnissen mit RNA, abgeleitet von DNBS-behandelten Zellen, ist die Induktion jedoch nur schwach und erlaubt noch eine Differenzierung von Sensibilisatoren und irritierenden Substanzen.Finally, in addition to merely identifying differentially expressed genes, it was also evaluated whether a combination of these genes could be used to predict the allergenic potential of chemicals. For both prediction problems, the classification accuracies in cross validation were 100%. This accuracy was achieved with 6 genes for predicting allergens against irritating substances and 64 genes for predicting the 5 chemicals. In further studies, these classifiers must be validated with a large external record to preclude over-adaptation. However, the high prediction accuracy and the low number of genes in the classifiers are very encouraging. While quantitative real-time PCR verified the up-regulation of selected genes after DNBS treatment of iDCs, expression analysis of SDS-treated DCs showed significant upregulation for ATF3, CLCF1, FREQ, and STK17A. For ATF3, FREQ, and STK17A, log-fold inactivations of the microarray results also indicate changes in gene expression, but these results are not significant (B <0). Since real-time PCR has been shown to be more sensitive than microarray analysis, mild expression induction of these genes by SDS is likely. However, compared to PCR results with RNA derived from DNBS-treated cells, induction is weak and still allows differentiation of sensitizers and irritating substances.
Log-fache-Induktionen von IL8 und CXCL2, nachgewiesen mit dem Immun-Toxizität-Chip, waren niedriger als jene, welche mit dem Gesamtgenom-Array oder mit PCR nachgewiesen wurden. Dies zeigt an, dass weitere Optimierung des Hybridisierungsprotokolls sogar Genexpressionsnachweis mit dem Immun-Toxizität-Chip für einige Sonden verbessern kann. Die Hochregulierung von Expression von weiteren Genen, welche differenziell exprimiert in dieser Studie unter Einsatz des Immun-Toxizität-Chips gefunden wurdenLog-fold inductions of IL8 and CXCL2, detected with the immunotoxicity chip, were lower than those detected with the whole genome array or with PCR. This indicates that further optimization of the hybridization protocol may even enhance gene expression detection with the immunotoxicity chip for some probes. Up-regulation of expression of additional genes found to be differentially expressed in this study using the immune toxicity chip
NACHGEREICHT - 29 - - 29 -REPLACED - 29 - - 29 -
(CCR7, CXCR4, IL12B, p40, IL15) wurde bereits durch Echtzeit-PCR mit RNA, abgeleitet von unter NiS04 ausgesetzten Zellen, in einer früheren Arbeit (Szameit et a!., 2008) bestätigt.(CCR7, CXCR4, IL12B, p40, IL15) has already been confirmed by real-time PCR with RNA derived from NiS04 exposed cells in a previous work (Szameit et al., 2008).
NACHGEREICHT ·· ·· ·* ·#·· ·· ♦ • ·# · * · ♦ · · ♦ • · · · · · · ···· • ·· ·· · » · · ···· <110> 1/9 SEQUENCE LISTING Austrian Research Centers GmbH - ARC <120> verfahren zur Prüfung des irritierenden oder allergenen Potentials eines Produkts <130> R 52677 <140> <141> AT A 1442/2008 2008-09-16 <160> 48 <170> Patentin version 3.5 <210> <211> <212> <213> 1 60 DNA Artificial Sequence <220> <223> Probe <400> 1 agaagagaag catttagaga gcatcagcaa tacaaaaccg ctgagttctt gagcaaactg 60 <210> 2 <211> <212 > <213> 60 DNA Artificial Sequence <220> <223> Probe <400> 2 tattcctgca tttgtgaaat gatggtgaaa gtaagtggta gcttttccct tctttttctt 60 <210> 3 <211> <212> <213> 60 DNA Artificial sequence <220> <223> probe <400> 3 tttctagttt tcttatcagg atgtgagcac tcgttgtgtc tggatgttac aaatatgggt 60 <210> 4 <211> <212> <213> 60 DNA Artificial Sequence <220> <223> Probe <400> 4 gaggaagatt gcaggggcgg gaagaaacta tttattggtg ctcctgtgat accgaattaa 60 <210> 5 <211> <212> <213> 60 DNA Artificial sequence <220>FOLLOW-UP ····· * * # # # # # # 110 > 1/9 SEQUENCE LISTING Austrian Research Centers GmbH - ARC < 120 > Method for testing the irritating or allergenic potential of a product <130> R 52677 < 140 > ≪ 141 > AT A 1442/2008 2008-09-16 < 160 > 48 < 170 > Patent version 3.5 < 210 > ≪ 211 > ≪ 212 > ≪ 213 > 1 60 DNA Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 1 agaagagaag catttagaga gcatcagcaa tacaaaaccg ctgagttctt gagcaaactg 60 < 210 > 2 < 211 > < 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 2 tattcctgca tttgtgaaat gatggtgaaa gtaagtggta gcttttccct tctttttctt 60 < 210 > 3 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial sequence < 220 > ≪ 223 > Sample < 400 > 3 tttctagttt tcttatcagg atgtgagcac tcgttgtgtc tggatgttac aaatatgggt 60 < 210 > 4 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 4 gaggaagatt gcaggggcgg gaagaaacta tttattggtg ctcctgtgat accgaattaa 60 < 210 > 5 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial sequence < 220 >
NACHGEREICMT ·· ·· ·· ·· · • · • • • · • 9 9 9 • · • • • · • 99 9 9 • · • • • « * 9 9999 2/9 <223> Probe <400> 5 atcagatgct gctccaacca tgcagttcct ggtgagggtc agaaggggac ggtaccaaga 60POST-REPRODUCED ··································································································································································································································· Sample < 400 > 5 atcagatgct gctccaacca tgcagttcct ggtgagggtc agaaggggac ggtaccaaga 60
<210> 6 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 6 ctgtggatga atttgctttt ctggaaggta ctttagattg attgccgagc ggggcagttt 60 <210> 7≪ 210 > 6 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 6 ctgtggatga atttgctttt ctggaaggta ctttagattg attgccgagc ggggcagttt 60 < 210 > 7
<211> 60 <212> DNA <213> Artificial sequence <220> <223> Probe <400> 7 agcaatagat ctcggtagtt acgtattggg cagatactta ctgtatgaat gaaagaacat 60≪ 211 > 60 < 212 > DNA < 213 > Artificial sequence < 220 > ≪ 223 > Sample < 400 > 7 agcaatagat ctcggtagtt acgtattggg cagatactta ctgtatgaat gaaagaacat 60
<210> 8 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 8 tcactcagat gtcctgaaat tccaccacgg gggtcaccct ggggggttag ggacctattt 60 <210> 9≪ 210 > 8 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 8 tcactcagat gtcctgaaat tccaccacgg gggtcaccct ggggggttag ggacctattt 60 < 210 > 9
<211> 60 <212> DNA <213> Arti fi ci al Sequence <220> <223> Probe <400> 9 gctcttctgc tatgaagtag taaaaggcag tctataatta actgacagac ctaactgaag 60≪ 211 > 60 < 212 > DNA < 213 > Arti fi ci al sequence < 220 > ≪ 223 > Sample < 400 > 9 gctcttctgc tatgaagtag taaaaggcag tctataatta actgacagac ctaactgaag 60
<210> 10 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 10 agaaaagtta aataccagat aagcttttga tttttgtatt gtttgcatcc ccttgccctc 60≪ 210 > 10 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 10 agaaaagtta aataccagat aagcttttga tttttgtatt gtttgcatcc ccttgccctc 60
<210> 11 <211> 60 <212> DNA <213> Artificial Sequence≪ 210 > 11 < 211 > 60 < 212 > DNA < 213 > Artificial sequence
NACHGEREICHT 3/9 <220> <223> Probe <400> 11 ttccggagct gggttgcttc tgctgcagta cagaatccac attcagataa ccattttgta 60FOLLOWED 3/9 < 220 > ≪ 223 > Sample < 400 > 11 ttccggagct gggttgcttc tgctgcagta cagaatccac attcagataa ccattttgta 60
<210> 12 <211> 60 <212> DNA <213> Artificial sequence <220> <223> Probe <400> 12 atatttgata cgtaggggtt ccatgagaga ttttgggttt taaaggaatg gttttactgc 60 <210> 13≪ 210 > 12 < 211 > 60 < 212 > DNA < 213 > Artificial sequence < 220 > ≪ 223 > Sample < 400 > 12 atatttgata cgtaggggtt ccatgagaga ttttgggttt taaaggaatg gttttactgc 60 < 210 > 13
<211> 60 <212> DNA <213> Artificial sequence <220> <223> Probe <400> 13 gttattgagg actttaaaga gcttttgttt atttgggtta atatttatga catttgacat 60≪ 211 > 60 < 212 > DNA < 213 > Artificial sequence < 220 > ≪ 223 > Sample < 400 > 13 gttattgagg actttaaaga gcttttgttt atttgggtta atatttatga catttgacat 60
<210> 14 <211> 60 <212> DNA <213> Artificial sequence <220> <223> Probe <400> 14 cagacttgaa ggtggggggt aggttggttg ttcagagtct tcccaataaa gatgagtttt 60 <210> 15≪ 210 > 14 < 211 > 60 < 212 > DNA < 213 > Artificial sequence < 220 > ≪ 223 > Sample < 400 > 14 cagacttgaa ggtggggggtaggttggttg ttcagagtct tcccaataaa gatgagtttt 60 < 210 > 15
<211> 60 <212> DNA <213> Artificial sequence <220> <223> Probe <400> 15 aaatcctttc aaaattctta aatcttctgt tcctcctttt tccaagggaa gagggcaaaa 60≪ 211 > 60 < 212 > DNA < 213 > Artificial sequence < 220 > ≪ 223 > Sample < 400 > 15 aaatcctttc aaaattctta aatcttctgt tcctcctttt tccaagggaa gagggcaaaa 60
<210> 16 <211> 60 <212> DNA <213> Artificial sequence <220> <223> Probe <400> 16 ataagcagcc caggaagaaa tgaaaactcc tctgatgtgg ttggggggtc tgccagctgg 60 <210> 17 <211> 60≪ 210 > 16 < 211 > 60 < 212 > DNA < 213 > Artificial sequence < 220 > ≪ 223 > Sample < 400 > 16 ataagcagcc caggaagaaa tgaaaactcc tctgatgtgg ttggggggtc tgccagctgg 60 < 210 > 17 < 211 > 60
NACHGEREICHT 4/9 <212> DNA <213> Arti fi ci al Sequence <220> <223> Probe <400> 17 ttttttgctt tccaaacaga atctctgggg cacaagtttt acactcaagc taagtataac 60POSSIBLE 4/9 < 212 > DNA < 213 > Arti fi ci al sequence < 220 > ≪ 223 > Sample < 400 > 17 ttttttgctt tccaaacaga atctctgggg cacaagtttt acactcaagc taagtataac 60
<210> 18 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 18 tgtggttatc actttaagtt ttgacaccta gattatagtc ttagtaatag catccactgg 60≪ 210 > 18 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 18 tgtggttatc actttaagtt ttgacaccta gattatagtc ttagtaatag catccactgg 60
<210> 19 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 19 actcatttag atcgtgctta tttggattgc aaaagggagt cccaccatcg ctggtggtat 60≪ 210 > 19 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 19 actcatttag atcgtgctta tttggattgc aaaagggagt cccaccatcg ctggtggtat 60
<210> 20 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 20 ctcaccttga agaataatcc tagaaaactc acaaaatgtg tgatgctttt gtaggtacct 60≪ 210 > 20 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 20 ctcaccttga agaataatcc tagaaaactc acaaaatgtg tgatgctttt gtaggtacct 60
<210> 21 <211> 60 <212> DNA <213> Artificial sequence <220> <223> Probe <400> 21 tggaggtggc tgataagagt agagtttcaa aatctcttta aaccttccta aagcaatgat 60≪ 210 > 21 < 211 > 60 < 212 > DNA < 213 > Artificial sequence < 220 > ≪ 223 > Sample < 400 > 21 tggaggtggc tgataagagt agagtttcaa actctcttta aaccttccta aagcaatgat 60
<210> 22 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 22 taatatccag tcattaagga gttgtcactc ttcatcagag tcaccggacc tatgcaatta 60 NACHGEREIC; ΠΓ ·· ·· ·♦ ···· ·· · • · · t · · ·· · · • ·· ·· · · ·· · · • · · « « » w * ··« · • ·· · t # φ · · · Φ 5/9 <210> 23 <211> <212> <213> 60 DNA Artificial sequence <220> <223> probe <400> 23 cggccggcct ggcaccgttt tttaaacacc cccatccctc gggaagcagc cagctcccca 60 <210> 24 <211> <212> <213> 60 DNA Artificial Sequence <220> <223> Probe <400> 24 gcaagacgta tgcagttttc attgacatct tttggagaaa ctgacaaact ggacttgact 60 <210> 25 <211> <212> <213> 60 DNA Artificial Sequence <220> <223> Probe <400> 25 aagggacgtt gacctggact gaagttcgca ttgaactcta caacattctg tggggatata 60 <210> 26 <211> <212> <213> 60 DNA Artificial Sequence <220> <22 3> Probe <400> 26 ctggggcttg tggaagaatc acgtggcctt ggcttgtatg attgttattt tcctcacaat 60 <210> 27 <211> <212> <213> 60 DNA Artificial sequence <220> <223> Probe <400> 27 catactgtac tcagaatcac gacattcctt ccctaccaag gccacttcta ttttttgagg 60 <210> 28 <211> <212> <213> 60 DNA Artificial Sequence <220> <223> Probe <400> 28 tttacaaact tcaatctttt ctacatggat tttgccttcc atgaaatcat acaggagtgg 60≪ 210 > 22 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 22 taatatccag tcattaagga gttgtcactc ttcatcagag tcaccggacc tatgcaatta 60 CODES; · ·· ··· ♦ ···· ················· · T # φ · · · Φ 5/9 < 210 > 23 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial sequence < 220 > ≪ 223 > Sample < 400 > 23 cggccggcct ggcaccgttt tttaaacacc cccatccctc gggaagcagc cagctcccca 60 < 210 > 24 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 24 gcaagacgta tgcagttttc attgacatct tttggagaaa ctgacaaact ggacttgact 60 < 210 > 25 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 25 aagggacgtt gacctggact gaagttcgca ttgaactcta caacattctg tggggatata 60 < 210 > 26 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > < 22 3 > Sample < 400 > 26 ctggggcttg tggaagaatc acgtggcctt ggcttgtatg attgttattt tcctcacaat 60 < 210 > 27 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial sequence < 220 > ≪ 223 > Sample < 400 > 27 catactgtac tcagaatcac gacattcctt ccctaccaag gccacttcta ttttttgagg 60 < 210 > 28 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 28 tttacaaact tcaatctttt ctacatggat tttgccttcc atgaaatcat acaggagtgg 60
NACHGEREiCI iT 6/9 <210> 29 <211> 60 <212> DNA <213> Artificial sequence <220> <223> Probe <400> 29 ggagtaatgt gccgattctg aagttgccac aaaaaataag acactggtga atgagagtat 60 <210> 30AFTERMARK iT 6/9 < 210 > 29 < 211 > 60 < 212 > DNA < 213 > Artificial sequence < 220 > ≪ 223 > Sample < 400 > 29 birdseed gccgattctg aagttgccac aaaaaataag acactggtga atgagagtat 60 < 210 > 30
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 30 aagattttat tgtaaaacag agctgaagtc acaggaagta gggaactttg cacccaacat 60 <210> 31≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 30 aagattttat tgtaaaacag agctgaagtc acaggaagta gggaactttg cacccaacat 60 < 210 > 31
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 31 ggtaaggtca tgaaccacta tttttgatcc attattccaa ttaagaatgc gtgtcaaaac 60 <210> 32≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 31 ggtaaggtca tgaaccacta tttttgatcc attattccaa ttaagaatgc gtgtcaaaac 60 < 210 > 32
<211> 60 <212> DNA <213> Artificial Sequence <220> 60 60 <223> Probe <400> 32 gttcccttga aagggaacac ctggcattct gtggtgtttc gtgctgtctt aaataatggt <210> 33≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > 60 60 < 223 > Sample < 400 > 32 gttcccttga aagggaacac ctggcattct gtggtgtttc gtgctgtctt aaataatggt < 210 > 33
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 33 ccaccagtta atctcacata ctcagcaaac tcacccgtgg gtcgctaggg tggggtatgg <210> 34 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 33 ccaccagtta atctcacata ctcagcaaac tcacccgtgg gtcgctaggg tggggtatgg < 210 > 34 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > sample
NACHGER :;r 7/9 <400> 34 tgtttgaact tcctgtttga caatgtttgc tgttgatttt ttgttcaata aagaatttgg <210> 35NACHGER:; r 7/9 < 400 > 34 tgtttgaact tcctgtttga caatgtttgc tgttgatttt ttgttcaata aagaatttgg < 210 > 35
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 35 tgctcccacg cctgcttctt aaggtccctg ctcggccggt gtaaatatgt ttcaccctgt <210> 36≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 35 tgctcccacg cctgcttctt aaggtccctg ctcggccggt gtaaatatgt ttcaccctgt < 210 > 36
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 36 gctaagcacc ttctcggaga gatagagatt gtaatgtttt tacatatctg tccatctttt <210> 37≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 36 gctaagcacc ttctcggaga gatagagatt gtaatgtttt tacatatctg tccatctttt < 210 > 37
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 37 ccctcatttt ttggatagtc accagaccgc aatggaaacg tcctaaggag ccaaattcta <210> 38≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 37 ccctcatttt ttggatagtc accagaccgc aatggaaacg tcctaaggag ccaaattcta < 210 > 38
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 38 ttgttcctaa atggtatttt caagtgtaat attgtgagaa cgctactgca gtagttgatg <210> 39≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 38 ttgttcctaa atggtatttt caagtgtaat attgtgagaa cgctactgca gtagttgatg < 210 > 39
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 39 tcagaggaga gacttggata atgcaataga agctgtggat gaatttgctt ttctggaagg≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 39 tcagaggaga gacttggata atgcaataga agctgtggat gaatttgctt ttctggaagg
<210> 40 <211> 60 <212> DNA <213> Artificial Sequence≪ 210 > 40 < 211 > 60 < 212 > DNA < 213 > Artificial sequence
NACHGEREICHT <220> ·· ·· ·· ···· ·♦ · • · · ·· · · · · · • t · ms t m ms m 9 mm · r m . · · <22 3> 8/9 Probe <400> 40 gctgactttg gctttcacat ttgttctttc cagagctaac tgataagagt ggaggaggaa 60 <210> 41 <211> <212> <213> 60 DNA Artificial sequence <220> <223> Probe <400> 41 tccagatggc cagaatgaat gtgatagttc agaccaatgc cttccactgc tcctttatga 60 <210> 42 <211> <212> <213> 60 DNA Artificial Sequence <220> <223> Probe <400> 42 agcgaccatc cagtcattta tttccctcca ttcccaatga tgtacacacg actaagaagg 60 <210> 43 <211> <212 > <213 > 60 DNA Artificial sequence <220> <223> probe <400> 43 tatctgttta ctgtctcatc tgaactgatc ccaggtgaac ggtttattgc ctagatttgt 60 <210> 44 <211> <212> <213> 60 DNA Artificial Sequence <220> <223> Probe <400> 44 tctgtgcctc agtttctctc tcaggataaa gagtgaatag aggccgaagg gtgaatttct 60 <210> 45 <211> <212> <213> 60 DNA Artificial Sequence <220> <22 3> Probe <400> 45 tgaaaaatcc tgaggattca tcttgcacat ctgagatctg agccagtcgc tgtggttgtt 60REPLACED < 220 > ···························································································································································· · · ≪ 22 3 > 8/9 sample < 400 > 40 gctgactttg gctttcacat ttgttctttc cagagctaac tgataagagt ggaggaggaa 60 < 210 > 41 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial sequence < 220 > ≪ 223 > Sample < 400 > 41 tccagatggc cagaatgaat gtgatagttc agaccaatgc cttccactgc tcctttatga 60 < 210 > 42 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 42 agcgaccatc cagtcattta tttccctcca ttcccaatga tgtacacacg actaagaagg 60 < 210 > 43 < 211 > < 212 > < 213 > 60 DNA Artificial sequence < 220 > ≪ 223 > Sample < 400 > 43 tatctgttta ctgtctcatc tgaactgatc ccaggtgaac ggtttattgc ctagatttgt 60 < 210 > 44 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 44 tctgtgcctc agtttctctc tcaggataaa gagtgaatag aggccgaagg gtgaatttct 60 < 210 > 45 < 211 > ≪ 212 > ≪ 213 > 60 DNA Artificial Sequence < 220 > < 22 3 > Sample < 400 > 45 tgaaaaatcc tgaggattca tcttgcacat ctgagatctg agccagtcgc tgtggttgtt 60
<210> 46 <211> 60 <212> DNA <213> Artificial sequence≪ 210 > 46 < 211 > 60 < 212 > DNA < 213 > Artificial sequence
NACHGERZ’C: T 9/9 <220> <223> Probe <400> 46 ccagttatct ctccaaaaca cgacccacac gaggacctcg cattaaagta ttttcggaaa 60NACHGERZ'C: T 9/9 < 220 > ≪ 223 > Sample < 400 > 46 ccagttatct ctccaaaaca cgacccacac gaggacctcg cattaaagta ttttcggaaa 60
<210> 47 <211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 47 cctggtcgag cagggcagta ctggaccagg tctacgtcag cattcaggtt caatggggac 60 <210> 48≪ 210 > 47 < 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 47 cctggtcgag cagggcagta ctggaccagg tctacgtcag cattcaggtt caatggggac 60 < 210 > 48
<211> 60 <212> DNA <213> Artificial Sequence <220> <223> Probe <400> 48 aggcgcagaa cagagcgtta cttgataaca gcgttccatc tttgtgttgt agcagatgaa 60≪ 211 > 60 < 212 > DNA < 213 > Artificial Sequence < 220 > ≪ 223 > Sample < 400 > 48 aggcgcagaa cagagcgtta cttgataaca gcgttccatc tttgtgttgt agcagatgaa 60
NACHGEREICHTSUBSEQUENT
Claims (15)
Priority Applications (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| AT14422008A AT507402A1 (en) | 2008-09-16 | 2008-09-16 | METHOD FOR TESTING THE IRRITING OR ALLERGENIC POTENTIAL OF A PRODUCT |
| PCT/EP2009/062030 WO2010031799A1 (en) | 2008-09-16 | 2009-09-16 | Method for identifying irritating and allergenic substances |
| EP09783100A EP2331712A1 (en) | 2008-09-16 | 2009-09-16 | Method for identifying irritating and allergenic substances |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| AT14422008A AT507402A1 (en) | 2008-09-16 | 2008-09-16 | METHOD FOR TESTING THE IRRITING OR ALLERGENIC POTENTIAL OF A PRODUCT |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| AT507402A1 true AT507402A1 (en) | 2010-04-15 |
Family
ID=41490406
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| AT14422008A AT507402A1 (en) | 2008-09-16 | 2008-09-16 | METHOD FOR TESTING THE IRRITING OR ALLERGENIC POTENTIAL OF A PRODUCT |
Country Status (3)
| Country | Link |
|---|---|
| EP (1) | EP2331712A1 (en) |
| AT (1) | AT507402A1 (en) |
| WO (1) | WO2010031799A1 (en) |
Families Citing this family (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| GB201018014D0 (en) * | 2010-10-26 | 2010-12-08 | Senzagen Ab | Analytical methods and arrays for use in the same |
| GB201110371D0 (en) * | 2011-06-17 | 2011-08-03 | Proteome Sciences R & D Gmbh & Co Kg | Materials and methods for determining sensitivity potential of compounds |
| KR101557746B1 (en) | 2013-11-08 | 2015-10-06 | 순천향대학교 산학협력단 | Marker Composition for Estimating Exposure of Hydrofluoric Acid and Toxicity |
| GB201700138D0 (en) | 2017-01-05 | 2017-02-22 | Senzagen Ab | Analytical methods and arrays for use in the same |
| CN107312855B (en) * | 2017-07-24 | 2020-12-25 | 青岛泱深生物医药有限公司 | Gene related to laryngeal squamous cell carcinoma and application thereof |
Family Cites Families (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2001029562A1 (en) * | 1999-10-15 | 2001-04-26 | Novozymes A/S | A method for the assessment of allergenicity |
| EP1905843A1 (en) * | 2006-09-29 | 2008-04-02 | Vlaamse Instelling voor Technologisch Onderzoek | Method for determining the allergic potential of a compound |
-
2008
- 2008-09-16 AT AT14422008A patent/AT507402A1/en not_active Application Discontinuation
-
2009
- 2009-09-16 EP EP09783100A patent/EP2331712A1/en not_active Withdrawn
- 2009-09-16 WO PCT/EP2009/062030 patent/WO2010031799A1/en not_active Ceased
Also Published As
| Publication number | Publication date |
|---|---|
| EP2331712A1 (en) | 2011-06-15 |
| WO2010031799A1 (en) | 2010-03-25 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| Gold et al. | RORα coordinates reciprocal signaling in cerebellar development through sonic hedgehog and calcium-dependent pathways | |
| Oldham et al. | Functional organization of the transcriptome in human brain | |
| DE10296990B4 (en) | Using a biochip to diagnose sepsis and sepsis-like syndrome | |
| Phillips III et al. | Distinct subpopulations of D1 medium spiny neurons exhibit unique transcriptional responsiveness to cocaine | |
| US10619195B2 (en) | Gene-expression profiling with reduced numbers of transcript measurements | |
| Lei et al. | Spatially resolved gene regulatory and disease-related vulnerability map of the adult Macaque cortex | |
| US20060003327A1 (en) | Peripheral blood cell markers useful for diagnosing multiple sclerosis and methods and kits utilizing same | |
| WO2014018774A1 (en) | Screening, diagnosis and prognosis of autism and other developmental disorders | |
| EP2556185B1 (en) | Gene-expression profiling with reduced numbers of transcript measurements | |
| US20190078162A1 (en) | In vitro methods for skin therapeutic compound discovery using skin age biomarkers | |
| AT507402A1 (en) | METHOD FOR TESTING THE IRRITING OR ALLERGENIC POTENTIAL OF A PRODUCT | |
| Liadaki et al. | Side population cells isolated from different tissues share transcriptome signatures and express tissue-specific markers | |
| EP1523575A1 (en) | Nucleic acid array comprising selective monocytic macrophagic genes | |
| EP4446439A2 (en) | Identification of host rna biomarkers of infection | |
| WO2010000320A1 (en) | In vitro diagnosis/prognosis method and kit for assessment of tolerance in liver transplantation | |
| Chen et al. | Using the transcriptome to evaluate the best reference genes for studying nutrition of the critically endangered Yangtze sturgeon (Acipenser dabryanus) | |
| KR20140041710A (en) | Identifying markers of caloric restriction and caloric restriction mimetics | |
| KR102193658B1 (en) | SNP markers for diagnosing Soeumin of sasang constitution and use thereof | |
| KR102193657B1 (en) | SNP markers for diagnosing Taeeumin of sasang constitution and use thereof | |
| KR102193659B1 (en) | SNP markers for diagnosing Soyangin of sasang constitution and use thereof | |
| Berrocal-Rubio et al. | Alternative promoters used during myeloid differentiation and upon activation change the gene products available for innate immune programs. | |
| Duncan et al. | Gene expression profiling of mouse oocytes and preimplantation embryos | |
| Lachance et al. | Gene profiling of pooled single neuronal cell bodies from laser capture microdissected vervet monkey lateral geniculate nucleus hybridized to the Rhesus Macaque Genome Array | |
| WO2025009619A1 (en) | Analysis method and diagnosis method for cd8-positive t cell activation in patients with myasthenia gravis | |
| Mirnics | Microarrays in brain research: Data quality and limitations revisited |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| REJ | Rejection |
Effective date: 20160515 |