CN111793689A - Molecular marker related to rectal cancer and application thereof - Google Patents
Molecular marker related to rectal cancer and application thereof Download PDFInfo
- Publication number
- CN111793689A CN111793689A CN202010690563.3A CN202010690563A CN111793689A CN 111793689 A CN111793689 A CN 111793689A CN 202010690563 A CN202010690563 A CN 202010690563A CN 111793689 A CN111793689 A CN 111793689A
- Authority
- CN
- China
- Prior art keywords
- time
- ctdna
- treatment
- refers
- mutation
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 208000015634 Rectal Neoplasms Diseases 0.000 title claims abstract description 24
- 206010038038 rectal cancer Diseases 0.000 title claims abstract description 23
- 201000001275 rectum cancer Diseases 0.000 title claims abstract description 23
- 239000003147 molecular marker Substances 0.000 title abstract description 4
- 230000035772 mutation Effects 0.000 claims abstract description 121
- 238000001514 detection method Methods 0.000 claims abstract description 30
- 108090000623 proteins and genes Proteins 0.000 claims abstract description 27
- 206010064571 Gene mutation Diseases 0.000 claims abstract description 23
- 206010028980 Neoplasm Diseases 0.000 claims abstract description 20
- 238000011282 treatment Methods 0.000 claims description 57
- 239000003153 chemical reaction reagent Substances 0.000 claims description 29
- 102000015098 Tumor Suppressor Protein p53 Human genes 0.000 claims description 23
- 230000004083 survival effect Effects 0.000 claims description 23
- 201000010099 disease Diseases 0.000 claims description 21
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 claims description 21
- 108010078814 Tumor Suppressor Protein p53 Proteins 0.000 claims description 20
- 238000001959 radiotherapy Methods 0.000 claims description 20
- 230000019491 signal transduction Effects 0.000 claims description 19
- 230000001575 pathological effect Effects 0.000 claims description 15
- 108010036115 Histone Methyltransferases Proteins 0.000 claims description 13
- 102000011787 Histone Methyltransferases Human genes 0.000 claims description 13
- 238000002360 preparation method Methods 0.000 claims description 11
- 102100034540 Adenomatous polyposis coli protein Human genes 0.000 claims description 10
- 102100024829 DNA polymerase delta catalytic subunit Human genes 0.000 claims description 9
- 101000924577 Homo sapiens Adenomatous polyposis coli protein Proteins 0.000 claims description 9
- 238000000034 method Methods 0.000 claims description 9
- 230000001225 therapeutic effect Effects 0.000 claims description 9
- 108700028369 Alleles Proteins 0.000 claims description 8
- 101000909198 Homo sapiens DNA polymerase delta catalytic subunit Proteins 0.000 claims description 8
- GAGWJHPBXLXJQN-UORFTKCHSA-N Capecitabine Chemical compound C1=C(F)C(NC(=O)OCCCCC)=NC(=O)N1[C@H]1[C@H](O)[C@H](O)[C@@H](C)O1 GAGWJHPBXLXJQN-UORFTKCHSA-N 0.000 claims description 7
- GAGWJHPBXLXJQN-UHFFFAOYSA-N Capecitabine Natural products C1=C(F)C(NC(=O)OCCCCC)=NC(=O)N1C1C(O)C(O)C(C)O1 GAGWJHPBXLXJQN-UHFFFAOYSA-N 0.000 claims description 7
- 238000004458 analytical method Methods 0.000 claims description 7
- 229960004117 capecitabine Drugs 0.000 claims description 7
- 101000584612 Homo sapiens GTPase KRas Proteins 0.000 claims description 6
- 101000824318 Homo sapiens Protocadherin Fat 1 Proteins 0.000 claims description 6
- 238000011226 adjuvant chemotherapy Methods 0.000 claims description 6
- 238000000605 extraction Methods 0.000 claims description 6
- UWKQSNNFCGGAFS-XIFFEERXSA-N irinotecan Chemical compound C1=C2C(CC)=C3CN(C(C4=C([C@@](C(=O)OC4)(O)CC)C=4)=O)C=4C3=NC2=CC=C1OC(=O)N(CC1)CCC1N1CCCCC1 UWKQSNNFCGGAFS-XIFFEERXSA-N 0.000 claims description 6
- 229960004768 irinotecan Drugs 0.000 claims description 6
- 238000012163 sequencing technique Methods 0.000 claims description 6
- 239000003795 chemical substances by application Substances 0.000 claims description 5
- 230000004069 differentiation Effects 0.000 claims description 4
- 210000002997 osteoclast Anatomy 0.000 claims description 4
- 238000011127 radiochemotherapy Methods 0.000 claims description 4
- 238000007467 rectal resection Methods 0.000 claims description 4
- 230000005971 DNA damage repair Effects 0.000 claims description 3
- 238000012360 testing method Methods 0.000 claims description 3
- 238000002648 combination therapy Methods 0.000 claims description 2
- 238000012544 monitoring process Methods 0.000 abstract description 12
- 238000004393 prognosis Methods 0.000 abstract description 11
- 230000000694 effects Effects 0.000 abstract description 9
- 201000011510 cancer Diseases 0.000 abstract description 8
- 230000008859 change Effects 0.000 abstract description 4
- 238000013461 design Methods 0.000 abstract description 3
- 230000008030 elimination Effects 0.000 abstract description 3
- 238000003379 elimination reaction Methods 0.000 abstract description 3
- 102100036848 C-C motif chemokine 20 Human genes 0.000 abstract 1
- 101000713099 Homo sapiens C-C motif chemokine 20 Proteins 0.000 abstract 1
- 208000037956 transmissible mink encephalopathy Diseases 0.000 description 12
- 238000010219 correlation analysis Methods 0.000 description 9
- 206010009944 Colon cancer Diseases 0.000 description 8
- 208000001333 Colorectal Neoplasms Diseases 0.000 description 7
- 238000002512 chemotherapy Methods 0.000 description 7
- 230000004044 response Effects 0.000 description 7
- 101100476641 Homo sapiens SAMM50 gene Proteins 0.000 description 6
- 102100035853 Sorting and assembly machinery component 50 homolog Human genes 0.000 description 6
- 230000035945 sensitivity Effects 0.000 description 6
- 208000007433 Lymphatic Metastasis Diseases 0.000 description 5
- 230000036438 mutation frequency Effects 0.000 description 5
- 210000004881 tumor cell Anatomy 0.000 description 5
- 102100030708 GTPase KRas Human genes 0.000 description 4
- 102100022095 Protocadherin Fat 1 Human genes 0.000 description 4
- 108700025694 p53 Genes Proteins 0.000 description 4
- 230000037361 pathway Effects 0.000 description 4
- 230000002980 postoperative effect Effects 0.000 description 4
- 238000001356 surgical procedure Methods 0.000 description 4
- 108700001666 APC Genes Proteins 0.000 description 3
- 206010069754 Acquired gene mutation Diseases 0.000 description 3
- 208000007660 Residual Neoplasm Diseases 0.000 description 3
- 101150080074 TP53 gene Proteins 0.000 description 3
- 150000001413 amino acids Chemical class 0.000 description 3
- 238000011156 evaluation Methods 0.000 description 3
- 210000003195 fascia Anatomy 0.000 description 3
- 230000008595 infiltration Effects 0.000 description 3
- 238000001764 infiltration Methods 0.000 description 3
- 230000009545 invasion Effects 0.000 description 3
- 210000001165 lymph node Anatomy 0.000 description 3
- 102000004169 proteins and genes Human genes 0.000 description 3
- 230000005855 radiation Effects 0.000 description 3
- 238000007634 remodeling Methods 0.000 description 3
- 230000004797 therapeutic response Effects 0.000 description 3
- 238000011269 treatment regimen Methods 0.000 description 3
- 108010077544 Chromatin Proteins 0.000 description 2
- 102100038111 Cyclin-dependent kinase 12 Human genes 0.000 description 2
- 108010081668 Cytochrome P-450 CYP3A Proteins 0.000 description 2
- 230000033616 DNA repair Effects 0.000 description 2
- 102100038595 Estrogen receptor Human genes 0.000 description 2
- 102100022102 Histone-lysine N-methyltransferase 2B Human genes 0.000 description 2
- 102100027893 Homeobox protein Nkx-2.1 Human genes 0.000 description 2
- 101000884345 Homo sapiens Cyclin-dependent kinase 12 Proteins 0.000 description 2
- 101000882584 Homo sapiens Estrogen receptor Proteins 0.000 description 2
- 101001045848 Homo sapiens Histone-lysine N-methyltransferase 2B Proteins 0.000 description 2
- 101000632178 Homo sapiens Homeobox protein Nkx-2.1 Proteins 0.000 description 2
- 101001113440 Homo sapiens Poly [ADP-ribose] polymerase 2 Proteins 0.000 description 2
- 101000777277 Homo sapiens Serine/threonine-protein kinase Chk2 Proteins 0.000 description 2
- 102100023181 Neurogenic locus notch homolog protein 1 Human genes 0.000 description 2
- 108010029755 Notch1 Receptor Proteins 0.000 description 2
- 102100023652 Poly [ADP-ribose] polymerase 2 Human genes 0.000 description 2
- 102100031075 Serine/threonine-protein kinase Chk2 Human genes 0.000 description 2
- 102100032929 Son of sevenless homolog 1 Human genes 0.000 description 2
- 102100023931 Transcriptional regulator ATRX Human genes 0.000 description 2
- 230000002411 adverse Effects 0.000 description 2
- 239000000090 biomarker Substances 0.000 description 2
- 238000006243 chemical reaction Methods 0.000 description 2
- 210000003483 chromatin Anatomy 0.000 description 2
- 230000002596 correlated effect Effects 0.000 description 2
- 230000003247 decreasing effect Effects 0.000 description 2
- 238000012217 deletion Methods 0.000 description 2
- 230000037430 deletion Effects 0.000 description 2
- 230000008021 deposition Effects 0.000 description 2
- 230000037431 insertion Effects 0.000 description 2
- 238000003780 insertion Methods 0.000 description 2
- 230000000869 mutational effect Effects 0.000 description 2
- 230000007170 pathology Effects 0.000 description 2
- 230000037439 somatic mutation Effects 0.000 description 2
- CDKIEBFIMCSCBB-UHFFFAOYSA-N 1-(6,7-dimethoxy-3,4-dihydro-1h-isoquinolin-2-yl)-3-(1-methyl-2-phenylpyrrolo[2,3-b]pyridin-3-yl)prop-2-en-1-one;hydrochloride Chemical compound Cl.C1C=2C=C(OC)C(OC)=CC=2CCN1C(=O)C=CC(C1=CC=CN=C1N1C)=C1C1=CC=CC=C1 CDKIEBFIMCSCBB-UHFFFAOYSA-N 0.000 description 1
- 102100039082 3 beta-hydroxysteroid dehydrogenase/Delta 5->4-isomerase type 1 Human genes 0.000 description 1
- 102100037263 3-phosphoinositide-dependent protein kinase 1 Human genes 0.000 description 1
- 102100033400 4F2 cell-surface antigen heavy chain Human genes 0.000 description 1
- 102100025684 APC membrane recruitment protein 1 Human genes 0.000 description 1
- 101710146195 APC membrane recruitment protein 1 Proteins 0.000 description 1
- 102100034580 AT-rich interactive domain-containing protein 1A Human genes 0.000 description 1
- 102100034571 AT-rich interactive domain-containing protein 1B Human genes 0.000 description 1
- 102100023157 AT-rich interactive domain-containing protein 2 Human genes 0.000 description 1
- 102100030835 AT-rich interactive domain-containing protein 5B Human genes 0.000 description 1
- 102100028161 ATP-binding cassette sub-family C member 2 Human genes 0.000 description 1
- 102100027447 ATP-dependent DNA helicase Q1 Human genes 0.000 description 1
- 102100027452 ATP-dependent DNA helicase Q4 Human genes 0.000 description 1
- 102100033350 ATP-dependent translocase ABCB1 Human genes 0.000 description 1
- 102100022137 Achaete-scute homolog 4 Human genes 0.000 description 1
- 102100035886 Adenine DNA glycosylase Human genes 0.000 description 1
- 102100032599 Adhesion G protein-coupled receptor B3 Human genes 0.000 description 1
- 102100036775 Afadin Human genes 0.000 description 1
- 108010080691 Alcohol O-acetyltransferase Proteins 0.000 description 1
- 102100034035 Alcohol dehydrogenase 1A Human genes 0.000 description 1
- 102100034042 Alcohol dehydrogenase 1C Human genes 0.000 description 1
- 102100033816 Aldehyde dehydrogenase, mitochondrial Human genes 0.000 description 1
- 102100034044 All-trans-retinol dehydrogenase [NAD(+)] ADH1B Human genes 0.000 description 1
- 102100030346 Antigen peptide transporter 1 Human genes 0.000 description 1
- 102100030343 Antigen peptide transporter 2 Human genes 0.000 description 1
- 102100021569 Apoptosis regulator Bcl-2 Human genes 0.000 description 1
- 101100404726 Arabidopsis thaliana NHX7 gene Proteins 0.000 description 1
- 102100029361 Aromatase Human genes 0.000 description 1
- 102000004000 Aurora Kinase A Human genes 0.000 description 1
- 108090000461 Aurora Kinase A Proteins 0.000 description 1
- 102100032306 Aurora kinase B Human genes 0.000 description 1
- 102100035683 Axin-2 Human genes 0.000 description 1
- 101700002522 BARD1 Proteins 0.000 description 1
- 108091012583 BCL2 Proteins 0.000 description 1
- 102100035080 BDNF/NT-3 growth factors receptor Human genes 0.000 description 1
- 108700020463 BRCA1 Proteins 0.000 description 1
- 101150072950 BRCA1 gene Proteins 0.000 description 1
- 102100028048 BRCA1-associated RING domain protein 1 Human genes 0.000 description 1
- 108700020462 BRCA2 Proteins 0.000 description 1
- 102000052609 BRCA2 Human genes 0.000 description 1
- 108091005625 BRD4 Proteins 0.000 description 1
- 108700003785 Baculoviral IAP Repeat-Containing 3 Proteins 0.000 description 1
- 102100021662 Baculoviral IAP repeat-containing protein 3 Human genes 0.000 description 1
- 102100032305 Bcl-2 homologous antagonist/killer Human genes 0.000 description 1
- 108010040168 Bcl-2-Like Protein 11 Proteins 0.000 description 1
- 102000001765 Bcl-2-Like Protein 11 Human genes 0.000 description 1
- 101150104237 Birc3 gene Proteins 0.000 description 1
- 102100025423 Bone morphogenetic protein receptor type-1A Human genes 0.000 description 1
- 101001042041 Bos taurus Isocitrate dehydrogenase [NAD] subunit beta, mitochondrial Proteins 0.000 description 1
- 101150008921 Brca2 gene Proteins 0.000 description 1
- 102100025401 Breast cancer type 1 susceptibility protein Human genes 0.000 description 1
- 102100029895 Bromodomain-containing protein 4 Human genes 0.000 description 1
- 102100031650 C-X-C chemokine receptor type 4 Human genes 0.000 description 1
- 102100034808 CCAAT/enhancer-binding protein alpha Human genes 0.000 description 1
- 108010014064 CCCTC-Binding Factor Proteins 0.000 description 1
- 102100021975 CREB-binding protein Human genes 0.000 description 1
- 102100026548 Caspase-8 Human genes 0.000 description 1
- 102100028914 Catenin beta-1 Human genes 0.000 description 1
- ZEOWTGPWHLSLOG-UHFFFAOYSA-N Cc1ccc(cc1-c1ccc2c(n[nH]c2c1)-c1cnn(c1)C1CC1)C(=O)Nc1cccc(c1)C(F)(F)F Chemical compound Cc1ccc(cc1-c1ccc2c(n[nH]c2c1)-c1cnn(c1)C1CC1)C(=O)Nc1cccc(c1)C(F)(F)F ZEOWTGPWHLSLOG-UHFFFAOYSA-N 0.000 description 1
- 102000038594 Cdh1/Fizzy-related Human genes 0.000 description 1
- 108091007854 Cdh1/Fizzy-related Proteins 0.000 description 1
- 102100025175 Cellular communication network factor 6 Human genes 0.000 description 1
- 101710195848 Centrosomal protein CEP57L1 Proteins 0.000 description 1
- 102100031213 Centrosomal protein of 57 kDa Human genes 0.000 description 1
- 101710147964 Centrosomal protein of 57 kDa Proteins 0.000 description 1
- 102100038214 Chromodomain-helicase-DNA-binding protein 4 Human genes 0.000 description 1
- 108091026890 Coding region Proteins 0.000 description 1
- 102100035595 Cohesin subunit SA-2 Human genes 0.000 description 1
- 206010052358 Colorectal cancer metastatic Diseases 0.000 description 1
- 108010043471 Core Binding Factor Alpha 2 Subunit Proteins 0.000 description 1
- 102100029375 Crk-like protein Human genes 0.000 description 1
- 102100028908 Cullin-3 Human genes 0.000 description 1
- 108010058546 Cyclin D1 Proteins 0.000 description 1
- 108010025464 Cyclin-Dependent Kinase 4 Proteins 0.000 description 1
- 108010025468 Cyclin-Dependent Kinase 6 Proteins 0.000 description 1
- 102000009512 Cyclin-Dependent Kinase Inhibitor p15 Human genes 0.000 description 1
- 108010009356 Cyclin-Dependent Kinase Inhibitor p15 Proteins 0.000 description 1
- 108010009392 Cyclin-Dependent Kinase Inhibitor p16 Proteins 0.000 description 1
- 102000009503 Cyclin-Dependent Kinase Inhibitor p18 Human genes 0.000 description 1
- 108010009367 Cyclin-Dependent Kinase Inhibitor p18 Proteins 0.000 description 1
- 108010016788 Cyclin-Dependent Kinase Inhibitor p21 Proteins 0.000 description 1
- 102000000577 Cyclin-Dependent Kinase Inhibitor p27 Human genes 0.000 description 1
- 108010016777 Cyclin-Dependent Kinase Inhibitor p27 Proteins 0.000 description 1
- 102000004480 Cyclin-Dependent Kinase Inhibitor p57 Human genes 0.000 description 1
- 108010017222 Cyclin-Dependent Kinase Inhibitor p57 Proteins 0.000 description 1
- 102100023263 Cyclin-dependent kinase 10 Human genes 0.000 description 1
- 102100036252 Cyclin-dependent kinase 4 Human genes 0.000 description 1
- 102100026804 Cyclin-dependent kinase 6 Human genes 0.000 description 1
- 102100024456 Cyclin-dependent kinase 8 Human genes 0.000 description 1
- 102100033270 Cyclin-dependent kinase inhibitor 1 Human genes 0.000 description 1
- 108010020070 Cytochrome P-450 CYP2B6 Proteins 0.000 description 1
- 108010026925 Cytochrome P-450 CYP2C19 Proteins 0.000 description 1
- 108010000543 Cytochrome P-450 CYP2C9 Proteins 0.000 description 1
- 108010001237 Cytochrome P-450 CYP2D6 Proteins 0.000 description 1
- 102100038742 Cytochrome P450 2A13 Human genes 0.000 description 1
- 102100036194 Cytochrome P450 2A6 Human genes 0.000 description 1
- 102100036212 Cytochrome P450 2A7 Human genes 0.000 description 1
- 102100038739 Cytochrome P450 2B6 Human genes 0.000 description 1
- 102100029363 Cytochrome P450 2C19 Human genes 0.000 description 1
- 102100029358 Cytochrome P450 2C9 Human genes 0.000 description 1
- 102100021704 Cytochrome P450 2D6 Human genes 0.000 description 1
- 102100039205 Cytochrome P450 3A4 Human genes 0.000 description 1
- 102100039208 Cytochrome P450 3A5 Human genes 0.000 description 1
- 102100039498 Cytotoxic T-lymphocyte protein 4 Human genes 0.000 description 1
- 101150077031 DAXX gene Proteins 0.000 description 1
- 102100033466 DENN domain-containing protein 1A Human genes 0.000 description 1
- 108020004414 DNA Proteins 0.000 description 1
- 102100024812 DNA (cytosine-5)-methyltransferase 3A Human genes 0.000 description 1
- 108010024491 DNA Methyltransferase 3A Proteins 0.000 description 1
- 102100035186 DNA excision repair protein ERCC-1 Human genes 0.000 description 1
- 102100031866 DNA excision repair protein ERCC-5 Human genes 0.000 description 1
- 108010035476 DNA excision repair protein ERCC-5 Proteins 0.000 description 1
- 102100028849 DNA mismatch repair protein Mlh3 Human genes 0.000 description 1
- 102100034157 DNA mismatch repair protein Msh2 Human genes 0.000 description 1
- 102100021147 DNA mismatch repair protein Msh6 Human genes 0.000 description 1
- 102100020782 DNA polymerase delta subunit 3 Human genes 0.000 description 1
- 102100029766 DNA polymerase theta Human genes 0.000 description 1
- 102100029094 DNA repair endonuclease XPF Human genes 0.000 description 1
- 102100039116 DNA repair protein RAD50 Human genes 0.000 description 1
- 102100033934 DNA repair protein RAD51 homolog 2 Human genes 0.000 description 1
- 102100034484 DNA repair protein RAD51 homolog 3 Human genes 0.000 description 1
- 102100034483 DNA repair protein RAD51 homolog 4 Human genes 0.000 description 1
- 102100024607 DNA topoisomerase 1 Human genes 0.000 description 1
- 102100033587 DNA topoisomerase 2-alpha Human genes 0.000 description 1
- 102100037799 DNA-binding protein Ikaros Human genes 0.000 description 1
- 102100022204 DNA-dependent protein kinase catalytic subunit Human genes 0.000 description 1
- 102100028559 Death domain-associated protein 6 Human genes 0.000 description 1
- 102100036466 Delta-like protein 3 Human genes 0.000 description 1
- 108010086291 Deubiquitinating Enzyme CYLD Proteins 0.000 description 1
- 101100226017 Dictyostelium discoideum repD gene Proteins 0.000 description 1
- 102100024746 Dihydrofolate reductase Human genes 0.000 description 1
- 102100022334 Dihydropyrimidine dehydrogenase [NADP(+)] Human genes 0.000 description 1
- 102100038002 Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit STT3A Human genes 0.000 description 1
- 206010059866 Drug resistance Diseases 0.000 description 1
- 102100036367 Dual 3',5'-cyclic-AMP and -GMP phosphodiesterase 11A Human genes 0.000 description 1
- 102100031480 Dual specificity mitogen-activated protein kinase kinase 1 Human genes 0.000 description 1
- 102100023266 Dual specificity mitogen-activated protein kinase kinase 2 Human genes 0.000 description 1
- 102100023274 Dual specificity mitogen-activated protein kinase kinase 4 Human genes 0.000 description 1
- 102100028987 Dual specificity protein phosphatase 2 Human genes 0.000 description 1
- 102100035273 E3 ubiquitin-protein ligase CBL-B Human genes 0.000 description 1
- 108050002772 E3 ubiquitin-protein ligase Mdm2 Proteins 0.000 description 1
- 102000012199 E3 ubiquitin-protein ligase Mdm2 Human genes 0.000 description 1
- 102100037964 E3 ubiquitin-protein ligase RING2 Human genes 0.000 description 1
- 102100026245 E3 ubiquitin-protein ligase RNF43 Human genes 0.000 description 1
- 102100022207 E3 ubiquitin-protein ligase parkin Human genes 0.000 description 1
- 102000012804 EPCAM Human genes 0.000 description 1
- 101150084967 EPCAM gene Proteins 0.000 description 1
- 101150076616 EPHA2 gene Proteins 0.000 description 1
- 101150016325 EPHA3 gene Proteins 0.000 description 1
- 101150097734 EPHB2 gene Proteins 0.000 description 1
- 101150105460 ERCC2 gene Proteins 0.000 description 1
- 102100039563 ETS translocation variant 1 Human genes 0.000 description 1
- 102100039578 ETS translocation variant 4 Human genes 0.000 description 1
- 102100027100 Echinoderm microtubule-associated protein-like 4 Human genes 0.000 description 1
- 102100023387 Endoribonuclease Dicer Human genes 0.000 description 1
- 102100036448 Endothelial PAS domain-containing protein 1 Human genes 0.000 description 1
- 102100031785 Endothelial transcription factor GATA-2 Human genes 0.000 description 1
- 101150025643 Epha5 gene Proteins 0.000 description 1
- 102100030340 Ephrin type-A receptor 2 Human genes 0.000 description 1
- 102100030324 Ephrin type-A receptor 3 Human genes 0.000 description 1
- 102100021605 Ephrin type-A receptor 5 Human genes 0.000 description 1
- 102100031968 Ephrin type-B receptor 2 Human genes 0.000 description 1
- 102100029987 Erbin Human genes 0.000 description 1
- 102100031690 Erythroid transcription factor Human genes 0.000 description 1
- 102100029055 Exostosin-1 Human genes 0.000 description 1
- 102100029074 Exostosin-2 Human genes 0.000 description 1
- 101710105178 F-box/WD repeat-containing protein 7 Proteins 0.000 description 1
- 102100028138 F-box/WD repeat-containing protein 7 Human genes 0.000 description 1
- 101150041019 FAT1 gene Proteins 0.000 description 1
- 108010067741 Fanconi Anemia Complementation Group N protein Proteins 0.000 description 1
- 102100034553 Fanconi anemia group J protein Human genes 0.000 description 1
- 102100034552 Fanconi anemia group M protein Human genes 0.000 description 1
- 102100031734 Fibroblast growth factor 19 Human genes 0.000 description 1
- 102100023593 Fibroblast growth factor receptor 1 Human genes 0.000 description 1
- 101710182386 Fibroblast growth factor receptor 1 Proteins 0.000 description 1
- 102100023600 Fibroblast growth factor receptor 2 Human genes 0.000 description 1
- 101710182389 Fibroblast growth factor receptor 2 Proteins 0.000 description 1
- 102100027842 Fibroblast growth factor receptor 3 Human genes 0.000 description 1
- 101710182396 Fibroblast growth factor receptor 3 Proteins 0.000 description 1
- 102100027844 Fibroblast growth factor receptor 4 Human genes 0.000 description 1
- 102100032596 Fibrocystin Human genes 0.000 description 1
- 238000000729 Fisher's exact test Methods 0.000 description 1
- 102100027909 Folliculin Human genes 0.000 description 1
- 102100028122 Forkhead box protein P1 Human genes 0.000 description 1
- 102100024165 G1/S-specific cyclin-D1 Human genes 0.000 description 1
- 102100037858 G1/S-specific cyclin-E1 Human genes 0.000 description 1
- 102100029974 GTPase HRas Human genes 0.000 description 1
- 102100039788 GTPase NRas Human genes 0.000 description 1
- 102100031885 General transcription and DNA repair factor IIH helicase subunit XPB Human genes 0.000 description 1
- 102100035184 General transcription and DNA repair factor IIH helicase subunit XPD Human genes 0.000 description 1
- 102100033295 Glial cell line-derived neurotrophic factor Human genes 0.000 description 1
- 102100029458 Glutamate receptor ionotropic, NMDA 2A Human genes 0.000 description 1
- 102100036534 Glutathione S-transferase Mu 1 Human genes 0.000 description 1
- 102100023523 Glutathione S-transferase Mu 4 Human genes 0.000 description 1
- 102100023524 Glutathione S-transferase Mu 5 Human genes 0.000 description 1
- 102100030943 Glutathione S-transferase P Human genes 0.000 description 1
- 102100038055 Glutathione S-transferase theta-1 Human genes 0.000 description 1
- 102100025334 Guanine nucleotide-binding protein G(q) subunit alpha Human genes 0.000 description 1
- 102100032610 Guanine nucleotide-binding protein G(s) subunit alpha isoforms XLas Human genes 0.000 description 1
- 102100036738 Guanine nucleotide-binding protein subunit alpha-11 Human genes 0.000 description 1
- 102100028972 HLA class I histocompatibility antigen, A alpha chain Human genes 0.000 description 1
- 102100030595 HLA class II histocompatibility antigen gamma chain Human genes 0.000 description 1
- 108010075704 HLA-A Antigens Proteins 0.000 description 1
- 102100022057 Hepatocyte nuclear factor 1-alpha Human genes 0.000 description 1
- 102100022123 Hepatocyte nuclear factor 1-beta Human genes 0.000 description 1
- 102100029283 Hepatocyte nuclear factor 3-alpha Human genes 0.000 description 1
- 102100035108 High affinity nerve growth factor receptor Human genes 0.000 description 1
- 102100034533 Histone H2AX Human genes 0.000 description 1
- 102100038885 Histone acetyltransferase p300 Human genes 0.000 description 1
- 102100039999 Histone deacetylase 2 Human genes 0.000 description 1
- 102100038720 Histone deacetylase 9 Human genes 0.000 description 1
- 102100022103 Histone-lysine N-methyltransferase 2A Human genes 0.000 description 1
- 102100027755 Histone-lysine N-methyltransferase 2C Human genes 0.000 description 1
- 102100027768 Histone-lysine N-methyltransferase 2D Human genes 0.000 description 1
- 102100038970 Histone-lysine N-methyltransferase EZH2 Human genes 0.000 description 1
- 102100039121 Histone-lysine N-methyltransferase MECOM Human genes 0.000 description 1
- 102100032742 Histone-lysine N-methyltransferase SETD2 Human genes 0.000 description 1
- 102100029239 Histone-lysine N-methyltransferase, H3 lysine-36 specific Human genes 0.000 description 1
- 108010033040 Histones Proteins 0.000 description 1
- 102100027885 Homeobox protein Nkx-2.4 Human genes 0.000 description 1
- 102100030234 Homeobox protein cut-like 1 Human genes 0.000 description 1
- 101000744065 Homo sapiens 3 beta-hydroxysteroid dehydrogenase/Delta 5->4-isomerase type 1 Proteins 0.000 description 1
- 101000600756 Homo sapiens 3-phosphoinositide-dependent protein kinase 1 Proteins 0.000 description 1
- 101000924266 Homo sapiens AT-rich interactive domain-containing protein 1A Proteins 0.000 description 1
- 101000924255 Homo sapiens AT-rich interactive domain-containing protein 1B Proteins 0.000 description 1
- 101000685261 Homo sapiens AT-rich interactive domain-containing protein 2 Proteins 0.000 description 1
- 101000792947 Homo sapiens AT-rich interactive domain-containing protein 5B Proteins 0.000 description 1
- 101000580659 Homo sapiens ATP-dependent DNA helicase Q1 Proteins 0.000 description 1
- 101000580577 Homo sapiens ATP-dependent DNA helicase Q4 Proteins 0.000 description 1
- 101000901090 Homo sapiens Achaete-scute homolog 4 Proteins 0.000 description 1
- 101001000351 Homo sapiens Adenine DNA glycosylase Proteins 0.000 description 1
- 101000796801 Homo sapiens Adhesion G protein-coupled receptor B3 Proteins 0.000 description 1
- 101000928246 Homo sapiens Afadin Proteins 0.000 description 1
- 101000780443 Homo sapiens Alcohol dehydrogenase 1A Proteins 0.000 description 1
- 101000780463 Homo sapiens Alcohol dehydrogenase 1C Proteins 0.000 description 1
- 101000780453 Homo sapiens All-trans-retinol dehydrogenase [NAD(+)] ADH1B Proteins 0.000 description 1
- 101000919395 Homo sapiens Aromatase Proteins 0.000 description 1
- 101000884385 Homo sapiens Arylamine N-acetyltransferase 1 Proteins 0.000 description 1
- 101000798306 Homo sapiens Aurora kinase B Proteins 0.000 description 1
- 101000874569 Homo sapiens Axin-2 Proteins 0.000 description 1
- 101000596896 Homo sapiens BDNF/NT-3 growth factors receptor Proteins 0.000 description 1
- 101000798320 Homo sapiens Bcl-2 homologous antagonist/killer Proteins 0.000 description 1
- 101000934638 Homo sapiens Bone morphogenetic protein receptor type-1A Proteins 0.000 description 1
- 101000922348 Homo sapiens C-X-C chemokine receptor type 4 Proteins 0.000 description 1
- 101000945515 Homo sapiens CCAAT/enhancer-binding protein alpha Proteins 0.000 description 1
- 101000896987 Homo sapiens CREB-binding protein Proteins 0.000 description 1
- 101000983528 Homo sapiens Caspase-8 Proteins 0.000 description 1
- 101000916173 Homo sapiens Catenin beta-1 Proteins 0.000 description 1
- 101000934310 Homo sapiens Cellular communication network factor 6 Proteins 0.000 description 1
- 101000883749 Homo sapiens Chromodomain-helicase-DNA-binding protein 4 Proteins 0.000 description 1
- 101000642968 Homo sapiens Cohesin subunit SA-2 Proteins 0.000 description 1
- 101000919315 Homo sapiens Crk-like protein Proteins 0.000 description 1
- 101000916238 Homo sapiens Cullin-3 Proteins 0.000 description 1
- 101000908138 Homo sapiens Cyclin-dependent kinase 10 Proteins 0.000 description 1
- 101000980937 Homo sapiens Cyclin-dependent kinase 8 Proteins 0.000 description 1
- 101000957389 Homo sapiens Cytochrome P450 2A13 Proteins 0.000 description 1
- 101000875170 Homo sapiens Cytochrome P450 2A6 Proteins 0.000 description 1
- 101000875173 Homo sapiens Cytochrome P450 2A7 Proteins 0.000 description 1
- 101000889276 Homo sapiens Cytotoxic T-lymphocyte protein 4 Proteins 0.000 description 1
- 101000870904 Homo sapiens DENN domain-containing protein 1A Proteins 0.000 description 1
- 101000876529 Homo sapiens DNA excision repair protein ERCC-1 Proteins 0.000 description 1
- 101000577867 Homo sapiens DNA mismatch repair protein Mlh3 Proteins 0.000 description 1
- 101001134036 Homo sapiens DNA mismatch repair protein Msh2 Proteins 0.000 description 1
- 101000968658 Homo sapiens DNA mismatch repair protein Msh6 Proteins 0.000 description 1
- 101000932004 Homo sapiens DNA polymerase delta subunit 3 Proteins 0.000 description 1
- 101001094607 Homo sapiens DNA polymerase eta Proteins 0.000 description 1
- 101000865085 Homo sapiens DNA polymerase theta Proteins 0.000 description 1
- 101000712511 Homo sapiens DNA repair and recombination protein RAD54-like Proteins 0.000 description 1
- 101000743929 Homo sapiens DNA repair protein RAD50 Proteins 0.000 description 1
- 101001132271 Homo sapiens DNA repair protein RAD51 homolog 3 Proteins 0.000 description 1
- 101001132266 Homo sapiens DNA repair protein RAD51 homolog 4 Proteins 0.000 description 1
- 101000830681 Homo sapiens DNA topoisomerase 1 Proteins 0.000 description 1
- 101000599038 Homo sapiens DNA-binding protein Ikaros Proteins 0.000 description 1
- 101000619536 Homo sapiens DNA-dependent protein kinase catalytic subunit Proteins 0.000 description 1
- 101000928513 Homo sapiens Delta-like protein 3 Proteins 0.000 description 1
- 101000902632 Homo sapiens Dihydropyrimidine dehydrogenase [NADP(+)] Proteins 0.000 description 1
- 101000661592 Homo sapiens Dolichyl-diphosphooligosaccharide-protein glycosyltransferase subunit STT3A Proteins 0.000 description 1
- 101001072029 Homo sapiens Dual 3',5'-cyclic-AMP and -GMP phosphodiesterase 11A Proteins 0.000 description 1
- 101001115395 Homo sapiens Dual specificity mitogen-activated protein kinase kinase 4 Proteins 0.000 description 1
- 101000838335 Homo sapiens Dual specificity protein phosphatase 2 Proteins 0.000 description 1
- 101000737265 Homo sapiens E3 ubiquitin-protein ligase CBL-B Proteins 0.000 description 1
- 101001095815 Homo sapiens E3 ubiquitin-protein ligase RING2 Proteins 0.000 description 1
- 101000692702 Homo sapiens E3 ubiquitin-protein ligase RNF43 Proteins 0.000 description 1
- 101000619542 Homo sapiens E3 ubiquitin-protein ligase parkin Proteins 0.000 description 1
- 101000813729 Homo sapiens ETS translocation variant 1 Proteins 0.000 description 1
- 101000813747 Homo sapiens ETS translocation variant 4 Proteins 0.000 description 1
- 101001057929 Homo sapiens Echinoderm microtubule-associated protein-like 4 Proteins 0.000 description 1
- 101000907904 Homo sapiens Endoribonuclease Dicer Proteins 0.000 description 1
- 101001066265 Homo sapiens Endothelial transcription factor GATA-2 Proteins 0.000 description 1
- 101000967216 Homo sapiens Eosinophil cationic protein Proteins 0.000 description 1
- 101001010810 Homo sapiens Erbin Proteins 0.000 description 1
- 101001066268 Homo sapiens Erythroid transcription factor Proteins 0.000 description 1
- 101001034811 Homo sapiens Eukaryotic translation initiation factor 4 gamma 2 Proteins 0.000 description 1
- 101000918311 Homo sapiens Exostosin-1 Proteins 0.000 description 1
- 101000918275 Homo sapiens Exostosin-2 Proteins 0.000 description 1
- 101000848171 Homo sapiens Fanconi anemia group J protein Proteins 0.000 description 1
- 101000848187 Homo sapiens Fanconi anemia group M protein Proteins 0.000 description 1
- 101000846394 Homo sapiens Fibroblast growth factor 19 Proteins 0.000 description 1
- 101000917134 Homo sapiens Fibroblast growth factor receptor 4 Proteins 0.000 description 1
- 101000730595 Homo sapiens Fibrocystin Proteins 0.000 description 1
- 101001060703 Homo sapiens Folliculin Proteins 0.000 description 1
- 101001059893 Homo sapiens Forkhead box protein P1 Proteins 0.000 description 1
- 101000738568 Homo sapiens G1/S-specific cyclin-E1 Proteins 0.000 description 1
- 101000584633 Homo sapiens GTPase HRas Proteins 0.000 description 1
- 101000744505 Homo sapiens GTPase NRas Proteins 0.000 description 1
- 101000920748 Homo sapiens General transcription and DNA repair factor IIH helicase subunit XPB Proteins 0.000 description 1
- 101001125242 Homo sapiens Glutamate receptor ionotropic, NMDA 2A Proteins 0.000 description 1
- 101001071694 Homo sapiens Glutathione S-transferase Mu 1 Proteins 0.000 description 1
- 101000906399 Homo sapiens Glutathione S-transferase Mu 4 Proteins 0.000 description 1
- 101000906394 Homo sapiens Glutathione S-transferase Mu 5 Proteins 0.000 description 1
- 101001010139 Homo sapiens Glutathione S-transferase P Proteins 0.000 description 1
- 101001032462 Homo sapiens Glutathione S-transferase theta-1 Proteins 0.000 description 1
- 101000857888 Homo sapiens Guanine nucleotide-binding protein G(q) subunit alpha Proteins 0.000 description 1
- 101001014590 Homo sapiens Guanine nucleotide-binding protein G(s) subunit alpha isoforms XLas Proteins 0.000 description 1
- 101001014594 Homo sapiens Guanine nucleotide-binding protein G(s) subunit alpha isoforms short Proteins 0.000 description 1
- 101001072407 Homo sapiens Guanine nucleotide-binding protein subunit alpha-11 Proteins 0.000 description 1
- 101001082627 Homo sapiens HLA class II histocompatibility antigen gamma chain Proteins 0.000 description 1
- 101001045751 Homo sapiens Hepatocyte nuclear factor 1-alpha Proteins 0.000 description 1
- 101001045758 Homo sapiens Hepatocyte nuclear factor 1-beta Proteins 0.000 description 1
- 101001062353 Homo sapiens Hepatocyte nuclear factor 3-alpha Proteins 0.000 description 1
- 101000596894 Homo sapiens High affinity nerve growth factor receptor Proteins 0.000 description 1
- 101001067891 Homo sapiens Histone H2AX Proteins 0.000 description 1
- 101001035011 Homo sapiens Histone deacetylase 2 Proteins 0.000 description 1
- 101001032092 Homo sapiens Histone deacetylase 9 Proteins 0.000 description 1
- 101001045846 Homo sapiens Histone-lysine N-methyltransferase 2A Proteins 0.000 description 1
- 101001008892 Homo sapiens Histone-lysine N-methyltransferase 2C Proteins 0.000 description 1
- 101001008894 Homo sapiens Histone-lysine N-methyltransferase 2D Proteins 0.000 description 1
- 101000882127 Homo sapiens Histone-lysine N-methyltransferase EZH2 Proteins 0.000 description 1
- 101000654725 Homo sapiens Histone-lysine N-methyltransferase SETD2 Proteins 0.000 description 1
- 101000634050 Homo sapiens Histone-lysine N-methyltransferase, H3 lysine-36 specific Proteins 0.000 description 1
- 101000632189 Homo sapiens Homeobox protein Nkx-2.4 Proteins 0.000 description 1
- 101000726740 Homo sapiens Homeobox protein cut-like 1 Proteins 0.000 description 1
- 101100508538 Homo sapiens IKBKE gene Proteins 0.000 description 1
- 101001056180 Homo sapiens Induced myeloid leukemia cell differentiation protein Mcl-1 Proteins 0.000 description 1
- 101001053339 Homo sapiens Inositol polyphosphate 4-phosphatase type II Proteins 0.000 description 1
- 101001034652 Homo sapiens Insulin-like growth factor 1 receptor Proteins 0.000 description 1
- 101001076292 Homo sapiens Insulin-like growth factor II Proteins 0.000 description 1
- 101000599940 Homo sapiens Interferon gamma Proteins 0.000 description 1
- 101001001420 Homo sapiens Interferon gamma receptor 1 Proteins 0.000 description 1
- 101001011393 Homo sapiens Interferon regulatory factor 2 Proteins 0.000 description 1
- 101001043809 Homo sapiens Interleukin-7 receptor subunit alpha Proteins 0.000 description 1
- 101000960234 Homo sapiens Isocitrate dehydrogenase [NADP] cytoplasmic Proteins 0.000 description 1
- 101000599886 Homo sapiens Isocitrate dehydrogenase [NADP], mitochondrial Proteins 0.000 description 1
- 101001046526 Homo sapiens Killin Proteins 0.000 description 1
- 101001050559 Homo sapiens Kinesin-1 heavy chain Proteins 0.000 description 1
- 101000971697 Homo sapiens Kinesin-like protein KIF1B Proteins 0.000 description 1
- 101000716729 Homo sapiens Kit ligand Proteins 0.000 description 1
- 101001038435 Homo sapiens Leucine-zipper-like transcriptional regulator 1 Proteins 0.000 description 1
- 101000984620 Homo sapiens Low-density lipoprotein receptor-related protein 1B Proteins 0.000 description 1
- 101001039035 Homo sapiens Lutropin-choriogonadotropic hormone receptor Proteins 0.000 description 1
- 101001088892 Homo sapiens Lysine-specific demethylase 5A Proteins 0.000 description 1
- 101001025967 Homo sapiens Lysine-specific demethylase 6A Proteins 0.000 description 1
- 101100076418 Homo sapiens MECOM gene Proteins 0.000 description 1
- 101000916644 Homo sapiens Macrophage colony-stimulating factor 1 receptor Proteins 0.000 description 1
- 101000614988 Homo sapiens Mediator of RNA polymerase II transcription subunit 12 Proteins 0.000 description 1
- 101001057193 Homo sapiens Membrane-associated guanylate kinase, WW and PDZ domain-containing protein 1 Proteins 0.000 description 1
- 101001032848 Homo sapiens Metabotropic glutamate receptor 3 Proteins 0.000 description 1
- 101001027295 Homo sapiens Metabotropic glutamate receptor 8 Proteins 0.000 description 1
- 101000653374 Homo sapiens Methylcytosine dioxygenase TET2 Proteins 0.000 description 1
- 101000587058 Homo sapiens Methylenetetrahydrofolate reductase Proteins 0.000 description 1
- 101001018147 Homo sapiens Mitogen-activated protein kinase kinase kinase 4 Proteins 0.000 description 1
- 101001059989 Homo sapiens Mitogen-activated protein kinase kinase kinase kinase 3 Proteins 0.000 description 1
- 101000794228 Homo sapiens Mitotic checkpoint serine/threonine-protein kinase BUB1 beta Proteins 0.000 description 1
- 101001030232 Homo sapiens Myosin-9 Proteins 0.000 description 1
- 101000973778 Homo sapiens NAD(P)H dehydrogenase [quinone] 1 Proteins 0.000 description 1
- 101000961071 Homo sapiens NF-kappa-B inhibitor alpha Proteins 0.000 description 1
- 101001014610 Homo sapiens Neuroendocrine secretory protein 55 Proteins 0.000 description 1
- 101000974356 Homo sapiens Nuclear receptor coactivator 3 Proteins 0.000 description 1
- 101000974340 Homo sapiens Nuclear receptor corepressor 1 Proteins 0.000 description 1
- 101001109719 Homo sapiens Nucleophosmin Proteins 0.000 description 1
- 101000738901 Homo sapiens PMS1 protein homolog 1 Proteins 0.000 description 1
- 101000601724 Homo sapiens Paired box protein Pax-5 Proteins 0.000 description 1
- 101000692768 Homo sapiens Paired mesoderm homeobox protein 2B Proteins 0.000 description 1
- 101000735213 Homo sapiens Palladin Proteins 0.000 description 1
- 101000945735 Homo sapiens Parafibromin Proteins 0.000 description 1
- 101000987581 Homo sapiens Perforin-1 Proteins 0.000 description 1
- 101000955481 Homo sapiens Phosphatidylcholine translocator ABCB4 Proteins 0.000 description 1
- 101000605630 Homo sapiens Phosphatidylinositol 3-kinase catalytic subunit type 3 Proteins 0.000 description 1
- 101001120056 Homo sapiens Phosphatidylinositol 3-kinase regulatory subunit alpha Proteins 0.000 description 1
- 101001120097 Homo sapiens Phosphatidylinositol 3-kinase regulatory subunit beta Proteins 0.000 description 1
- 101000605639 Homo sapiens Phosphatidylinositol 4,5-bisphosphate 3-kinase catalytic subunit alpha isoform Proteins 0.000 description 1
- 101001126417 Homo sapiens Platelet-derived growth factor receptor alpha Proteins 0.000 description 1
- 101000728236 Homo sapiens Polycomb group protein ASXL1 Proteins 0.000 description 1
- 101001117312 Homo sapiens Programmed cell death 1 ligand 2 Proteins 0.000 description 1
- 101000611936 Homo sapiens Programmed cell death protein 1 Proteins 0.000 description 1
- 101000741885 Homo sapiens Protection of telomeres protein 1 Proteins 0.000 description 1
- 101000959489 Homo sapiens Protein AF-9 Proteins 0.000 description 1
- 101000797903 Homo sapiens Protein ALEX Proteins 0.000 description 1
- 101000933604 Homo sapiens Protein BTG2 Proteins 0.000 description 1
- 101000761460 Homo sapiens Protein CASP Proteins 0.000 description 1
- 101000925651 Homo sapiens Protein ENL Proteins 0.000 description 1
- 101001061041 Homo sapiens Protein FRG1 Proteins 0.000 description 1
- 101001056567 Homo sapiens Protein Jumonji Proteins 0.000 description 1
- 101000585703 Homo sapiens Protein L-Myc Proteins 0.000 description 1
- 101000971404 Homo sapiens Protein kinase C iota type Proteins 0.000 description 1
- 101000601770 Homo sapiens Protein polybromo-1 Proteins 0.000 description 1
- 101000629617 Homo sapiens Protein sprouty homolog 4 Proteins 0.000 description 1
- 101000686031 Homo sapiens Proto-oncogene tyrosine-protein kinase ROS Proteins 0.000 description 1
- 101000779418 Homo sapiens RAC-alpha serine/threonine-protein kinase Proteins 0.000 description 1
- 101000798015 Homo sapiens RAC-beta serine/threonine-protein kinase Proteins 0.000 description 1
- 101000798007 Homo sapiens RAC-gamma serine/threonine-protein kinase Proteins 0.000 description 1
- 101000712530 Homo sapiens RAF proto-oncogene serine/threonine-protein kinase Proteins 0.000 description 1
- 101100087590 Homo sapiens RICTOR gene Proteins 0.000 description 1
- 101100078258 Homo sapiens RUNX1T1 gene Proteins 0.000 description 1
- 101001092172 Homo sapiens Ras-GEF domain-containing family member 1A Proteins 0.000 description 1
- 101000712576 Homo sapiens Ras-related C3 botulinum toxin substrate 3 Proteins 0.000 description 1
- 101001012157 Homo sapiens Receptor tyrosine-protein kinase erbB-2 Proteins 0.000 description 1
- 101000932478 Homo sapiens Receptor-type tyrosine-protein kinase FLT3 Proteins 0.000 description 1
- 101000606537 Homo sapiens Receptor-type tyrosine-protein phosphatase delta Proteins 0.000 description 1
- 101001132658 Homo sapiens Retinoic acid receptor gamma Proteins 0.000 description 1
- 101000927796 Homo sapiens Rho guanine nucleotide exchange factor 7 Proteins 0.000 description 1
- 101000687474 Homo sapiens Rhombotin-1 Proteins 0.000 description 1
- 101000631899 Homo sapiens Ribosome maturation protein SBDS Proteins 0.000 description 1
- 101000654718 Homo sapiens SET-binding protein Proteins 0.000 description 1
- 101000632056 Homo sapiens Septin-9 Proteins 0.000 description 1
- 101000655897 Homo sapiens Serine protease 1 Proteins 0.000 description 1
- 101000771237 Homo sapiens Serine/threonine-protein kinase A-Raf Proteins 0.000 description 1
- 101000984753 Homo sapiens Serine/threonine-protein kinase B-raf Proteins 0.000 description 1
- 101000777293 Homo sapiens Serine/threonine-protein kinase Chk1 Proteins 0.000 description 1
- 101000987315 Homo sapiens Serine/threonine-protein kinase PAK 3 Proteins 0.000 description 1
- 101000628562 Homo sapiens Serine/threonine-protein kinase STK11 Proteins 0.000 description 1
- 101000864800 Homo sapiens Serine/threonine-protein kinase Sgk1 Proteins 0.000 description 1
- 101000783404 Homo sapiens Serine/threonine-protein phosphatase 2A 65 kDa regulatory subunit A alpha isoform Proteins 0.000 description 1
- 101000639975 Homo sapiens Sodium-dependent noradrenaline transporter Proteins 0.000 description 1
- 101000642268 Homo sapiens Speckle-type POZ protein Proteins 0.000 description 1
- 101000707567 Homo sapiens Splicing factor 3B subunit 1 Proteins 0.000 description 1
- 101000808799 Homo sapiens Splicing factor U2AF 35 kDa subunit Proteins 0.000 description 1
- 101000831940 Homo sapiens Stathmin Proteins 0.000 description 1
- 101000951145 Homo sapiens Succinate dehydrogenase [ubiquinone] cytochrome b small subunit, mitochondrial Proteins 0.000 description 1
- 101000685323 Homo sapiens Succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial Proteins 0.000 description 1
- 101000874160 Homo sapiens Succinate dehydrogenase [ubiquinone] iron-sulfur subunit, mitochondrial Proteins 0.000 description 1
- 101000934888 Homo sapiens Succinate dehydrogenase cytochrome b560 subunit, mitochondrial Proteins 0.000 description 1
- 101000740519 Homo sapiens Syndecan-4 Proteins 0.000 description 1
- 101000655325 Homo sapiens Tektin-4 Proteins 0.000 description 1
- 101000799388 Homo sapiens Thiopurine S-methyltransferase Proteins 0.000 description 1
- 101000809797 Homo sapiens Thymidylate synthase Proteins 0.000 description 1
- 101000666234 Homo sapiens Thyroid adenoma-associated protein Proteins 0.000 description 1
- 101000772267 Homo sapiens Thyrotropin receptor Proteins 0.000 description 1
- 101000819111 Homo sapiens Trans-acting T-cell-specific transcription factor GATA-3 Proteins 0.000 description 1
- 101000702545 Homo sapiens Transcription activator BRG1 Proteins 0.000 description 1
- 101000813738 Homo sapiens Transcription factor ETV6 Proteins 0.000 description 1
- 101000819074 Homo sapiens Transcription factor GATA-4 Proteins 0.000 description 1
- 101000819088 Homo sapiens Transcription factor GATA-6 Proteins 0.000 description 1
- 101000652332 Homo sapiens Transcription factor SOX-1 Proteins 0.000 description 1
- 101000825060 Homo sapiens Transcription factor SOX-14 Proteins 0.000 description 1
- 101000687905 Homo sapiens Transcription factor SOX-2 Proteins 0.000 description 1
- 101000652337 Homo sapiens Transcription factor SOX-21 Proteins 0.000 description 1
- 101000845269 Homo sapiens Transcription termination factor 1 Proteins 0.000 description 1
- 101000775102 Homo sapiens Transcriptional coactivator YAP1 Proteins 0.000 description 1
- 101000638154 Homo sapiens Transmembrane protease serine 2 Proteins 0.000 description 1
- 101000637950 Homo sapiens Transmembrane protein 127 Proteins 0.000 description 1
- 101000847952 Homo sapiens Trypsin-3 Proteins 0.000 description 1
- 101000713575 Homo sapiens Tubulin beta-3 chain Proteins 0.000 description 1
- 101000713585 Homo sapiens Tubulin beta-4A chain Proteins 0.000 description 1
- 101000713613 Homo sapiens Tubulin beta-4B chain Proteins 0.000 description 1
- 101000652472 Homo sapiens Tubulin beta-6 chain Proteins 0.000 description 1
- 101000830603 Homo sapiens Tumor necrosis factor ligand superfamily member 11 Proteins 0.000 description 1
- 101000648507 Homo sapiens Tumor necrosis factor receptor superfamily member 14 Proteins 0.000 description 1
- 101000801227 Homo sapiens Tumor necrosis factor receptor superfamily member 19 Proteins 0.000 description 1
- 101000997835 Homo sapiens Tyrosine-protein kinase JAK1 Proteins 0.000 description 1
- 101000997832 Homo sapiens Tyrosine-protein kinase JAK2 Proteins 0.000 description 1
- 101000934996 Homo sapiens Tyrosine-protein kinase JAK3 Proteins 0.000 description 1
- 101001087416 Homo sapiens Tyrosine-protein phosphatase non-receptor type 11 Proteins 0.000 description 1
- 101001087422 Homo sapiens Tyrosine-protein phosphatase non-receptor type 13 Proteins 0.000 description 1
- 101000740048 Homo sapiens Ubiquitin carboxyl-terminal hydrolase BAP1 Proteins 0.000 description 1
- 101000808011 Homo sapiens Vascular endothelial growth factor A Proteins 0.000 description 1
- 101000851018 Homo sapiens Vascular endothelial growth factor receptor 1 Proteins 0.000 description 1
- 101000760288 Homo sapiens Zinc finger protein 2 Proteins 0.000 description 1
- 101000782132 Homo sapiens Zinc finger protein 217 Proteins 0.000 description 1
- 101000723661 Homo sapiens Zinc finger protein 703 Proteins 0.000 description 1
- 101000691578 Homo sapiens Zinc finger protein PLAG1 Proteins 0.000 description 1
- 101001117146 Homo sapiens [Pyruvate dehydrogenase (acetyl-transferring)] kinase isozyme 1, mitochondrial Proteins 0.000 description 1
- 101000994496 Homo sapiens cAMP-dependent protein kinase catalytic subunit alpha Proteins 0.000 description 1
- 101000944207 Homo sapiens cAMP-dependent protein kinase catalytic subunit gamma Proteins 0.000 description 1
- 101001026573 Homo sapiens cAMP-dependent protein kinase type I-alpha regulatory subunit Proteins 0.000 description 1
- 108010007666 IMP cyclohydrolase Proteins 0.000 description 1
- 102100026539 Induced myeloid leukemia cell differentiation protein Mcl-1 Human genes 0.000 description 1
- 102100021857 Inhibitor of nuclear factor kappa-B kinase subunit epsilon Human genes 0.000 description 1
- 102100020796 Inosine 5'-monophosphate cyclohydrolase Human genes 0.000 description 1
- 102100024366 Inositol polyphosphate 4-phosphatase type II Human genes 0.000 description 1
- 102100039688 Insulin-like growth factor 1 receptor Human genes 0.000 description 1
- 102100025947 Insulin-like growth factor II Human genes 0.000 description 1
- 102100037850 Interferon gamma Human genes 0.000 description 1
- 102100035678 Interferon gamma receptor 1 Human genes 0.000 description 1
- 102100029838 Interferon regulatory factor 2 Human genes 0.000 description 1
- 102100021593 Interleukin-7 receptor subunit alpha Human genes 0.000 description 1
- 102100039905 Isocitrate dehydrogenase [NADP] cytoplasmic Human genes 0.000 description 1
- 102100037845 Isocitrate dehydrogenase [NADP], mitochondrial Human genes 0.000 description 1
- 206010069755 K-ras gene mutation Diseases 0.000 description 1
- 108090000484 Kelch-Like ECH-Associated Protein 1 Proteins 0.000 description 1
- 102000004034 Kelch-Like ECH-Associated Protein 1 Human genes 0.000 description 1
- 102100022260 Killin Human genes 0.000 description 1
- 102100023422 Kinesin-1 heavy chain Human genes 0.000 description 1
- 102100021524 Kinesin-like protein KIF1B Human genes 0.000 description 1
- 102100020880 Kit ligand Human genes 0.000 description 1
- 101150105104 Kras gene Proteins 0.000 description 1
- 102100038235 Large neutral amino acids transporter small subunit 2 Human genes 0.000 description 1
- 101000740049 Latilactobacillus curvatus Bioactive peptide 1 Proteins 0.000 description 1
- 102100040274 Leucine-zipper-like transcriptional regulator 1 Human genes 0.000 description 1
- 102100027121 Low-density lipoprotein receptor-related protein 1B Human genes 0.000 description 1
- 102100040788 Lutropin-choriogonadotropic hormone receptor Human genes 0.000 description 1
- 102100033246 Lysine-specific demethylase 5A Human genes 0.000 description 1
- 102100037462 Lysine-specific demethylase 6A Human genes 0.000 description 1
- 108010068342 MAP Kinase Kinase 1 Proteins 0.000 description 1
- 108010068353 MAP Kinase Kinase 2 Proteins 0.000 description 1
- 108010075654 MAP Kinase Kinase Kinase 1 Proteins 0.000 description 1
- 102000017274 MDM4 Human genes 0.000 description 1
- 108050005300 MDM4 Proteins 0.000 description 1
- 108700024831 MDS1 and EVI1 Complex Locus Proteins 0.000 description 1
- 102000055120 MEF2 Transcription Factors Human genes 0.000 description 1
- 108010018650 MEF2 Transcription Factors Proteins 0.000 description 1
- 102000046961 MRE11 Homologue Human genes 0.000 description 1
- 108700019589 MRE11 Homologue Proteins 0.000 description 1
- 229910015837 MSH2 Inorganic materials 0.000 description 1
- 108700012912 MYCN Proteins 0.000 description 1
- 101150022024 MYCN gene Proteins 0.000 description 1
- 101150053046 MYD88 gene Proteins 0.000 description 1
- 102100028198 Macrophage colony-stimulating factor 1 receptor Human genes 0.000 description 1
- 102100021070 Mediator of RNA polymerase II transcription subunit 12 Human genes 0.000 description 1
- 108010047230 Member 1 Subfamily B ATP Binding Cassette Transporter Proteins 0.000 description 1
- 108010023335 Member 2 Subfamily B ATP Binding Cassette Transporter Proteins 0.000 description 1
- 102100038352 Metabotropic glutamate receptor 3 Human genes 0.000 description 1
- 102100037636 Metabotropic glutamate receptor 8 Human genes 0.000 description 1
- 206010027476 Metastases Diseases 0.000 description 1
- 102100025825 Methylated-DNA-protein-cysteine methyltransferase Human genes 0.000 description 1
- 102100030803 Methylcytosine dioxygenase TET2 Human genes 0.000 description 1
- 102100029684 Methylenetetrahydrofolate reductase Human genes 0.000 description 1
- 108010050345 Microphthalmia-Associated Transcription Factor Proteins 0.000 description 1
- 102100030157 Microphthalmia-associated transcription factor Human genes 0.000 description 1
- 108010074346 Mismatch Repair Endonuclease PMS2 Proteins 0.000 description 1
- 102100037480 Mismatch repair endonuclease PMS2 Human genes 0.000 description 1
- 108010009513 Mitochondrial Aldehyde Dehydrogenase Proteins 0.000 description 1
- 102100033115 Mitogen-activated protein kinase kinase kinase 1 Human genes 0.000 description 1
- 102100033060 Mitogen-activated protein kinase kinase kinase 4 Human genes 0.000 description 1
- 102100028193 Mitogen-activated protein kinase kinase kinase kinase 3 Human genes 0.000 description 1
- 102100030144 Mitotic checkpoint serine/threonine-protein kinase BUB1 beta Human genes 0.000 description 1
- 102100025751 Mothers against decapentaplegic homolog 2 Human genes 0.000 description 1
- 101710143123 Mothers against decapentaplegic homolog 2 Proteins 0.000 description 1
- 102100025748 Mothers against decapentaplegic homolog 3 Human genes 0.000 description 1
- 101710143111 Mothers against decapentaplegic homolog 3 Proteins 0.000 description 1
- 102100025725 Mothers against decapentaplegic homolog 4 Human genes 0.000 description 1
- 101710143112 Mothers against decapentaplegic homolog 4 Proteins 0.000 description 1
- 102100030608 Mothers against decapentaplegic homolog 7 Human genes 0.000 description 1
- 101150097381 Mtor gene Proteins 0.000 description 1
- 108010066419 Multidrug Resistance-Associated Protein 2 Proteins 0.000 description 1
- 102100024134 Myeloid differentiation primary response protein MyD88 Human genes 0.000 description 1
- 102100038938 Myosin-9 Human genes 0.000 description 1
- 108700026495 N-Myc Proto-Oncogene Proteins 0.000 description 1
- 102100030124 N-myc proto-oncogene protein Human genes 0.000 description 1
- 102100022365 NAD(P)H dehydrogenase [quinone] 1 Human genes 0.000 description 1
- 108010071382 NF-E2-Related Factor 2 Proteins 0.000 description 1
- 102100039337 NF-kappa-B inhibitor alpha Human genes 0.000 description 1
- 102100029166 NT-3 growth factor receptor Human genes 0.000 description 1
- 102000048238 Neuregulin-1 Human genes 0.000 description 1
- 108090000556 Neuregulin-1 Proteins 0.000 description 1
- 102100031701 Nuclear factor erythroid 2-related factor 2 Human genes 0.000 description 1
- 102100022883 Nuclear receptor coactivator 3 Human genes 0.000 description 1
- 102100022935 Nuclear receptor corepressor 1 Human genes 0.000 description 1
- 102100022678 Nucleophosmin Human genes 0.000 description 1
- 102100037482 PMS1 protein homolog 1 Human genes 0.000 description 1
- 101150107278 POLD1 gene Proteins 0.000 description 1
- 108010015181 PPAR delta Proteins 0.000 description 1
- 102100024894 PR domain zinc finger protein 1 Human genes 0.000 description 1
- 108010011536 PTEN Phosphohydrolase Proteins 0.000 description 1
- 102100037504 Paired box protein Pax-5 Human genes 0.000 description 1
- 102100026354 Paired mesoderm homeobox protein 2B Human genes 0.000 description 1
- 102100035031 Palladin Human genes 0.000 description 1
- 102100034743 Parafibromin Human genes 0.000 description 1
- 102100040884 Partner and localizer of BRCA2 Human genes 0.000 description 1
- 102000012850 Patched-1 Receptor Human genes 0.000 description 1
- 108010065129 Patched-1 Receptor Proteins 0.000 description 1
- 102100028467 Perforin-1 Human genes 0.000 description 1
- 102100038824 Peroxisome proliferator-activated receptor delta Human genes 0.000 description 1
- 102100039032 Phosphatidylcholine translocator ABCB4 Human genes 0.000 description 1
- 102100032543 Phosphatidylinositol 3,4,5-trisphosphate 3-phosphatase and dual-specificity protein phosphatase PTEN Human genes 0.000 description 1
- 102100038329 Phosphatidylinositol 3-kinase catalytic subunit type 3 Human genes 0.000 description 1
- 102100026169 Phosphatidylinositol 3-kinase regulatory subunit alpha Human genes 0.000 description 1
- 102100026177 Phosphatidylinositol 3-kinase regulatory subunit beta Human genes 0.000 description 1
- 102100038332 Phosphatidylinositol 4,5-bisphosphate 3-kinase catalytic subunit alpha isoform Human genes 0.000 description 1
- 108010051742 Platelet-Derived Growth Factor beta Receptor Proteins 0.000 description 1
- 102100030485 Platelet-derived growth factor receptor alpha Human genes 0.000 description 1
- 102100026547 Platelet-derived growth factor receptor beta Human genes 0.000 description 1
- 108010064218 Poly (ADP-Ribose) Polymerase-1 Proteins 0.000 description 1
- 102100023712 Poly [ADP-ribose] polymerase 1 Human genes 0.000 description 1
- 102100029799 Polycomb group protein ASXL1 Human genes 0.000 description 1
- 108010009975 Positive Regulatory Domain I-Binding Factor 1 Proteins 0.000 description 1
- 102100024213 Programmed cell death 1 ligand 2 Human genes 0.000 description 1
- 102100040678 Programmed cell death protein 1 Human genes 0.000 description 1
- 102100038745 Protection of telomeres protein 1 Human genes 0.000 description 1
- 102100039686 Protein AF-9 Human genes 0.000 description 1
- 102100026034 Protein BTG2 Human genes 0.000 description 1
- 102100024952 Protein CBFA2T1 Human genes 0.000 description 1
- 102100033813 Protein ENL Human genes 0.000 description 1
- 102100028387 Protein FRG1 Human genes 0.000 description 1
- 102100025733 Protein Jumonji Human genes 0.000 description 1
- 102100030128 Protein L-Myc Human genes 0.000 description 1
- 102100024924 Protein kinase C alpha type Human genes 0.000 description 1
- 102100021557 Protein kinase C iota type Human genes 0.000 description 1
- 102100037516 Protein polybromo-1 Human genes 0.000 description 1
- 102100026845 Protein sprouty homolog 4 Human genes 0.000 description 1
- 102100023347 Proto-oncogene tyrosine-protein kinase ROS Human genes 0.000 description 1
- 102100033810 RAC-alpha serine/threonine-protein kinase Human genes 0.000 description 1
- 102100032315 RAC-beta serine/threonine-protein kinase Human genes 0.000 description 1
- 102100032314 RAC-gamma serine/threonine-protein kinase Human genes 0.000 description 1
- 102000001195 RAD51 Human genes 0.000 description 1
- 101710018890 RAD51B Proteins 0.000 description 1
- 102100033479 RAF proto-oncogene serine/threonine-protein kinase Human genes 0.000 description 1
- 101150111584 RHOA gene Proteins 0.000 description 1
- 108090000740 RNA-binding protein EWS Proteins 0.000 description 1
- 102000004229 RNA-binding protein EWS Human genes 0.000 description 1
- 108700040655 RUNX1 Translocation Partner 1 Proteins 0.000 description 1
- 108010068097 Rad51 Recombinase Proteins 0.000 description 1
- 108700019586 Rapamycin-Insensitive Companion of mTOR Proteins 0.000 description 1
- 102000046941 Rapamycin-Insensitive Companion of mTOR Human genes 0.000 description 1
- 102100035771 Ras-GEF domain-containing family member 1A Human genes 0.000 description 1
- 102100022122 Ras-related C3 botulinum toxin substrate 1 Human genes 0.000 description 1
- 108010038036 Receptor Activator of Nuclear Factor-kappa B Proteins 0.000 description 1
- 102100030086 Receptor tyrosine-protein kinase erbB-2 Human genes 0.000 description 1
- 101710100969 Receptor tyrosine-protein kinase erbB-3 Proteins 0.000 description 1
- 102100029986 Receptor tyrosine-protein kinase erbB-3 Human genes 0.000 description 1
- 102100029981 Receptor tyrosine-protein kinase erbB-4 Human genes 0.000 description 1
- 101710100963 Receptor tyrosine-protein kinase erbB-4 Proteins 0.000 description 1
- 102100020718 Receptor-type tyrosine-protein kinase FLT3 Human genes 0.000 description 1
- 102100039666 Receptor-type tyrosine-protein phosphatase delta Human genes 0.000 description 1
- 108700038365 Reelin Proteins 0.000 description 1
- 102000043322 Reelin Human genes 0.000 description 1
- 108010029031 Regulatory-Associated Protein of mTOR Proteins 0.000 description 1
- 102100040969 Regulatory-associated protein of mTOR Human genes 0.000 description 1
- 101150057388 Reln gene Proteins 0.000 description 1
- 102100033912 Retinoic acid receptor gamma Human genes 0.000 description 1
- 102100024869 Rhombotin-1 Human genes 0.000 description 1
- 102100028750 Ribosome maturation protein SBDS Human genes 0.000 description 1
- 102100025373 Runt-related transcription factor 1 Human genes 0.000 description 1
- 102100032741 SET-binding protein Human genes 0.000 description 1
- 108091006576 SLC34A2 Proteins 0.000 description 1
- 108091006313 SLC3A2 Proteins 0.000 description 1
- 108091006238 SLC7A8 Proteins 0.000 description 1
- 101700026522 SMAD7 Proteins 0.000 description 1
- 108700028341 SMARCB1 Proteins 0.000 description 1
- 101150008214 SMARCB1 gene Proteins 0.000 description 1
- 108700022176 SOS1 Proteins 0.000 description 1
- 108010017324 STAT3 Transcription Factor Proteins 0.000 description 1
- 102100025746 SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily B member 1 Human genes 0.000 description 1
- 101100379220 Saccharomyces cerevisiae (strain ATCC 204508 / S288c) API2 gene Proteins 0.000 description 1
- 101100197320 Saccharomyces cerevisiae (strain ATCC 204508 / S288c) RPL35A gene Proteins 0.000 description 1
- 102100028024 Septin-9 Human genes 0.000 description 1
- 102100032491 Serine protease 1 Human genes 0.000 description 1
- 102100029437 Serine/threonine-protein kinase A-Raf Human genes 0.000 description 1
- 102100027103 Serine/threonine-protein kinase B-raf Human genes 0.000 description 1
- 102100031081 Serine/threonine-protein kinase Chk1 Human genes 0.000 description 1
- 102100027911 Serine/threonine-protein kinase PAK 3 Human genes 0.000 description 1
- 102100031463 Serine/threonine-protein kinase PLK1 Human genes 0.000 description 1
- 102100026715 Serine/threonine-protein kinase STK11 Human genes 0.000 description 1
- 102100030070 Serine/threonine-protein kinase Sgk1 Human genes 0.000 description 1
- 102100023085 Serine/threonine-protein kinase mTOR Human genes 0.000 description 1
- 102100036122 Serine/threonine-protein phosphatase 2A 65 kDa regulatory subunit A alpha isoform Human genes 0.000 description 1
- 102100024040 Signal transducer and activator of transcription 3 Human genes 0.000 description 1
- 102100033929 Sodium-dependent noradrenaline transporter Human genes 0.000 description 1
- 102100038437 Sodium-dependent phosphate transport protein 2B Human genes 0.000 description 1
- 101150100839 Sos1 gene Proteins 0.000 description 1
- 102100036422 Speckle-type POZ protein Human genes 0.000 description 1
- 102100031711 Splicing factor 3B subunit 1 Human genes 0.000 description 1
- 102100038501 Splicing factor U2AF 35 kDa subunit Human genes 0.000 description 1
- 208000000102 Squamous Cell Carcinoma of Head and Neck Diseases 0.000 description 1
- 102100024237 Stathmin Human genes 0.000 description 1
- 102100038014 Succinate dehydrogenase [ubiquinone] cytochrome b small subunit, mitochondrial Human genes 0.000 description 1
- 102100023155 Succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial Human genes 0.000 description 1
- 102100035726 Succinate dehydrogenase [ubiquinone] iron-sulfur subunit, mitochondrial Human genes 0.000 description 1
- 102100025393 Succinate dehydrogenase cytochrome b560 subunit, mitochondrial Human genes 0.000 description 1
- 102100037220 Syndecan-4 Human genes 0.000 description 1
- 101150057140 TACSTD1 gene Proteins 0.000 description 1
- -1 TERT Proteins 0.000 description 1
- 102100033455 TGF-beta receptor type-2 Human genes 0.000 description 1
- 101800000849 Tachykinin-associated peptide 2 Proteins 0.000 description 1
- 102100032942 Tektin-4 Human genes 0.000 description 1
- 102100034162 Thiopurine S-methyltransferase Human genes 0.000 description 1
- 102100038618 Thymidylate synthase Human genes 0.000 description 1
- 102100038148 Thyroid adenoma-associated protein Human genes 0.000 description 1
- 102100029337 Thyrotropin receptor Human genes 0.000 description 1
- 102100021386 Trans-acting T-cell-specific transcription factor GATA-3 Human genes 0.000 description 1
- 102100031027 Transcription activator BRG1 Human genes 0.000 description 1
- 102100039580 Transcription factor ETV6 Human genes 0.000 description 1
- 102100021380 Transcription factor GATA-4 Human genes 0.000 description 1
- 102100021382 Transcription factor GATA-6 Human genes 0.000 description 1
- 102100030248 Transcription factor SOX-1 Human genes 0.000 description 1
- 102100022431 Transcription factor SOX-14 Human genes 0.000 description 1
- 102100024270 Transcription factor SOX-2 Human genes 0.000 description 1
- 102100030247 Transcription factor SOX-21 Human genes 0.000 description 1
- 102100031873 Transcriptional coactivator YAP1 Human genes 0.000 description 1
- 102100027671 Transcriptional repressor CTCF Human genes 0.000 description 1
- 108010082684 Transforming Growth Factor-beta Type II Receptor Proteins 0.000 description 1
- 102100022387 Transforming protein RhoA Human genes 0.000 description 1
- 102100031989 Transmembrane protease serine 2 Human genes 0.000 description 1
- 102100032072 Transmembrane protein 127 Human genes 0.000 description 1
- 102100034396 Trypsin-3 Human genes 0.000 description 1
- 102100036790 Tubulin beta-3 chain Human genes 0.000 description 1
- 102100036788 Tubulin beta-4A chain Human genes 0.000 description 1
- 102100036821 Tubulin beta-4B chain Human genes 0.000 description 1
- 102100030303 Tubulin beta-6 chain Human genes 0.000 description 1
- 108010047933 Tumor Necrosis Factor alpha-Induced Protein 3 Proteins 0.000 description 1
- 102100024596 Tumor necrosis factor alpha-induced protein 3 Human genes 0.000 description 1
- 102100024568 Tumor necrosis factor ligand superfamily member 11 Human genes 0.000 description 1
- 102100028787 Tumor necrosis factor receptor superfamily member 11A Human genes 0.000 description 1
- 102100028785 Tumor necrosis factor receptor superfamily member 14 Human genes 0.000 description 1
- 102100033760 Tumor necrosis factor receptor superfamily member 19 Human genes 0.000 description 1
- 102100027881 Tumor protein 63 Human genes 0.000 description 1
- 101710140697 Tumor protein 63 Proteins 0.000 description 1
- 102100033254 Tumor suppressor ARF Human genes 0.000 description 1
- 108010046308 Type II DNA Topoisomerases Proteins 0.000 description 1
- 102100033438 Tyrosine-protein kinase JAK1 Human genes 0.000 description 1
- 102100033444 Tyrosine-protein kinase JAK2 Human genes 0.000 description 1
- 102100025387 Tyrosine-protein kinase JAK3 Human genes 0.000 description 1
- 102100033019 Tyrosine-protein phosphatase non-receptor type 11 Human genes 0.000 description 1
- 102100033014 Tyrosine-protein phosphatase non-receptor type 13 Human genes 0.000 description 1
- 102100029152 UDP-glucuronosyltransferase 1A1 Human genes 0.000 description 1
- 101710205316 UDP-glucuronosyltransferase 1A1 Proteins 0.000 description 1
- 102100024250 Ubiquitin carboxyl-terminal hydrolase CYLD Human genes 0.000 description 1
- 108010053100 Vascular Endothelial Growth Factor Receptor-3 Proteins 0.000 description 1
- 102100039037 Vascular endothelial growth factor A Human genes 0.000 description 1
- 102100033178 Vascular endothelial growth factor receptor 1 Human genes 0.000 description 1
- 102100033179 Vascular endothelial growth factor receptor 3 Human genes 0.000 description 1
- 102000003786 Vesicle-associated membrane protein 2 Human genes 0.000 description 1
- 108090000169 Vesicle-associated membrane protein 2 Proteins 0.000 description 1
- 102000002258 X-ray Repair Cross Complementing Protein 1 Human genes 0.000 description 1
- 108010000443 X-ray Repair Cross Complementing Protein 1 Proteins 0.000 description 1
- 108700031763 Xeroderma Pigmentosum Group D Proteins 0.000 description 1
- 102100024687 Zinc finger protein 2 Human genes 0.000 description 1
- 102100036595 Zinc finger protein 217 Human genes 0.000 description 1
- 102100028376 Zinc finger protein 703 Human genes 0.000 description 1
- 102100026200 Zinc finger protein PLAG1 Human genes 0.000 description 1
- 230000001594 aberrant effect Effects 0.000 description 1
- 239000000853 adhesive Substances 0.000 description 1
- 230000001070 adhesive effect Effects 0.000 description 1
- 238000011353 adjuvant radiotherapy Methods 0.000 description 1
- 229940053175 all clear Drugs 0.000 description 1
- 238000013459 approach Methods 0.000 description 1
- 238000003556 assay Methods 0.000 description 1
- 230000037429 base substitution Effects 0.000 description 1
- 102100033064 cAMP-dependent protein kinase catalytic subunit gamma Human genes 0.000 description 1
- 102100037490 cAMP-dependent protein kinase type I-alpha regulatory subunit Human genes 0.000 description 1
- 230000022131 cell cycle Effects 0.000 description 1
- DQLATGHUWYMOKM-UHFFFAOYSA-L cisplatin Chemical compound N[Pt](N)(Cl)Cl DQLATGHUWYMOKM-UHFFFAOYSA-L 0.000 description 1
- 229960004316 cisplatin Drugs 0.000 description 1
- 208000029742 colonic neoplasm Diseases 0.000 description 1
- 150000001875 compounds Chemical class 0.000 description 1
- 238000004590 computer program Methods 0.000 description 1
- 230000000875 corresponding effect Effects 0.000 description 1
- 238000013211 curve analysis Methods 0.000 description 1
- 230000007812 deficiency Effects 0.000 description 1
- 229940127276 delta-like ligand 3 Drugs 0.000 description 1
- 230000001419 dependent effect Effects 0.000 description 1
- 108020001096 dihydrofolate reductase Proteins 0.000 description 1
- 108010018033 endothelial PAS domain-containing protein 1 Proteins 0.000 description 1
- 102000052116 epidermal growth factor receptor activity proteins Human genes 0.000 description 1
- 108700015053 epidermal growth factor receptor activity proteins Proteins 0.000 description 1
- 230000002349 favourable effect Effects 0.000 description 1
- 230000037433 frameshift Effects 0.000 description 1
- 230000002068 genetic effect Effects 0.000 description 1
- 230000007614 genetic variation Effects 0.000 description 1
- 201000000459 head and neck squamous cell carcinoma Diseases 0.000 description 1
- 230000006801 homologous recombination Effects 0.000 description 1
- 238000002744 homologous recombination Methods 0.000 description 1
- 238000003384 imaging method Methods 0.000 description 1
- 238000000338 in vitro Methods 0.000 description 1
- 238000001727 in vivo Methods 0.000 description 1
- 230000000968 intestinal effect Effects 0.000 description 1
- 238000001325 log-rank test Methods 0.000 description 1
- 238000007477 logistic regression Methods 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 230000003211 malignant effect Effects 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 230000009401 metastasis Effects 0.000 description 1
- 230000001394 metastastic effect Effects 0.000 description 1
- 206010061289 metastatic neoplasm Diseases 0.000 description 1
- 108040008770 methylated-DNA-[protein]-cysteine S-methyltransferase activity proteins Proteins 0.000 description 1
- 101150071637 mre11 gene Proteins 0.000 description 1
- YOHYSYJDKVYCJI-UHFFFAOYSA-N n-[3-[[6-[3-(trifluoromethyl)anilino]pyrimidin-4-yl]amino]phenyl]cyclopropanecarboxamide Chemical compound FC(F)(F)C1=CC=CC(NC=2N=CN=C(NC=3C=C(NC(=O)C4CC4)C=CC=3)C=2)=C1 YOHYSYJDKVYCJI-UHFFFAOYSA-N 0.000 description 1
- 238000012148 non-surgical treatment Methods 0.000 description 1
- 229960001756 oxaliplatin Drugs 0.000 description 1
- DWAFYCQODLXJNR-BNTLRKBRSA-L oxaliplatin Chemical compound O1C(=O)C(=O)O[Pt]11N[C@@H]2CCCC[C@H]2N1 DWAFYCQODLXJNR-BNTLRKBRSA-L 0.000 description 1
- 108010056274 polo-like kinase 1 Proteins 0.000 description 1
- 230000002028 premature Effects 0.000 description 1
- 230000008569 process Effects 0.000 description 1
- 108010062302 rac1 GTP Binding Protein Proteins 0.000 description 1
- 238000011470 radical surgery Methods 0.000 description 1
- 238000011160 research Methods 0.000 description 1
- 230000036299 sexual function Effects 0.000 description 1
- 230000000392 somatic effect Effects 0.000 description 1
- 238000011272 standard treatment Methods 0.000 description 1
- 238000007619 statistical method Methods 0.000 description 1
- 238000013517 stratification Methods 0.000 description 1
- 108010057210 telomerase RNA Proteins 0.000 description 1
- 210000001519 tissue Anatomy 0.000 description 1
- 108010064892 trkC Receptor Proteins 0.000 description 1
- 230000002485 urinary effect Effects 0.000 description 1
- 230000002792 vascular Effects 0.000 description 1
- 230000009790 vascular invasion Effects 0.000 description 1
- 108010073629 xeroderma pigmentosum group F protein Proteins 0.000 description 1
Images
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
- C12Q1/6886—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material for cancer
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
- G16B20/00—ICT specially adapted for functional genomics or proteomics, e.g. genotype-phenotype associations
- G16B20/20—Allele or variant detection, e.g. single nucleotide polymorphism [SNP] detection
-
- 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
- C12Q2600/118—Prognosis of disease development
-
- 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
- C12Q2600/156—Polymorphic or mutational markers
Landscapes
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Chemical & Material Sciences (AREA)
- Proteomics, Peptides & Aminoacids (AREA)
- Engineering & Computer Science (AREA)
- Analytical Chemistry (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Organic Chemistry (AREA)
- Genetics & Genomics (AREA)
- Physics & Mathematics (AREA)
- General Health & Medical Sciences (AREA)
- Biophysics (AREA)
- Biotechnology (AREA)
- Zoology (AREA)
- Molecular Biology (AREA)
- Wood Science & Technology (AREA)
- Pathology (AREA)
- Immunology (AREA)
- Hospice & Palliative Care (AREA)
- Theoretical Computer Science (AREA)
- Oncology (AREA)
- Spectroscopy & Molecular Physics (AREA)
- Microbiology (AREA)
- Bioinformatics & Computational Biology (AREA)
- Medical Informatics (AREA)
- Evolutionary Biology (AREA)
- Biochemistry (AREA)
- General Engineering & Computer Science (AREA)
- Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
Abstract
The invention relates to a molecular marker related to rectal cancer and application thereof, belonging to the technical field of medical molecular biology. Two key designs are carried out in the invention, namely, the full-exon large panel of 425 cancer-related genes is applied to carry out ctDNA detection instead of the small panel of a few hot spot genes, so that the correlation between single gene mutation and nCRT curative effect is obtained, and the correlation between gene variation of a plurality of signal paths and the nCRT curative effect is also obtained. Secondly, a plurality of monitoring time points (4 time points) are set before the operation, 425 gene large panels are combined, and the elimination of the mutation in the ctDNA and the dynamic change of the acquired mutation are monitored. Demonstrates the value of ctDNA dynamic monitoring in nCRT efficacy prediction and presents new insights into patient selection for W & W strategies. Demonstrating the role of ctDNA detection in early prediction of the prognosis of LARC patients.
Description
Technical Field
The invention relates to a molecular marker related to rectal cancer and application thereof, belonging to the technical field of medical molecular biology.
Background
Colorectal cancer (CRC) is the third most common cancer and fourth most cancer-related cause of death worldwide. Rectal cancer accounts for approximately 30% of CRC, and Locally Advanced Rectal Cancer (LARC) accounts for 50% of all rectal cancers. Currently, neoadjuvant chemoradiotherapy (nCRT) and total rectal resection (TME) in combination with adjuvant chemotherapy are the standard treatment for LARC recommended by the National Comprehensive Cancer Network (NCCN) guidelines. Complete remission of pathology (pCR) can be achieved in approximately 10-35% of nrt patients at the time of surgery. pCR patients have better prognosis, less local recurrence and distant metastasis, and high 5-year overall survival rate. However, traditional radical surgery can lead to serious complications and long term negative effects on the intestinal, urinary and sexual function. Thus, a non-surgical treatment method known as "watch and wait" (W & W) has been widely used for patients who experience complete clinical remission (cCR) after nrct treatment. Currently, cCR evaluation criteria include endoscopic, MRI and digital examination with no residual tumor found. It is clinically desirable to judge pCR by cCR, but unfortunately there is only a 30% to 50% match between the two. In addition, a recent study showed that 5-year overall survival and disease-free survival (DFS) for patients receiving W & W treatment was lower than for patients with TME that demonstrated pCR. In this case, pCR prediction outside of clinical evaluation would help to better select patients using the W & W method.
Circulating tumor dna (ctDNA) has been used as a predictor of the efficacy of chemotherapy for metastatic colorectal cancer, but little research has been done into the role of ctDNA in predicting the pathological response of the nrct in LARC patients. Furthermore, ctDNA has shown its value in the detection of early relapse after adjuvant chemotherapy in colon cancer patients, but the potential role of ctDNA in risk stratification and treatment strategy guidance after ncr treatment in LARC patients has not been fully evaluated.
Disclosure of Invention
The invention proves the feasibility and effectiveness of dynamic monitoring of ctDNA in the curative effect evaluation and prognosis prediction of the novel auxiliary radiotherapy and chemotherapy (nCRT) of the Locally Advanced Rectal Cancer (LARC). We have made two key designs to our study, the first being the use of full-exon large panels of 425 cancer-associated genes instead of small panels of few hot spot genes for ctDNA detection, which resulted in not only the correlation of single gene mutations with nrct efficacy, but also the correlation of gene mutations for multiple signaling pathways with nrct efficacy. Secondly, a plurality of monitoring time points (4 time points) are set before the operation, 425 gene large panels are combined, and the elimination of the mutation in the ctDNA and the dynamic change of the acquired mutation are monitored. Demonstrates the value of ctDNA dynamic monitoring in nCRT efficacy prediction and presents new insights into patient selection for W & W strategies. We also demonstrated the potential role of ctDNA detection in early prediction of the prognosis of LARC patients.
In a first aspect of the present invention, there is provided:
use of a mutation detection reagent for POLD1 and/or FAT1 gene in preparing a reagent for predicting the curative effect of a locally advanced rectal cancer patient after treatment.
In one embodiment, the treatment is nrct treatment.
In one embodiment, the prediction of therapeutic effect is a distinction between complete pathological remission (pCR) or incomplete pathological remission (non-pCR).
In one embodiment, the mutation detection reagent is used for detecting the frequency of gene mutation in plasma at time 1; time 1 is referred to as nrct treatment.
In one embodiment, the nrct treatment can be with capecitabine in combination with irinotecan.
In a second aspect of the present invention, there is provided:
use of a mutation detection reagent for Adhesion Junction (AJ), Histone Methyltransferase (HM), DNA Damage Repair (DR) and/or Osteoclast Differentiation (OD) signaling pathway-related genes for the preparation of a reagent for predicting the post-treatment therapeutic effect of a locally advanced rectal cancer patient.
In one embodiment, the treatment is nrct treatment.
In one embodiment, the prediction of therapeutic effect is a distinction between complete pathological remission (pCR) or incomplete pathological remission (non-pCR).
In one embodiment, the mutation detection reagent is used for detecting the frequency of gene mutation in plasma at time 1; time 1 is referred to as nrct treatment.
In one embodiment, the nrct treatment can be with capecitabine in combination with irinotecan.
In a third aspect of the present invention, there is provided:
use of a reagent for detecting mutations in ctDNA in plasma for the preparation of a prognostic agent for the post-treatment effect in patients with locally advanced rectal cancer.
In one embodiment, the prediction of therapeutic effect is a prediction of Tumor Regression Grade (TRG).
In one embodiment, the treatment is nrct treatment.
In one embodiment, the test agent is for the detection of the frequency of gene mutations or mutations at the highest variant allele frequency in plasma at time 1, time2, time 3, time 4; the time 1 refers to: before nCRT treatment; the time2 refers to: at time 15 of nrct radiotherapy; the time 3 refers to: nrct radiation therapy at time 25; the time 4 refers to: TME preoperative 0-1 d; the time 5 refers to: TME 5-12d after operation.
In one embodiment, the application further comprises: the zero clearing rate of the ctDNA is judged by any one of the following two judgment methods:
(1) determining whether the mutation with the highest Variant Allele Frequency (VAF) in the plasma ctDNA detected at time 1 is cleared at time2, 3 or 4;
(2) it was determined whether all detected mutations in plasma ctDNA detected at time 1 were cleared at time2, 3, or 4.
In a fourth aspect of the present invention, there is provided:
use of a reagent for detecting mutations in TP53, APC or KRAS genes for the preparation of a prognostic reagent for disease-free survival (DFS) following treatment in patients with locally advanced rectal cancer.
In one embodiment, the detection reagent is for detecting a gene mutation in plasma at time 1; time 1 is referred to as nrct treatment.
In one embodiment, the disease-free survival is disease-free survival following combination therapy of neoadjuvant chemoradiotherapy (nCRT) and total rectal resection (TME) in combination with adjuvant chemotherapy.
In a fifth aspect of the present invention, there is provided:
use of a reagent for detecting all detected mutations of plasma ctDNA for the preparation of a Disease Free Survival (DFS) prognostic reagent for locally advanced rectal cancer.
In one embodiment, the reagents for detecting all detected mutations in plasma ctDNA are used for detection at time points 1, 2, 3, 4, and 5, respectively; the application also comprises: determining whether all detected mutations in plasma ctDNA at time 1 are cleared at times 2, 3, 4, or 5; the time 1 refers to: before nCRT treatment; the time2 refers to: at time 15 of nrct radiotherapy; the time 3 refers to: nrct radiation therapy at time 25; the time 4 refers to: TME preoperative 0-1 d; the time 5 refers to: TME 5-12d after operation.
In a sixth aspect of the present invention, there is provided:
use of a reagent for detecting the highest VAF mutation in plasma ctDNA detected at time 1 for the preparation of a disease-free survival (DFS) prognostic reagent for localized late colorectal cancer.
In one embodiment, the application comprises: obtaining plasma ctDNA samples at time 1, 2 and detecting mutations, determining whether the highest VAF mutation in baseline plasma ctDNA is cleared at time 2; the time 1 refers to: before nCRT treatment; the time2 refers to: at time 15 of nrct radiotherapy; the time 3 refers to: nrct radiation therapy at time 25; the time 4 refers to: TME preoperative 0-1 d; the time 5 refers to: TME 5-12d after operation.
In a seventh aspect of the present invention, there is provided:
a pairAn apparatus for predicting the effectiveness of a treatment for a patient with locally advanced rectal cancer, comprising:
the plasma ctDNA extraction module is used for extracting ctDNA of patient plasma;
the sequencing module is used for sequencing the ctDNA obtained by the plasma ctDNA extraction module;
and the gene mutation analysis module is used for counting the gene mutation in the sample obtained by the plasma ctDNA extraction module.
In one embodiment, further comprising: the zero clearing rate judging module is used for judging the zero clearing rate of the ctDNA and comprises any one of the following two judging methods: (1) determining whether the mutation with the highest Variant Allele Frequency (VAF) in the plasma ctDNA detected at time 1 is cleared at time2, 3 or 4; (2) judging whether all detected mutations in the plasma ctDNA detected at the time 1 are cleared at the time2, 3 or 4; the time 1 refers to: before nCRT treatment; the time2 refers to: at time 15 of nrct radiotherapy; the time 3 refers to: nrct radiation therapy at time 25; the time 4 refers to: TME preoperative 0-1 d; the time 5 refers to: TME 5-12d after operation.
In an eighth aspect of the present invention, there is provided:
a computer readable medium is describedTo pairA computer program for a method of predicting the efficacy of a treatment for a patient with locally advanced rectal cancer, said program comprising the steps of:
obtaining a gene mutation in plasma ctDNA of the patient;
patients were judged to be either in complete pathological remission (pCR) or incomplete pathological remission (non-pCR) after nrct treatment based on gene mutations.
In one embodiment, said obtaining a genetic mutation in plasma ctDNA of a patient refers to obtaining a genetic mutation in cfDNA in plasma of a patient at time 1, time2, time 3, time 4, or time 5.
In one embodiment, further comprising: and (3) judging the zero clearing rate of the ctDNA, and predicting the Tumor Regression Grade (TRG) after the patient is treated or predicting the disease-free survival (DFS) according to the judgment result of the zero clearing rate of the ctDNA.
Drawings
FIG. 1: and (3) analyzing the correlation between the detection rate of the baseline plasma ctDNA mutation and the curative effect and prognosis of nCRT. (A) Comparison of rates of detection of baseline plasma ctDNA mutations in pCR and non-pCR patients. (B) Comparison of baseline plasma ctDNA mutation detection rates for different TRG fractionated patients. (C) Correlation analysis of baseline plasma ctDNA detection with disease-free survival (DFS).
FIG. 2: correlation analysis of baseline molecular characteristics with nrct efficacy (TRG grading). (A) The condition of high frequency somatic genetic variation in baseline plasma of LARC patients. (B) Different TRGs rank the proportion of patients with mutations in APC, TP53, POLD1 and FAT 1. The Y-axis represents the proportion of patients carrying a gene mutation to the total number of patients in the corresponding TRG group. (C) Different TRGs grade the proportion of gene mutations of 4 KEGG signaling pathways in the patient (HD: homologous recombination; HM: histone methyltransferase; OD: osteoclast differentiation; AJ: adhesive ligation). The ratio is defined similarly to (B).
FIG. 3: correlation analysis of baseline molecular characteristics with nCRT efficacy (pCR/non-pCR).
FIG. 4: correlation analysis between ctDNA dynamics and nCRT efficacy (TRG grading). (A) Time point 2/3/4 toggles the clear state. Time2_ highest _ non _ clean: the highest VAF mutation was not cleared at time point 2 baseline. Time234_ highest _ non _ clean: of the 2/3/4 time points, the baseline highest VAF mutation was not cleared, i.e., the baseline highest VAF mutation was detected at least at one time point. Time2_ all _ non _ clean: at least one baseline detected mutation at time point 2 is not cleared (not limited to the highest VAF mutation). Time234_ all _ non _ clean: at least one of the time points 2/3/4 is a mutation detected. "highest" refers to the mutation with the highest frequency of variant alleles; "all" refers to all mutations detected at baseline. (B) Distribution of acquired mutations in different TRG grades and pCR/non-pCR grouped patients. (C) The proportion of patients with the above characteristics in different TRG groups.
FIG. 5: baseline molecular mutation characteristics and correlation analysis of pre-operative ctDNA dynamics with disease-free survival (DFS). (A-D) Kaplan-Meier disease-free survival curve analysis was performed based on pCR status (pCR or non-pCR), time point 2-baseline maximum VAF mutation clear status, detection status of TP53 mutation in baseline plasma (TP53_ wt: no TP53 mutation detected; TP53_ mut: TP53 mutation detected), and lymph node metastasis found in pathological examination after operation (lymph node 0: lymph node metastasis negative; lymph node 1: lymph node metastasis positive), respectively.
FIG. 6: baseline molecular mutation characteristics and correlation analysis of pre-operative ctDNA dynamics with disease-free survival (DFS). (E-G) Kaplan-Meier disease-free survival curves stratified by time point 2 at baseline with the highest VAF mutation clear status based on pCR status, detected status of TP53 mutation in baseline plasma, and lymph node metastasis status.
FIG. 7: correlation analysis between APC and KRAS mutations and disease-free survival (DFS) in baseline plasma.
FIG. 8: correlation analysis of pre/post-operative pathological features with disease-free survival (DFS). "═ 0" indicates negative; "═ 1" indicates positive. cMRF: nrct treats anterior rectal fascia. cEVMI: nrct treats anterior wall external vessel invasion.
FIG. 9: correlation analysis between all baseline detected mutation zeroes and disease-free survival (DFS) at dynamic monitoring points. "All clear" means that All mutations were cleared at baseline. "═ 0" means clear without mutation. "═ 1" means mutation clearing.
Detailed Description
To demonstrate the feasibility and effectiveness of ctDNA dynamic monitoring in the assessment of efficacy of neoadjuvant chemoradiotherapy (nCRT) in locally advanced colorectal cancer (LARC) and prognosis prediction. We have made two key designs to our study, the first being the use of full-exon large panels of 425 cancer-associated genes instead of small panels of few hot spot genes for ctDNA detection, which resulted in not only the correlation of single gene mutations with nrct efficacy, but also the correlation of gene variation for multiple signaling pathways with nrct efficacy. Secondly, a plurality of monitoring time points (4 time points) are set before the operation, 425 gene large panels are combined, and meanwhile, the elimination of the mutation in the ctDNA and the dynamic change of the acquired mutation are monitored. Demonstrates the value of ctDNA dynamic monitoring in nCRT efficacy prediction and presents new insights into patient selection for W & W strategies. The present invention also demonstrates the potential role of ctDNA detection in early prediction of the prognosis of LARC patients.
The 425 gene panel used for detection in the present invention is composed of the genes shown below:
ABCB1、ABCB4、ABCC2、ADH1A、ADH1B、ADH1C、AIP、AKT1、AKT2、AKT3、ALDH2、 ALK、AMER1、APC、AR、ARAF、ARID1A、ARID1B、ARID2、ARID5B、ASCL4、ASXL1、 ATF1、ATIC、ATM、ATR、ATRX、AURKA、AURKB、AXIN2、AXL、B2M、BAD、BAI3、 BAK1、BAP1、BARD1、BAX、BCL2、BCL2L11、BCR、BIRC3、BLM、BMPR1A、BRAF、 BRCA1、BRCA2、BRD4、BRIP1、BTG2、BTK、BUB1B、c11orf30、CASP8、CBL、CBLB、 CCND1、CCNE1、CD274、CD74、CDA、CDC73、CDH1、CDK10、CDK12、CDK4、CDK6、CDK8、CDKN1A、CDKN1B、CDKN1C、CDKN2A、CDKN2B、CDKN2C、CEBPA、CEP57、 CHD4、CHEK1、CHEK2、CREBBP、CRKL、CSF1R、CTCF、CTLA4、CTNNB1、CUL3、 CUX1、CXCR4、CYLD、CYP19A1、CYP2A13、CYP2A6、CYP2A7、CYP2B6*6、CYP2C19*2、 CYP2C9*3、CYP2D6、CYP3A4*4、CYP3A5、DAXX、DDR2、DENND1A、DHFR、DICER1、 DLL3、DNMT3A、DPYD、DUSP2、EGFR、EML4、EP300、EPAS1、EPCAM、EPHA2、 EPHA3、EPHA5、EPHB2、ERBB2、ERBB2IP、ERBB3、ERBB4、ERCC1、ERCC2、ERCC3、 ERCC4、ERCC5、ESR1、ETV1、ETV4、ETV6、EWSR1、EXT1、EXT2、EZH2、FANCA、 FANCC、FANCD2、FANCE、FANCF、FANCG、FANCI、FANCL、FANCM、FAT1、FBXW7、 FGF19、FGFR1、FGFR2、FGFR3、FGFR4、FH、FLCN、FLT1、FLT3、FLT4、FOXA1、FOXP1、 FRG1、GATA1、GATA2、GATA3、GATA4、GATA6、GNA11、GNAQ、GNAS、GRIN2A、 GRM3、GRM8、GSTM1、GSTM4、GSTM5、GSTP1、GSTT1、HDAC2、HDAC9、HGF、HLA-A、HNF1A、HNF1B、HRAS、HSD3B1、IDH1、IDH2、IFNG、IFNGR1、IGF1R、IGF2、 IKBKE、IKZF1、IL7R、INPP4B、IRF2、JAK1、JAK2、JAK3、JARID2、JUN、KDM5A、 KDM6A、KDR、KEAP1、KIF1B、KIF5B、KIT、KITLG、KLLN、KMT2A、KMT2B、KMT2C、 KMT2D、KRAS、LHCGR、LMO1、LRP1B、LYN、LZTR1、MAP2K1、MAP2K2、MAP2K4、 MAP3K1、MAP3K4、MAP4K3、MAX、MCL1、MDM2、MDM4、MECOM、MED12、MEF2B、 MEN1、MET、MGMT、MITF、MLH1、MLH3、MLLT1、MLLT3、MLLT4、MPL、MRE11A、 MSH2、MSH6、MTHFR、MTOR、MUTYH、MYC、MYCL、MYCN、MYD88、MYH9、NAT1、NBN、NCOR1、NF1、NF2、NFE2L2、NFKBIA、NKX2-1、NKX2-4、NOTCH1、 NOTCH2、NOTCH3、NPM1、NQO1、NRAS、NRG1、NSD1、NTRK1、NTRK2、NTRK3、 PAK3、PALB2、PALLD、PARK2、PARP1、PARP2、PAX5、PBRM1、PDCD1、PDCD1LG2、PDE11A、PDGFRA、PDGFRB、PDK1、PGR、PHOX2B、PIK3C3、PIK3CA、PIK3R1、PIK3R2、 PKHD1、PLAG1、PLK1、PMS1、PMS2、POLD1、POLD3、POLE、POLH、POT1、PPARD、 PPP2R1A、PRDM1、PRF1、PRKACA、PRKACG、PRKAR1A、PRKCI、PRKDC、PRSS1、 PRSS3、PTCH1、PTEN、PTK2、PTPN11、PTPN13、PTPRD、QKI、RAC1、RAC3、RAD50、 RAD51、RAD51B、RAD51C、RAD51D、RAD54L、RAF1、RARA、RARG、RASGEF1A、 RB1、RECQL4、RELN、RET、RHOA、RICTOR、RNF43、ROS1、RPTOR、RRM1、RUNX1、RUNX1T1、SBDS、SDC4、SDHA、SDHB、SDHC、SDHD、SEPT9、SETBP1、SETD2、SF3B1、 SGK1、SLC34A2、SLC3A2、SLC7A8、SMAD2、SMAD3、SMAD4、SMAD7、SMARCA4、 SMARCB1、SMO、SOS1、SOX1、SOX14、SOX2、SOX21、SPOP、SPRY4、SRC、SRY、 STAG2、STAT3、STK11、STMN1、STT3A、SUFU、TAP1、TAP2、TEK、TEKT4、TERC、 TERT、TET2、TGFBR2、THADA、TMEM127、TMPRSS2、TNFAIP3、TNFRSF11A、TNFRSF14、 TNFRSF19、TNFSF11、TOP1、TOP2A、TP53、TP63、TPMT、TSC1、TSC2、TSHR、TTF1、TUBB3、TUBB4A、TUBB4B、TUBB6、TYMS、U2AF1、UGT1A1、VAMP2、VEGFA、VHL、 WAS、WISP3、WRN、WT1、XPA、XPC、XRCC1、YAP1、ZNF2、ZNF217、ZNF703;
patient and sample collection
Based on a randomized controlled trial (Cinclar, NCT02605265), the department of radiation oncology, subsidiary Shanghai tumor center, university of Compound Dane, received 119 LARC patients (cT3-4/N0-2, M0) in total from 2016, month 2, 7, to 2017, month 10, 31. Patients received nCRT (50gy/25 fraction; capecitabine in combination with irinotecan regimen) and one cycle of interval chemotherapy (capecitabine in combination with irinotecan regimen) followed by total rectal resection (TME) and adjuvant chemotherapy (capecitabine in combination with oxaliplatin regimen). Plasma sample collection time was: pre-nrct treatment (time 1), 15 th (time 2) and 25 th (time 3) nrct radiation therapy, 0-1d pre-surgery (time 4) and 5-12d post-surgery (time 5). Post-operative rectal cancer tissue specimens were evaluated for tumor response according to the 2010 united states committee for cancer council (AJCC) TRG grading criteria, including pCR and Tumor Regression Grading (TRG). TRG0 was complete remission (pCR), with no residual tumor cells; TRG 1-3 belongs to non-pCR, TRG 1 is a good reaction, and only single or few tumor cells remain; TRG 2 is a tumor cell which has small tumor reaction and remains; TRG3 was poorly responsive to tumor, with little or no tumor cells killed.
High depth targeted sequencing of collected plasma samples was performed using 425 cancer-associated genes panel, with an average sequencing depth of about 4000X. Patients with mutations detected at baseline plasma and complete samples at 5 time points were analyzed for both mutation clearance and acquired mutations, and patients with no mutations detected at baseline were analyzed for only acquired mutations. Mutation clearance was analyzed simultaneously for the highest Variant Allele Frequency (VAF) mutation in baseline plasma and for changes in all detected mutations in baseline plasma at 2, 3, 4, 5 monitoring points. To reduce potential false positives, mutations that were not detected at baseline but were detected at 2, 3, 4, 5, at least 2 time points were defined as acquired mutations. The somatic mutation in the present invention includes two cases, point mutation and insertion deletion mutation; "Point mutation" refers to a mutation caused by a single base substitution, resulting in a change in the encoded amino acid; "indel mutations" means that one or more base insertions or deletions result in an increase or decrease in the encoded amino acid, and these types of mutations may be "in-frame" in the coding sequence of a protein, resulting in the addition or decrease of amino acids in the protein; or may result in a "frameshift", typically leading to premature truncation of the protein;
statistical analysis
The Fisher's exact test and the Cochran-Armitage test were used to compare the proportion of patients with certain clinical or genetic characteristics (e.g., genetic mutations in signaling pathways, clearance of genetic mutations, acquired mutation status, etc.) in different TRG groups.
And evaluating the risk factors influencing mutation zero clearing in the nCRT treatment process by adopting single-factor logistic regression analysis. Survival analyses included the Kaplan-Meier method and univariate or multivariate Cox proportional Risk model, using the "survivval" and "survivor" R packages for analysis. The pCR prediction model was constructed using the R "caret" software package. pCR predictors included gene features such as TP53, POLD1, FAT1 mutational status and mutational status of 4 KEGG signal pathways; status of acquired mutations and zero clearing of baseline mutations.
Patient characteristics
The median age of 119 patients was 57 years, of which 71% were male. The clinical stages of most patients are IIIB (66%) or IIIC (31%). 32% and 25% of patients are positive for exovenous invasion (EVMI) and positive for mesenteric fascia invasion (MRF). Postoperative pathology examination revealed 41 patients (34.5%) as pCR and 78 (65.5%) as non-pCR. Patients graded by TRG were 41 (34.5%), 12 (10.1%), 53 (44.5%) and 13 (10.9%) in grade 0 (pCR), grade 1, grade 2 and grade 3, respectively. The clinical characteristics were not statistically different when the pCR group was compared with non-pCR group.
Analysis of correlation between LARC patient baseline genomic features and TRG
Somatic mutations were detected in baseline plasma (plasma measured at time 1) in 100 of 119 patients (84%). Whether a mutation was detected in the baseline ctDNA was not associated with nrct treatment response or DFS (fig. 1). The most common mutant genes in LARC are TP53, APC and KRAS, other genes with higher mutation frequencies include KMT2B, NOTCH1 and POLD1 (region a of fig. 2). We found that the mutation frequencies of genes were different between the pCR group and non-pCR group, or different TRG groups. The frequencies of mutations of POLD1 and FAT1 genes in the pCR group were significantly higher than those in the non-pCR group (both p ═ 0.05, region B in fig. 2 and region a in fig. 3). The mutation frequencies of TP53 and APC genes increased from TRG0 to TRG3 (p 0.08 for TP53 and p 0.09 for APC, region B in fig. 2). In addition, the mutation frequency of TP53 and APC gene was higher in the non-pCR group than in the pCR group, but the difference was not significant (region A of FIG. 3). Next, we extend the analysis to the signal path level. We found changes in 4 KEGG signaling pathways, including Adhesion Junction (AJ), Histone Methyltransferase (HM), DNA Damage Repair (DR), and Osteoclast Differentiation (OD), that were associated with the patient's therapeutic response to nrct (mutant genes belonging to 4 signaling pathways are shown in table 1). The gene mutation frequency of all 4 signaling pathways decreased from TRG0 to TRG3, and particularly the DR pathway differed significantly (p ═ 0.005, region C in fig. 2). Also all 4 signal pathways mutated more frequently in the pCR group than in the non-pCR group (p <0.05, FIG. 3B region).
correlation of ctDNA dynamics with nCRT therapeutic response
It is hypothesized that clearance of baseline ctDNA mutations following nrct treatment may reflect patient response to treatment. The percentage of patients with ctDNA mutation clear ( time point 2 or 3 preoperative time points) was assessed separately using both the assessment method of the mutation with the highest Variant Allele Frequency (VAF) detected at baseline and all mutations detected at baseline, and both showed a downward trend from TRG0 to TRG3 (p <0.05, regions a and C of fig. 4). Among them, all mutations at 3 Time points were cleared (Time234_ all _ clear) with the most significant difference (p 0.001), and the clearing rate decreased from 87% in TRG0 to 33% in TRG3 group (region C in fig. 4). Previous ctDNA studies have focused mainly on the zeroing of baseline mutations, while little is known about acquired mutations during nrct treatment. We observed some acquired gene mutations such as TP53, PARP2, ESR1, CDK12, CHEK2, RECQL 4. Interestingly, the proportion of patients with acquired mutations increased gradually from TRG0 to TRG3 (p ═ 0.04, regions B and C of fig. 4). These results indicate that non-pCR patients not only have a low clearance rate of baseline mutations, but also acquire more mutations during nCRT treatment.
ctDNA monitoring as an early biomarker for predicting disease-free progression (DFS)
The invention further evaluates the potential of ctDNA monitoring for early prediction of DFS. TP53, APC and KRAS gene mutations were detected as risk factors for poor DFS in baseline plasma (TP53, APC and KRAS p ═ 0.00053, 0.03 and 0.02, respectively; log rank test, panel C of FIG. 5, FIG. 7). pCR patients had better DFS than non-pCR patients (p 0.0025, panel a of figure 5), with poorer DFS for higher TRG scores (p 0.018, panel F of figure 8). Some pathological features, such as lymph node metastasis (p 0.00049, area D of fig. 5), peri-neural infiltration (p 0.014, area a of fig. 8), tumor deposition (p 0.0016, area B of fig. 8) and vascular infiltration (p 0.003, area C of fig. 8) are associated with worsening DFS.
With respect to ctDNA dynamics, clearing mutations in baseline plasma predicts better DFS in time 2-5 compared to ctDNA mutation non-cleared patients (fig. 5B, fig. 6, and fig. 9). Of the 4 time points, the time2_ baseline highest VAF mutant clear was most significantly correlated with the better DFS (p 0.02, region B of fig. 5). Importantly, time2_ baseline maximum VAF mutation zero clearing is a favorable factor independent of pCR, TP53 mutation, and lymph node metastatic status (E-G region of fig. 6).
Effect of mutation nullification and acquired mutations in ctDNA on treatment sensitivity and drug resistance
We also analyzed the zero clearing rate of the mutations in the different signal paths in the baseline, with a total zero clearing rate of 85.6%. Mutations in some of these signaling pathways are more difficult to clear, such as TP53 and WNT in the cell cycle signaling pathway. In contrast, the non-zero rate of all 4 signal paths (DR, HM, AJ, OD) is lower than the total non-zero rate. In addition, the non-zero clearing rate of DNA repair (including DR genes) and SWI/SNF (chromatin remodeling) -associated mutations is low. The SWI/SNF signaling pathway interacts with Histone Methyltransferase (HM), playing a role in chromatin remodeling. This is consistent with our previous findings that changes in DR and HM signal pathways at baseline correlate with a higher proportion of pCR. These results strongly suggest that aberrant DNA repair and histone remodeling mechanisms in LARC may be sensitive factors for nrct.
The W & W strategy is a clinically feasible treatment strategy for cCR patients after the new adjuvant radiotherapy and chemotherapy of colorectal cancer. However, the lack of patient-selected criteria and the consistent definition of cCR led to inconsistent results from various studies involving the W & W strategy. Furthermore, the cCR-based W & W approach is considered to be inferior to the prognosis of patients undergoing surgery. Theoretically, if pCR can be accurately predicted and the choice of W & W patients is guided, the risk of relapse in W & W patients can be reduced and the prognosis improved. At present, the prediction of pCR is mainly dependent on clinical variables and imaging examination. Several individual molecular biomarkers, such as H2AX, were also used for pCR prediction. However, single markers have limited sensitivity, specificity and accuracy for predicting pCR, and the complexity of the assay also limits its clinical application.
In our study, we found several new genomic features that were significantly different between the pCR and non-pCR groups. Baseline mutations at baseline TP53 were found to be associated with adverse treatment responses and DFS as in this study. Previous studies have also shown that the mutation TP53 is an independent predictor of adverse effects of radiation or chemotherapy for rectal cancer. In contrast, FAT1 and POLD1 mutations occurred at a higher rate in the better-responding group. A recent study found that in patients with squamous cell carcinoma of the head and neck, the mutation in FAT1 was significantly enriched in cisplatin-responsive patients compared to non-responsive patients. POLD1 is a member of the DR pathway, and patients with DR pathway mutations are significantly enriched in the pCR group. A large number of studies have confirmed that DR deficiency can improve the response of radiotherapy and chemotherapy, and treatment strategies based on this have been clinically applied. Changes in 3 other KEGG signal pathways in addition to the DR pathway: HM, AJ and OD are also associated with better therapeutic response. In vitro and in vivo studies have shown that these signaling pathways affect the sensitivity of radiotherapy and chemotherapy. We also found that the 4 signal paths all have higher abrupt zero clearing rates than the average. All these results indicate that changes in the genes and signaling pathways described above at baseline inherently provide tumor cell sensitivity to radiation or chemotherapy. In addition to baseline genomic characteristics, the clearing of baseline mutations during nrct treatment also reflects sensitivity to treatment.
None of the baseline ctDNA mutations detected or not found in this study were correlated with treatment response or post-operative DFS, suggesting that residual tumors, but not primary tumors, were the source of recurrence. As expected, clearing the baseline detection mutation at all time points predicts better DFS, with mutation clearing at time2 being most significant, indicating that patient sensitivity to nrct is manifested at an early stage of treatment, consistent with the observations from other published studies. Non-clearing suggests that the patient has some malignant pathological features, such as perineural infiltration or tumor deposition that prevents ctDNA from clearing. Therefore, time2 ctDNA clearing can be an early detection indicator for high risk patients, and earlier more aggressive intervention can improve the prognosis for these patients. We observed that detection of the TP53 mutation at baseline and the acquired TP53 mutation at other time points predicts a high risk of progression. The relationship between TP53 gene mutation and colorectal cancer patient prognosis has been widely reported. Our analysis showed that several features were available preoperatively, including TP53 detected, KRAS and APC mutations in baseline ctDNA, baseline mutations that were not cleared, and males were risk factors for DFS. By combining the characteristics, high-risk people can be discovered as early as possible, so that the treatment scheme can be adjusted in time.
TABLE 1 basic characteristics of patients enrolled in this study
MRF:mesorectal fascia.EVMI:extramural vascular invasion.
TABLE 2 mutant genes in the Signal pathway
Claims (10)
- Use of a mutation detection reagent for the POLD1 and/or FAT1 genes for the preparation of a reagent for predicting the therapeutic effect after treatment of a locally advanced rectal cancer patient.
- 2. The use of claim 1, wherein in one embodiment, the treatment is nrct treatment;in one embodiment, the prediction of therapeutic effect is a distinction between complete pathological remission (pCR) or incomplete pathological remission (non-pCR);in one embodiment, the mutation detection reagent is used for detecting the frequency of gene mutation in plasma at time 1; the time 1 refers to before nCRT treatment;in one embodiment, the nrct treatment can be with capecitabine in combination with irinotecan.
- 3. Use of a mutation detection reagent for Adhesion Junction (AJ), Histone Methyltransferase (HM), DNA Damage Repair (DR), and/or Osteoclast Differentiation (OD) signaling pathway-related genes for the preparation of a reagent for predicting the post-treatment therapeutic effect of a locally advanced rectal cancer patient;in one embodiment, the treatment is nrct treatment;in one embodiment, the prediction of therapeutic effect is a distinction between complete pathological remission (pCR) or incomplete pathological remission (non-pCR);in one embodiment, the mutation detection reagent is used for detecting the frequency of gene mutation in plasma at time 1; the time 1 refers to before nCRT treatment;in one embodiment, the nrct treatment can be with capecitabine in combination with irinotecan.
- 4. Use of an agent for detecting mutations in ctDNA in plasma for the preparation of a Tumor Regression Grade (TRG) prognostic agent for differentiating locally advanced rectal cancer.
- 5. The use of claim 4, wherein in one embodiment, the prediction of therapeutic effect is prediction of Tumor Regression Grade (TRG);in one embodiment, the treatment is nrct treatment;in one embodiment, the test agent is for the detection of the frequency of gene mutations or mutations at the highest variant allele frequency in plasma at time 1, time2, time 3, time 4; the time 1 refers to: before nCRT treatment; the time2 refers to: at time 15 of nrct radiotherapy; the time 3 refers to: nrct radiation therapy at time 25; the time 4 refers to: TME preoperative 0-1 d; the time 5 refers to: TME 5-12d after operation;in one embodiment, the application further comprises: the zero clearing rate of the ctDNA is judged by any one of the following two judgment methods:(1) determining whether the mutation with the highest Variant Allele Frequency (VAF) in the plasma ctDNA detected at time 1 is cleared at time2, 3 or 4;(2) it was determined whether all detected mutations in plasma ctDNA detected at time 1 were cleared at time2, 3, or 4.
- 6. Use of a reagent for detecting mutations in TP53, APC or KRAS genes for the preparation of a prognostic reagent for disease-free survival (DFS) following treatment in patients with locally advanced rectal cancer.
- 7. The use of claim 6, wherein the detection reagent is for detecting a gene mutation in plasma at time 1; the time 1 refers to before nCRT treatment;in one embodiment, the disease-free survival is disease-free survival following combination therapy of neoadjuvant chemoradiotherapy (nCRT) and total rectal resection (TME) in combination with adjuvant chemotherapy.
- 8. Use of a reagent for detecting all detected mutations of plasma ctDNA for the preparation of a disease-free survival (DFS) prognostic reagent for locally advanced rectal cancer; in one embodiment, the reagents for detecting all detected mutations in plasma ctDNA are used for detection at time points 1, 2, 3, 4, and 5, respectively; the application also comprises: determining whether all detected mutations in plasma ctDNA at time 1 are cleared at times 2, 3, 4, or 5; the time 1 refers to: before nCRT treatment; the time2 refers to: at time 15 of nrct radiotherapy; the time 3 refers to: nrct radiation therapy at time 25; the time 4 refers to: TME preoperative 0-1 d; the time 5 refers to: TME 5-12d after operation.
- 9. Use of a reagent for detecting the highest VAF mutation in plasma ctDNA detected at time 1 for the preparation of a disease-free survival (DFS) prognostic reagent for locally advanced rectal cancer; in one embodiment, the application comprises: obtaining plasma ctDNA samples at time 1, 2 and detecting mutations, determining whether the highest VAF mutation in baseline plasma ctDNA is cleared at time 2; the time 1 refers to: before nCRT treatment; the time2 refers to: at time 15 of nrct radiotherapy; the time 3 refers to: nrct radiation therapy at time 25; the time 4 refers to: TME preoperative 0-1 d; the time 5 refers to: TME 5-12d after operation.
- 10. An apparatus for predicting the effectiveness of a treatment for a patient with locally advanced rectal cancer, comprising:the plasma ctDNA extraction module is used for extracting ctDNA of patient plasma;the sequencing module is used for sequencing the ctDNA obtained by the plasma ctDNA extraction module;and the gene mutation analysis module is used for counting the gene mutation in the sample obtained by the plasma ctDNA extraction module.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010690563.3A CN111793689A (en) | 2020-07-17 | 2020-07-17 | Molecular marker related to rectal cancer and application thereof |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010690563.3A CN111793689A (en) | 2020-07-17 | 2020-07-17 | Molecular marker related to rectal cancer and application thereof |
Publications (1)
Publication Number | Publication Date |
---|---|
CN111793689A true CN111793689A (en) | 2020-10-20 |
Family
ID=72807501
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202010690563.3A Pending CN111793689A (en) | 2020-07-17 | 2020-07-17 | Molecular marker related to rectal cancer and application thereof |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN111793689A (en) |
Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108009400A (en) * | 2018-01-11 | 2018-05-08 | 至本医疗科技(上海)有限公司 | Full-length genome Tumor mutations load forecasting method, equipment and storage medium |
-
2020
- 2020-07-17 CN CN202010690563.3A patent/CN111793689A/en active Pending
Patent Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108009400A (en) * | 2018-01-11 | 2018-05-08 | 至本医疗科技(上海)有限公司 | Full-length genome Tumor mutations load forecasting method, equipment and storage medium |
Non-Patent Citations (6)
Title |
---|
LUISA MATOS DO CANTO等: "Increased Levels of Genomic Instability and Mutations in Homologous Recombination Genes in Locally Advanced Rectal Carcinomas", vol. 9, pages 395 * |
SATOSHI MURAHASHI等: "Serial circulating tumour DNA analysis for locally advanced rectal cancer treated with preoperative therapy: prediction of pathological response and postoperative recurrence", BRITISH JOURNAL OF CANCER, vol. 123, 22 June 2020 (2020-06-22), pages 803 - 810, XP037486334, DOI: 10.1038/s41416-020-0941-4 * |
SEYED PAIRAWAN等: "Cell-free Circulating Tumor DNA Variant Allele Frequency Associates with Survival in Metastatic Cancer", CLIN. CANCER RES., vol. 26, no. 8, 16 January 2020 (2020-01-16), pages 1924 - 1931 * |
徐咏强等: "FAT1在结直肠癌中的表达及临床意义", vol. 6, no. 6, pages 122 - 124 * |
徐婧等: "循环游离DNA在结直肠癌诊疗中的应用进展", 广东医学, vol. 40, no. 19, 31 October 2019 (2019-10-31), pages 2701 - 2704 * |
贾宁: "循环肿瘤DNA预测转移性结直肠癌化疗疗效", vol. 2020, no. 2, pages 072 - 136 * |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN109880910B (en) | Detection site combination, detection method, detection kit and system for tumor mutation load | |
Singhi et al. | Real-time targeted genome profile analysis of pancreatic ductal adenocarcinomas identifies genetic alterations that might be targeted with existing drugs or used as biomarkers | |
Coombs et al. | Therapy-related clonal hematopoiesis in patients with non-hematologic cancers is common and associated with adverse clinical outcomes | |
Beaubier et al. | Clinical validation of the tempus xT next-generation targeted oncology sequencing assay | |
US11001837B2 (en) | Low-frequency mutations enrichment sequencing method for free target DNA in plasma | |
Liu et al. | The contribution of hereditary cancer-related germline mutations to lung cancer susceptibility | |
CN104294371B (en) | Build method and its application of sequencing library | |
CN113249483B (en) | Gene combination, system and application for detecting tumor mutation load | |
Wang et al. | Somatic gene mutation signatures predict cancer type and prognosis in multiple cancers with pan-cancer 1000 gene panel | |
US20210087637A1 (en) | Methods and systems for screening for conditions | |
Song et al. | PD-L1 expression in malignant pleural effusion samples and its correlation with oncogene mutations in non-small cell lung cancer | |
Zhang et al. | Genomic characteristics in Chinese non-small cell lung cancer patients and its value in prediction of postoperative prognosis | |
Li et al. | Next‐generation sequencing of Chinese stage IV lung cancer patients reveals an association between EGFR mutation status and survival outcome | |
US20220356533A1 (en) | Biomarker composition for diagnosing or predicting prognosis of thyroid cancer, comprising preparation capable of detecting mutation in plekhs1 gene, and use thereof | |
Tang et al. | Tumor mutation burden derived from small next generation sequencing targeted gene panel as an initial screening method | |
Wang et al. | Canine Oncopanel: A capture‐based, NGS platform for evaluating the mutational landscape and detecting putative driver mutations in canine cancers | |
WO2016049929A1 (en) | Method for constructing sequencing library and application thereof | |
CN114574576B (en) | Application of bile cfDNA in diagnosis and treatment of gallbladder metastatic cancer | |
CN111793689A (en) | Molecular marker related to rectal cancer and application thereof | |
Li et al. | Analysis of NTRK mutation and clinicopathologic factors in lung cancer patients in northeast China | |
EP3844309B1 (en) | A method for diagnosing cancers of the genitourinary tract | |
CA2906678A1 (en) | Biomarkers for response to rapamycin analogs | |
Saldivar et al. | Analytic validation of NeXT Dx™, a comprehensive genomic profiling assay | |
KR20210044744A (en) | Method for determining the quality of nucleic acid of biological samples | |
Papadopoulou et al. | Molecular predictive markers in tumors of the gastrointestinal tract |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination |