Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: COL6A2

Gene summary for COL6A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL6A2

Gene ID

1292

Gene namecollagen type VI alpha 2 chain
Gene AliasBTHLM1
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

P12110


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
1292COL6A2AEH-subject1HumanEndometriumAEH1.55e-33-9.29e-01-0.3059
1292COL6A2AEH-subject2HumanEndometriumAEH5.80e-34-9.37e-01-0.2525
1292COL6A2AEH-subject3HumanEndometriumAEH2.51e-21-7.91e-01-0.2576
1292COL6A2AEH-subject4HumanEndometriumAEH1.60e-13-7.08e-01-0.2657
1292COL6A2AEH-subject5HumanEndometriumAEH4.92e-38-9.62e-01-0.2953
1292COL6A2EEC-subject1HumanEndometriumEEC2.88e-43-9.94e-01-0.2682
1292COL6A2EEC-subject2HumanEndometriumEEC1.47e-32-9.05e-01-0.2607
1292COL6A2EEC-subject3HumanEndometriumEEC8.42e-35-9.21e-01-0.2525
1292COL6A2EEC-subject4HumanEndometriumEEC1.07e-23-8.06e-01-0.2571
1292COL6A2EEC-subject5HumanEndometriumEEC2.67e-39-9.70e-01-0.249
1292COL6A2GSM5276934HumanEndometriumEEC5.27e-043.34e-01-0.0913
1292COL6A2GSM5276935HumanEndometriumEEC7.70e-44-9.76e-01-0.123
1292COL6A2GSM5276937HumanEndometriumEEC6.18e-051.60e-02-0.0897
1292COL6A2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC8.81e-41-1.03e+00-0.1869
1292COL6A2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.07e-34-1.01e+00-0.1875
1292COL6A2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.19e-42-1.03e+00-0.1883
1292COL6A2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.74e-48-1.01e+00-0.1934
1292COL6A2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.03e-53-1.03e+00-0.1917
1292COL6A2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC6.08e-50-1.02e+00-0.1916
1292COL6A2LZE2THumanEsophagusESCC2.56e-167.14e-010.082
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000974316EndometriumAEHresponse to carbohydrate62/2100253/187231.76e-091.51e-0762
GO:003428416EndometriumAEHresponse to monosaccharide57/2100225/187232.13e-091.77e-0757
GO:000974615EndometriumAEHresponse to hexose54/2100219/187231.54e-089.72e-0754
GO:000974910EndometriumAEHresponse to glucose52/2100212/187233.40e-081.91e-0652
GO:000974317EndometriumEECresponse to carbohydrate64/2168253/187238.81e-107.89e-0864
GO:003428417EndometriumEECresponse to monosaccharide58/2168225/187232.52e-091.96e-0758
GO:000974616EndometriumEECresponse to hexose55/2168219/187231.74e-081.07e-0655
GO:000974914EndometriumEECresponse to glucose53/2168212/187233.70e-082.07e-0653
GO:0009743111EsophagusESCCresponse to carbohydrate135/8552253/187238.16e-032.89e-02135
GO:000974312LiverCirrhoticresponse to carbohydrate101/4634253/187236.24e-081.92e-06101
GO:003428412LiverCirrhoticresponse to monosaccharide90/4634225/187232.87e-077.01e-0690
GO:000974612LiverCirrhoticresponse to hexose86/4634219/187231.30e-062.59e-0586
GO:00097497LiverCirrhoticresponse to glucose82/4634212/187234.54e-067.51e-0582
GO:000974322LiverHCCresponse to carbohydrate149/7958253/187239.55e-081.89e-06149
GO:003428422LiverHCCresponse to monosaccharide131/7958225/187231.32e-061.91e-05131
GO:000974622LiverHCCresponse to hexose126/7958219/187234.81e-066.06e-05126
GO:000974912LiverHCCresponse to glucose121/7958212/187231.24e-051.39e-04121
GO:000974320Oral cavityOSCCresponse to carbohydrate128/7305253/187231.11e-048.16e-04128
GO:003428420Oral cavityOSCCresponse to monosaccharide114/7305225/187232.37e-041.54e-03114
GO:000974619Oral cavityOSCCresponse to hexose109/7305219/187237.41e-044.05e-03109
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451015EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa0451016EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
hsa0451024EndometriumEECFocal adhesion58/1237203/84651.61e-072.30e-061.71e-0658
hsa0451034EndometriumEECFocal adhesion58/1237203/84651.61e-072.30e-061.71e-0658
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0451021LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa05165LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa0451031LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa051651LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0451019Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
COL6A2ITGA1_ITGB1COL6A2_ITGA1_ITGB1COLLAGENBreastADJ
COL6A2ITGA2_ITGB1COL6A2_ITGA2_ITGB1COLLAGENBreastADJ
COL6A2CD44COL6A2_CD44COLLAGENBreastADJ
COL6A2SDC4COL6A2_SDC4COLLAGENBreastADJ
COL6A2ITGA1_ITGB1COL6A2_ITGA1_ITGB1COLLAGENBreastDCIS
COL6A2ITGA2_ITGB1COL6A2_ITGA2_ITGB1COLLAGENBreastDCIS
COL6A2CD44COL6A2_CD44COLLAGENBreastDCIS
COL6A2SDC1COL6A2_SDC1COLLAGENBreastDCIS
COL6A2SDC4COL6A2_SDC4COLLAGENBreastDCIS
COL6A2ITGA1_ITGB1COL6A2_ITGA1_ITGB1COLLAGENBreastHealthy
COL6A2ITGA2_ITGB1COL6A2_ITGA2_ITGB1COLLAGENBreastHealthy
COL6A2ITGAV_ITGB8COL6A2_ITGAV_ITGB8COLLAGENBreastHealthy
COL6A2CD44COL6A2_CD44COLLAGENBreastHealthy
COL6A2SDC1COL6A2_SDC1COLLAGENBreastHealthy
COL6A2SDC4COL6A2_SDC4COLLAGENBreastHealthy
COL6A2ITGA1_ITGB1COL6A2_ITGA1_ITGB1COLLAGENBreastIDC
COL6A2CD44COL6A2_CD44COLLAGENBreastIDC
COL6A2SDC1COL6A2_SDC1COLLAGENBreastIDC
COL6A2SDC4COL6A2_SDC4COLLAGENBreastIDC
COL6A2ITGA1_ITGB1COL6A2_ITGA1_ITGB1COLLAGENBreastPrecancer
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
COL6A2SNVMissense_Mutationrs111630733c.2851N>Ap.Val951Ilep.V951IP12110protein_codingtolerated(1)benign(0.12)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL6A2SNVMissense_Mutationc.1798N>Ap.Glu600Lysp.E600KP12110protein_codingtolerated(0.15)probably_damaging(0.991)TCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
COL6A2SNVMissense_Mutationrs541785316c.1780G>Ap.Val594Ilep.V594IP12110protein_codingtolerated(0.36)possibly_damaging(0.801)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
COL6A2SNVMissense_Mutationrs372431744c.3034G>Ap.Asp1012Asnp.D1012NP12110protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COL6A2SNVMissense_Mutationrs142880107c.1138C>Tp.Arg380Cysp.R380CP12110protein_codingdeleterious(0)probably_damaging(0.993)TCGA-BH-A42T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL6A2SNVMissense_Mutationc.2430G>Cp.Gln810Hisp.Q810HP12110protein_codingtolerated(0.28)benign(0.155)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
COL6A2SNVMissense_Mutationrs558005986c.1976N>Ap.Arg659Hisp.R659HP12110protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
COL6A2SNVMissense_Mutationrs727503883c.1162N>Ap.Gly388Argp.G388RP12110protein_codingdeleterious(0)probably_damaging(1)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COL6A2SNVMissense_Mutationrs565801105c.2350N>Tp.Arg784Cysp.R784CP12110protein_codingtolerated(0.1)possibly_damaging(0.823)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COL6A2SNVMissense_Mutationc.2720C>Tp.Thr907Ilep.T907IP12110protein_codingtolerated(0.18)benign(0)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
1292COL6A2DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1292COL6A2DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
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