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: COL1A2

Gene summary for COL1A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL1A2

Gene ID

1278

Gene namecollagen type I alpha 2 chain
Gene AliasEDSARTH2
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

A0A0S2Z3H5


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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
1278COL1A2CA_HPV_1HumanCervixCC2.45e-03-1.54e-010.0264
1278COL1A2TumorHumanCervixCC1.88e-05-1.76e-010.1241
1278COL1A2sample3HumanCervixCC4.00e-05-1.76e-010.1387
1278COL1A2H2HumanCervixHSIL_HPV1.12e-237.78e-010.0632
1278COL1A2T3HumanCervixCC8.81e-06-1.76e-010.1389
1278COL1A2AEH-subject1HumanEndometriumAEH1.67e-51-1.14e+00-0.3059
1278COL1A2AEH-subject2HumanEndometriumAEH2.75e-48-1.17e+00-0.2525
1278COL1A2AEH-subject3HumanEndometriumAEH5.36e-31-8.72e-01-0.2576
1278COL1A2AEH-subject4HumanEndometriumAEH3.16e-02-3.92e-01-0.2657
1278COL1A2AEH-subject5HumanEndometriumAEH2.00e-21-7.11e-01-0.2953
1278COL1A2EEC-subject1HumanEndometriumEEC2.56e-50-1.19e+00-0.2682
1278COL1A2EEC-subject2HumanEndometriumEEC3.52e-67-1.25e+00-0.2607
1278COL1A2EEC-subject3HumanEndometriumEEC1.05e-54-1.12e+00-0.2525
1278COL1A2EEC-subject4HumanEndometriumEEC5.05e-52-1.13e+00-0.2571
1278COL1A2EEC-subject5HumanEndometriumEEC6.39e-60-1.19e+00-0.249
1278COL1A2GSM5276934HumanEndometriumEEC6.31e-42-1.02e+00-0.0913
1278COL1A2GSM5276935HumanEndometriumEEC3.06e-28-7.89e-01-0.123
1278COL1A2GSM5276937HumanEndometriumEEC1.68e-17-6.69e-01-0.0897
1278COL1A2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.20e-44-1.18e+00-0.1869
1278COL1A2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.94e-47-1.28e+00-0.1875
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00435893CervixCCskin morphogenesis8/231111/187236.22e-061.51e-048
GO:00072666CervixCCRho protein signal transduction35/2311137/187231.77e-053.33e-0435
GO:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
GO:00011016CervixCCresponse to acid chemical31/2311135/187234.16e-044.22e-0331
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:00712292CervixCCcellular response to acid chemical20/231180/187231.40e-031.10e-0220
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:00712301CervixCCcellular response to amino acid stimulus18/231171/187232.01e-031.47e-0218
GO:0070206CervixCCprotein trimerization7/231117/187232.72e-031.85e-027
GO:00432004CervixCCresponse to amino acid25/2311116/187233.59e-032.30e-0225
GO:00071795CervixCCtransforming growth factor beta receptor signaling pathway38/2311198/187233.62e-032.31e-0238
GO:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0031214CervixCCbiomineral tissue development32/2311169/187238.73e-034.48e-0232
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:0030282CervixCCbone mineralization24/2311119/187231.00e-024.89e-0224
GO:0110148CervixCCbiomineralization32/2311171/187231.04e-024.97e-0232
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541520CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa051465CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa049336CervixCCAGE-RAGE signaling pathway in diabetic complications25/1267100/84655.64e-031.88e-021.11e-0225
hsa046115CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa05415110CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0514612CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa0493313CervixCCAGE-RAGE signaling pathway in diabetic complications25/1267100/84655.64e-031.88e-021.11e-0225
hsa0461113CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa0541524CervixHSIL_HPVDiabetic cardiomyopathy30/459203/84654.38e-071.07e-058.64e-0630
hsa0451023CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa0541534CervixHSIL_HPVDiabetic cardiomyopathy30/459203/84654.38e-071.07e-058.64e-0630
hsa0451033CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa0541525EndometriumAEHDiabetic cardiomyopathy86/1197203/84652.62e-231.22e-218.90e-2286
hsa0451015EndometriumAEHFocal adhesion58/1197203/84654.99e-087.37e-075.39e-0758
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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
COL1A2ITGA1_ITGB1COL1A2_ITGA1_ITGB1COLLAGENBreastADJ
COL1A2ITGA2_ITGB1COL1A2_ITGA2_ITGB1COLLAGENBreastADJ
COL1A2CD44COL1A2_CD44COLLAGENBreastADJ
COL1A2SDC4COL1A2_SDC4COLLAGENBreastADJ
COL1A2ITGA1_ITGB1COL1A2_ITGA1_ITGB1COLLAGENBreastDCIS
COL1A2ITGA2_ITGB1COL1A2_ITGA2_ITGB1COLLAGENBreastDCIS
COL1A2CD44COL1A2_CD44COLLAGENBreastDCIS
COL1A2SDC1COL1A2_SDC1COLLAGENBreastDCIS
COL1A2SDC4COL1A2_SDC4COLLAGENBreastDCIS
COL1A2ITGA1_ITGB1COL1A2_ITGA1_ITGB1COLLAGENBreastHealthy
COL1A2ITGA2_ITGB1COL1A2_ITGA2_ITGB1COLLAGENBreastHealthy
COL1A2ITGAV_ITGB8COL1A2_ITGAV_ITGB8COLLAGENBreastHealthy
COL1A2CD44COL1A2_CD44COLLAGENBreastHealthy
COL1A2SDC1COL1A2_SDC1COLLAGENBreastHealthy
COL1A2SDC4COL1A2_SDC4COLLAGENBreastHealthy
COL1A2ITGA1_ITGB1COL1A2_ITGA1_ITGB1COLLAGENBreastIDC
COL1A2CD44COL1A2_CD44COLLAGENBreastIDC
COL1A2SDC1COL1A2_SDC1COLLAGENBreastIDC
COL1A2SDC4COL1A2_SDC4COLLAGENBreastIDC
COL1A2ITGA1_ITGB1COL1A2_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
COL1A2SNVMissense_Mutationrs140434765c.1562N>Tp.Ala521Valp.A521VP08123protein_codingtolerated(0.26)benign(0.433)TCGA-A2-A04X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COL1A2SNVMissense_Mutationnovelc.1811N>Ap.Gly604Aspp.G604DP08123protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL1A2SNVMissense_Mutationrs72658193c.2503N>Ap.Gly835Serp.G835SP08123protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A099-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
COL1A2SNVMissense_Mutationc.1988N>Cp.Arg663Thrp.R663TP08123protein_codingdeleterious(0.01)benign(0.138)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COL1A2SNVMissense_Mutationrs749509413c.1213C>Tp.Arg405Cysp.R405CP08123protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL1A2SNVMissense_Mutationc.1565N>Tp.Pro522Leup.P522LP08123protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
COL1A2SNVMissense_Mutationrs543815305c.1419N>Gp.Ile473Metp.I473MP08123protein_codingdeleterious(0.03)possibly_damaging(0.454)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
COL1A2SNVMissense_Mutationc.2587N>Tp.Pro863Serp.P863SP08123protein_codingtolerated(0.05)benign(0.013)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
COL1A2SNVMissense_Mutationnovelc.1126G>Tp.Gly376Cysp.G376CP08123protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A1HI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
COL1A2SNVMissense_Mutationc.1186N>Ap.Pro396Thrp.P396TP08123protein_codingtolerated(0.19)benign(0.015)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
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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
1278COL1A2DRUGGABLE GENOMESolubilized type 1 native bovine collagen
1278COL1A2DRUGGABLE GENOMETNF-ALPHA12393755
1278COL1A2DRUGGABLE GENOMECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1278COL1A2DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
1278COL1A2DRUGGABLE GENOMEIFN14512876
1278COL1A2DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1278COL1A2DRUGGABLE GENOMECOLLAGENASECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1278COL1A2DRUGGABLE GENOMETGF-BETA 215223827
1278COL1A2DRUGGABLE GENOMECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1278COL1A2DRUGGABLE GENOMETRANSFORMING GROWTH FACTOR14520013
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