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: COL3A1

Gene summary for COL3A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL3A1

Gene ID

1281

Gene namecollagen type III alpha 1 chain
Gene AliasEDS4A
Cytomap2q32.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P02461


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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
1281COL3A1HSIL_HPV_1HumanCervixHSIL_HPV2.02e-033.34e-010.0116
1281COL3A1N_HPV_1HumanCervixN_HPV2.36e-042.85e-010.0079
1281COL3A1N_HPV_2HumanCervixN_HPV9.30e-073.13e-01-0.0131
1281COL3A1H2HumanCervixHSIL_HPV7.82e-093.48e-010.0632
1281COL3A1AEH-subject1HumanEndometriumAEH3.62e-43-1.26e+00-0.3059
1281COL3A1AEH-subject2HumanEndometriumAEH3.21e-48-1.29e+00-0.2525
1281COL3A1AEH-subject3HumanEndometriumAEH2.67e-36-1.13e+00-0.2576
1281COL3A1AEH-subject4HumanEndometriumAEH1.03e-02-4.21e-01-0.2657
1281COL3A1AEH-subject5HumanEndometriumAEH9.00e-46-1.22e+00-0.2953
1281COL3A1EEC-subject1HumanEndometriumEEC2.31e-56-1.37e+00-0.2682
1281COL3A1EEC-subject2HumanEndometriumEEC6.30e-65-1.41e+00-0.2607
1281COL3A1EEC-subject3HumanEndometriumEEC3.62e-61-1.21e+00-0.2525
1281COL3A1EEC-subject4HumanEndometriumEEC3.15e-45-1.19e+00-0.2571
1281COL3A1EEC-subject5HumanEndometriumEEC3.39e-58-1.36e+00-0.249
1281COL3A1GSM5276934HumanEndometriumEEC4.13e-40-1.17e+00-0.0913
1281COL3A1GSM5276935HumanEndometriumEEC1.85e-66-1.45e+00-0.123
1281COL3A1GSM5276937HumanEndometriumEEC8.55e-19-8.14e-01-0.0897
1281COL3A1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.60e-61-1.48e+00-0.1869
1281COL3A1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.11e-55-1.48e+00-0.1875
1281COL3A1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.19e-63-1.48e+00-0.1883
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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:000722913CervixHSIL_HPVintegrin-mediated signaling pathway19/737107/187233.37e-082.76e-0619
GO:004358813CervixHSIL_HPVskin development31/737263/187235.32e-083.89e-0631
GO:004206015CervixHSIL_HPVwound healing40/737422/187232.80e-071.61e-0540
GO:005087814CervixHSIL_HPVregulation of body fluid levels37/737379/187233.81e-072.06e-0537
GO:000268312CervixHSIL_HPVnegative regulation of immune system process39/737434/187231.51e-066.60e-0539
GO:00181491CervixHSIL_HPVpeptide cross-linking8/73735/187235.08e-051.26e-038
GO:000717913CervixHSIL_HPVtransforming growth factor beta receptor signaling pathway20/737198/187231.12e-042.33e-0320
GO:003158914CervixHSIL_HPVcell-substrate adhesion30/737363/187231.12e-042.34e-0330
GO:000961212CervixHSIL_HPVresponse to mechanical stimulus21/737216/187231.31e-042.61e-0321
GO:000759612CervixHSIL_HPVblood coagulation21/737217/187231.40e-042.77e-0321
GO:000759912CervixHSIL_HPVhemostasis21/737222/187231.92e-043.56e-0321
GO:005081712CervixHSIL_HPVcoagulation21/737222/187231.92e-043.56e-0321
GO:00301681CervixHSIL_HPVplatelet activation14/737123/187233.46e-045.47e-0314
GO:007156013CervixHSIL_HPVcellular response to transforming growth factor beta stimulus21/737250/187239.34e-041.18e-0221
GO:007155913CervixHSIL_HPVresponse to transforming growth factor beta21/737256/187231.26e-031.48e-0221
GO:00507771CervixHSIL_HPVnegative regulation of immune response17/737194/187231.76e-031.88e-0217
GO:000717813CervixHSIL_HPVtransmembrane receptor protein serine/threonine kinase signaling pathway26/737355/187231.86e-031.97e-0226
GO:000268322CervixN_HPVnegative regulation of immune system process32/534434/187231.02e-065.61e-0532
GO:000961222CervixN_HPVresponse to mechanical stimulus19/534216/187231.46e-054.55e-0419
GO:004206025CervixN_HPVwound healing28/534422/187233.37e-058.58e-0428
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541524CervixHSIL_HPVDiabetic cardiomyopathy30/459203/84654.38e-071.07e-058.64e-0630
hsa0541534CervixHSIL_HPVDiabetic cardiomyopathy30/459203/84654.38e-071.07e-058.64e-0630
hsa0541544CervixN_HPVDiabetic cardiomyopathy29/349203/84653.64e-091.10e-078.60e-0829
hsa0541554CervixN_HPVDiabetic cardiomyopathy29/349203/84653.64e-091.10e-078.60e-0829
hsa0541525EndometriumAEHDiabetic cardiomyopathy86/1197203/84652.62e-231.22e-218.90e-2286
hsa051466EndometriumAEHAmoebiasis29/1197102/84651.22e-041.10e-038.06e-0429
hsa049337EndometriumAEHAGE-RAGE signaling pathway in diabetic complications28/1197100/84652.11e-041.80e-031.32e-0328
hsa05415111EndometriumAEHDiabetic cardiomyopathy86/1197203/84652.62e-231.22e-218.90e-2286
hsa0514613EndometriumAEHAmoebiasis29/1197102/84651.22e-041.10e-038.06e-0429
hsa0493314EndometriumAEHAGE-RAGE signaling pathway in diabetic complications28/1197100/84652.11e-041.80e-031.32e-0328
hsa0541526EndometriumEECDiabetic cardiomyopathy86/1237203/84652.59e-229.46e-217.05e-2186
hsa0493321EndometriumEECAGE-RAGE signaling pathway in diabetic complications28/1237100/84653.68e-043.03e-032.26e-0328
hsa0514622EndometriumEECAmoebiasis28/1237102/84655.23e-043.83e-032.85e-0328
hsa0541535EndometriumEECDiabetic cardiomyopathy86/1237203/84652.59e-229.46e-217.05e-2186
hsa0493331EndometriumEECAGE-RAGE signaling pathway in diabetic complications28/1237100/84653.68e-043.03e-032.26e-0328
hsa0514632EndometriumEECAmoebiasis28/1237102/84655.23e-043.83e-032.85e-0328
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0493310EsophagusESCCAGE-RAGE signaling pathway in diabetic complications72/4205100/84654.15e-062.28e-051.17e-0572
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0541538EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
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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
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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
COL3A1SNVMissense_Mutationc.2590N>Tp.Gly864Cysp.G864CP02461protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
COL3A1SNVMissense_Mutationc.127N>Cp.Asp43Hisp.D43HP02461protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
COL3A1SNVMissense_Mutationc.667N>Tp.Pro223Serp.P223SP02461protein_codingdeleterious(0.03)probably_damaging(0.974)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
COL3A1SNVMissense_Mutationc.893N>Tp.Pro298Leup.P298LP02461protein_codingtolerated(0.17)benign(0.355)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
COL3A1SNVMissense_Mutationc.3924N>Cp.Leu1308Phep.L1308FP02461protein_codingdeleterious(0.04)benign(0.035)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COL3A1SNVMissense_Mutationnovelc.2738N>Ap.Ala913Aspp.A913DP02461protein_codingdeleterious(0.02)benign(0.03)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL3A1SNVMissense_Mutationc.3858A>Tp.Lys1286Asnp.K1286NP02461protein_codingtolerated(0.38)benign(0.227)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL3A1SNVMissense_Mutationrs776478974c.3775G>Ap.Ala1259Thrp.A1259TP02461protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-E2-A1IF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
COL3A1SNVMissense_Mutationnovelc.3822N>Ap.Ser1274Argp.S1274RP02461protein_codingdeleterious(0)probably_damaging(0.999)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
COL3A1SNVMissense_Mutationrs863223362c.2110N>Ap.Glu704Lysp.E704KP02461protein_codingdeleterious(0.01)benign(0.057)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
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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
1281COL3A1DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1281COL3A1DRUGGABLE GENOMECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1281COL3A1DRUGGABLE GENOMECOLLAGENASECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1281COL3A1DRUGGABLE GENOMECOLLAGENASE CLOSTRIDIUM HISTOLYTICUM
1281COL3A1DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
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