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: COL5A3

Gene summary for COL5A3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL5A3

Gene ID

50509

Gene namecollagen type V alpha 3 chain
Gene AliasCOL5A3
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

P25940


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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
50509COL5A3P9T-EHumanEsophagusESCC2.30e-021.72e-010.1131
50509COL5A3P19T-EHumanEsophagusESCC7.48e-034.59e-010.1662
50509COL5A3P24T-EHumanEsophagusESCC2.23e-032.57e-010.1287
50509COL5A3P32T-EHumanEsophagusESCC1.40e-104.70e-010.1666
50509COL5A3P36T-EHumanEsophagusESCC2.82e-021.14e-010.1187
50509COL5A3P37T-EHumanEsophagusESCC1.24e-215.57e-010.1371
50509COL5A3P44T-EHumanEsophagusESCC2.29e-032.03e-010.1096
50509COL5A3P83T-EHumanEsophagusESCC1.82e-042.01e-010.1738
50509COL5A3P91T-EHumanEsophagusESCC1.76e-087.74e-010.1828
50509COL5A3P107T-EHumanEsophagusESCC8.09e-051.78e-010.171
50509COL5A3ATC12HumanThyroidATC2.23e-731.79e+000.34
50509COL5A3ATC13HumanThyroidATC1.83e-471.10e+000.34
50509COL5A3ATC2HumanThyroidATC1.60e-079.53e-010.34
50509COL5A3ATC3HumanThyroidATC6.48e-064.71e-010.338
50509COL5A3ATC4HumanThyroidATC2.07e-862.09e+000.34
50509COL5A3ATC5HumanThyroidATC1.88e-571.21e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00301993EsophagusESCCcollagen fibril organization40/855261/187231.35e-036.44e-0340
GO:003158928ThyroidATCcell-substrate adhesion195/6293363/187231.58e-151.17e-13195
GO:0007160111ThyroidATCcell-matrix adhesion128/6293233/187231.49e-115.41e-10128
GO:003019812ThyroidATCextracellular matrix organization152/6293301/187238.63e-102.24e-08152
GO:004306212ThyroidATCextracellular structure organization152/6293302/187231.17e-092.94e-08152
GO:004522912ThyroidATCexternal encapsulating structure organization152/6293304/187232.11e-095.08e-08152
GO:003019911ThyroidATCcollagen fibril organization43/629361/187234.24e-099.57e-0843
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
COL5A3SNVMissense_Mutationc.2325N>Tp.Glu775Aspp.E775DP25940protein_codingtolerated(0.14)benign(0.204)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
COL5A3SNVMissense_Mutationnovelc.226N>Tp.Pro76Serp.P76SP25940protein_codingdeleterious(0.02)possibly_damaging(0.622)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
COL5A3SNVMissense_Mutationc.4865N>Gp.Asp1622Glyp.D1622GP25940protein_codingtolerated(0.1)benign(0.131)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL5A3SNVMissense_Mutationrs375719134c.1844N>Ap.Arg615Hisp.R615HP25940protein_codingtolerated(0.37)benign(0.215)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL5A3SNVMissense_Mutationc.781N>Ap.Gly261Argp.G261RP25940protein_codingtolerated(0.37)probably_damaging(0.998)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
COL5A3SNVMissense_Mutationnovelc.4721T>Gp.Val1574Glyp.V1574GP25940protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
COL5A3SNVMissense_Mutationc.2341N>Cp.Ala781Prop.A781PP25940protein_codingtolerated(0.43)benign(0.026)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
COL5A3SNVMissense_Mutationc.1217N>Tp.Ser406Leup.S406LP25940protein_codingtolerated(0.07)benign(0.001)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
COL5A3SNVMissense_Mutationrs138241329c.1649N>Ap.Arg550Hisp.R550HP25940protein_codingdeleterious(0)possibly_damaging(0.791)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL5A3SNVMissense_Mutationrs770509108c.2306N>Tp.Ala769Valp.A769VP25940protein_codingtolerated(0.28)benign(0)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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
50509COL5A3DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
50509COL5A3DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
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