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: COL5A1

Gene summary for COL5A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL5A1

Gene ID

1289

Gene namecollagen type V alpha 1 chain
Gene AliasEDSC
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

A0A024R8E5


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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
1289COL5A1AEH-subject1HumanEndometriumAEH1.45e-25-6.14e-01-0.3059
1289COL5A1AEH-subject2HumanEndometriumAEH2.57e-26-6.10e-01-0.2525
1289COL5A1AEH-subject3HumanEndometriumAEH5.19e-19-5.51e-01-0.2576
1289COL5A1AEH-subject4HumanEndometriumAEH3.64e-03-2.83e-01-0.2657
1289COL5A1AEH-subject5HumanEndometriumAEH9.04e-29-6.26e-01-0.2953
1289COL5A1EEC-subject1HumanEndometriumEEC4.78e-30-6.36e-01-0.2682
1289COL5A1EEC-subject2HumanEndometriumEEC5.49e-38-6.46e-01-0.2607
1289COL5A1EEC-subject3HumanEndometriumEEC5.89e-32-6.30e-01-0.2525
1289COL5A1EEC-subject4HumanEndometriumEEC8.33e-32-6.02e-01-0.2571
1289COL5A1EEC-subject5HumanEndometriumEEC6.51e-34-6.43e-01-0.249
1289COL5A1GSM5276934HumanEndometriumEEC1.17e-17-5.23e-01-0.0913
1289COL5A1GSM5276935HumanEndometriumEEC1.38e-34-6.42e-01-0.123
1289COL5A1GSM5276937HumanEndometriumEEC1.01e-07-4.04e-01-0.0897
1289COL5A1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.54e-26-6.40e-01-0.1869
1289COL5A1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.57e-26-6.52e-01-0.1875
1289COL5A1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.09e-30-6.52e-01-0.1883
1289COL5A1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.72e-32-6.47e-01-0.1934
1289COL5A1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.94e-39-6.52e-01-0.1917
1289COL5A1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.75e-36-6.40e-01-0.1916
1289COL5A1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC4.13e-07-4.02e-01-0.1269
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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
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
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:004206016EndometriumAEHwound healing91/2100422/187234.85e-104.61e-0891
GO:00030072EndometriumAEHheart morphogenesis45/2100246/187236.41e-046.23e-0345
GO:00443194EndometriumAEHwound healing, spreading of cells11/210034/187238.45e-047.82e-0311
GO:00905054EndometriumAEHepiboly involved in wound healing11/210034/187238.45e-047.82e-0311
GO:00905044EndometriumAEHepiboly11/210035/187231.11e-039.71e-0311
GO:0061448EndometriumAEHconnective tissue development44/2100252/187231.92e-031.51e-0244
GO:00435885EndometriumAEHskin development45/2100263/187232.58e-031.90e-0245
GO:00020112EndometriumAEHmorphogenesis of an epithelial sheet14/210057/187233.48e-032.39e-0214
GO:0030199EndometriumAEHcollagen fibril organization14/210061/187236.65e-033.91e-0214
GO:004206017EndometriumEECwound healing92/2168422/187231.12e-099.58e-0892
GO:004431911EndometriumEECwound healing, spreading of cells11/216834/187231.10e-039.48e-0311
GO:009050511EndometriumEECepiboly involved in wound healing11/216834/187231.10e-039.48e-0311
GO:00030071EndometriumEECheart morphogenesis45/2168246/187231.24e-031.03e-0245
GO:009050411EndometriumEECepiboly11/216835/187231.44e-031.17e-0211
GO:00614481EndometriumEECconnective tissue development44/2168252/187233.51e-032.36e-0244
GO:000201111EndometriumEECmorphogenesis of an epithelial sheet14/216857/187234.65e-032.97e-0214
GO:004358814EndometriumEECskin development45/2168263/187234.69e-032.99e-0245
GO:00301991EndometriumEECcollagen fibril organization14/216861/187238.76e-034.74e-0214
GO:00435888EsophagusESCCskin development163/8552263/187236.48e-081.14e-06163
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
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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
COL5A1SNVMissense_Mutationrs796151769c.4252N>Tp.Pro1418Serp.P1418SP20908protein_codingdeleterious(0.02)benign(0.253)TCGA-A2-A3XV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
COL5A1SNVMissense_Mutationc.1346N>Tp.Arg449Leup.R449LP20908protein_codingtolerated(0.3)benign(0.006)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
COL5A1SNVMissense_Mutationc.2839N>Ap.Glu947Lysp.E947KP20908protein_codingdeleterious(0.01)probably_damaging(0.931)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COL5A1SNVMissense_Mutationnovelc.4450N>Ap.His1484Asnp.H1484NP20908protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL5A1SNVMissense_Mutationrs775853003c.691C>Tp.Arg231Trpp.R231WP20908protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL5A1SNVMissense_Mutationc.448G>Ap.Glu150Lysp.E150KP20908protein_codingtolerated(0.07)probably_damaging(0.995)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
COL5A1SNVMissense_Mutationc.958A>Gp.Met320Valp.M320VP20908protein_codingtolerated(0.72)benign(0)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
COL5A1SNVMissense_Mutationnovelc.931N>Tp.Thr311Serp.T311SP20908protein_codingtolerated(0.73)benign(0.009)TCGA-AR-A2LO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COL5A1SNVMissense_Mutationc.3484N>Ap.Gly1162Argp.G1162RP20908protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL5A1SNVMissense_Mutationrs763650548c.1430C>Tp.Ala477Valp.A477VP20908protein_codingtolerated(0.11)probably_damaging(0.984)TCGA-C8-A12Y-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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
1289COL5A1DRUGGABLE GENOMECHEMBL2095222OCRIPLASMIN
1289COL5A1DRUGGABLE GENOMECHEMBL2108709COLLAGENASE CLOSTRIDIUM HISTOLYTICUM
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