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: EPCAM

Gene summary for EPCAM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EPCAM

Gene ID

4072

Gene nameepithelial cell adhesion molecule
Gene AliasDIAR5
Cytomap2p21
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

P16422


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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
4072EPCAMGSM4909281HumanBreastIDC3.55e-084.28e-010.21
4072EPCAMGSM4909285HumanBreastIDC3.04e-306.38e-010.21
4072EPCAMGSM4909286HumanBreastIDC4.98e-04-4.51e-020.1081
4072EPCAMGSM4909288HumanBreastIDC1.20e-063.29e-010.0988
4072EPCAMGSM4909294HumanBreastIDC6.90e-09-1.26e-010.2022
4072EPCAMGSM4909296HumanBreastIDC1.49e-23-5.74e-010.1524
4072EPCAMGSM4909297HumanBreastIDC1.70e-16-2.47e-010.1517
4072EPCAMGSM4909298HumanBreastIDC7.01e-17-5.41e-010.1551
4072EPCAMGSM4909301HumanBreastIDC8.40e-13-4.34e-010.1577
4072EPCAMGSM4909302HumanBreastIDC7.09e-18-5.71e-010.1545
4072EPCAMGSM4909304HumanBreastIDC1.77e-02-3.19e-010.1636
4072EPCAMGSM4909306HumanBreastIDC3.03e-10-4.17e-010.1564
4072EPCAMGSM4909307HumanBreastIDC1.23e-05-3.63e-010.1569
4072EPCAMGSM4909311HumanBreastIDC2.84e-40-5.96e-010.1534
4072EPCAMGSM4909312HumanBreastIDC2.24e-12-3.21e-010.1552
4072EPCAMGSM4909313HumanBreastIDC1.30e-03-2.78e-010.0391
4072EPCAMGSM4909316HumanBreastIDC5.22e-04-8.24e-030.21
4072EPCAMGSM4909317HumanBreastIDC6.39e-073.65e-010.1355
4072EPCAMGSM4909319HumanBreastIDC5.54e-50-6.26e-010.1563
4072EPCAMGSM4909320HumanBreastIDC1.50e-14-7.28e-010.1575
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00224079BreastPrecancerregulation of cell-cell adhesion45/1080448/187232.12e-043.30e-0345
GO:00720735BreastPrecancerkidney epithelium development16/1080136/187235.21e-033.88e-0216
GO:00016572BreastPrecancerureteric bud development12/108091/187235.97e-034.22e-0212
GO:00721632BreastPrecancermesonephric epithelium development12/108092/187236.51e-034.51e-0212
GO:00721642BreastPrecancermesonephric tubule development12/108092/187236.51e-034.51e-0212
GO:002240712BreastIDCregulation of cell-cell adhesion55/1434448/187233.43e-045.07e-0355
GO:00071625BreastIDCnegative regulation of cell adhesion37/1434303/187233.27e-032.75e-0237
GO:007207312BreastIDCkidney epithelium development20/1434136/187233.58e-032.94e-0220
GO:00016571BreastIDCureteric bud development15/143491/187233.70e-033.04e-0215
GO:00721631BreastIDCmesonephric epithelium development15/143492/187234.12e-033.26e-0215
GO:00721641BreastIDCmesonephric tubule development15/143492/187234.12e-033.26e-0215
GO:00018231BreastIDCmesonephros development15/143496/187236.17e-034.40e-0215
GO:00016555BreastIDCurogenital system development39/1434338/187236.75e-034.68e-0239
GO:002240722BreastDCISregulation of cell-cell adhesion56/1390448/187238.53e-051.61e-0356
GO:000716212BreastDCISnegative regulation of cell adhesion36/1390303/187233.49e-032.90e-0236
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:00488634CervixCCstem cell differentiation46/2311206/187234.11e-056.36e-0446
GO:0044331CervixCCcell-cell adhesion mediated by cadherin9/231128/187235.02e-032.98e-029
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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
EPCAMSNVMissense_Mutationrs766626946c.334N>Ap.Gly112Serp.G112SP16422protein_codingtolerated(0.06)probably_damaging(0.976)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EPCAMSNVMissense_Mutationrs587780767c.491N>Tp.Thr164Ilep.T164IP16422protein_codingtolerated(0.17)benign(0.026)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
EPCAMSNVMissense_Mutationnovelc.911N>Cp.Glu304Alap.E304AP16422protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
EPCAMSNVMissense_Mutationnovelc.545N>Tp.Thr182Metp.T182MP16422protein_codingdeleterious(0.02)possibly_damaging(0.446)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EPCAMSNVMissense_Mutationnovelc.592N>Cp.Asn198Hisp.N198HP16422protein_codingdeleterious(0.04)probably_damaging(0.972)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EPCAMSNVMissense_Mutationc.721N>Tp.Asp241Tyrp.D241YP16422protein_codingdeleterious(0.01)possibly_damaging(0.459)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EPCAMSNVMissense_Mutationc.521N>Gp.Tyr174Cysp.Y174CP16422protein_codingdeleterious(0.05)probably_damaging(0.991)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EPCAMSNVMissense_Mutationc.353N>Tp.Cys118Phep.C118FP16422protein_codingdeleterious(0)probably_damaging(0.977)TCGA-BG-A0LW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EPCAMSNVMissense_Mutationnovelc.155G>Tp.Gly52Valp.G52VP16422protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BG-A0VW-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EPCAMSNVMissense_Mutationnovelc.773A>Cp.Glu258Alap.E258AP16422protein_codingdeleterious(0)possibly_damaging(0.876)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid 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
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEVB4-845OPORTUZUMAB MONATOX
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMECHEMBL2108660TUCOTUZUMAB CELMOLEUKIN
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMETAG-722316628
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEALVAC12855617
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEALUM11768621
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEFREUND&APOS;S ADJUVANT15637741
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEVIRAL VECTOR10811480
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEINCOMPLETE FREUNDS ADJUVANT11768621
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEMINERAL OIL14741172
4072EPCAMCELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEADECATUMUMABADECATUMUMAB
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