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: EMP3

Gene summary for EMP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMP3

Gene ID

2014

Gene nameepithelial membrane protein 3
Gene AliasYMP
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

A0A024QZF8


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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
2014EMP3GSM4909281HumanBreastIDC7.65e-05-2.70e-010.21
2014EMP3GSM4909282HumanBreastIDC8.13e-05-2.71e-01-0.0288
2014EMP3GSM4909285HumanBreastIDC2.80e-03-2.21e-010.21
2014EMP3GSM4909286HumanBreastIDC1.48e-05-2.99e-010.1081
2014EMP3GSM4909290HumanBreastIDC5.21e-05-2.87e-010.2096
2014EMP3GSM4909294HumanBreastIDC5.24e-05-2.39e-010.2022
2014EMP3GSM4909296HumanBreastIDC6.44e-08-2.92e-010.1524
2014EMP3GSM4909297HumanBreastIDC9.79e-07-2.36e-010.1517
2014EMP3GSM4909298HumanBreastIDC5.02e-04-2.74e-010.1551
2014EMP3GSM4909304HumanBreastIDC2.10e-02-2.55e-010.1636
2014EMP3GSM4909307HumanBreastIDC2.93e-02-2.55e-010.1569
2014EMP3GSM4909311HumanBreastIDC9.70e-10-2.91e-010.1534
2014EMP3GSM4909312HumanBreastIDC3.04e-13-3.13e-010.1552
2014EMP3GSM4909313HumanBreastIDC2.68e-03-2.51e-010.0391
2014EMP3GSM4909315HumanBreastIDC7.63e-04-2.88e-010.21
2014EMP3GSM4909319HumanBreastIDC7.69e-10-2.26e-010.1563
2014EMP3GSM4909321HumanBreastIDC5.74e-10-3.05e-010.1559
2014EMP3brca1HumanBreastPrecancer5.48e-135.72e-01-0.0338
2014EMP3brca2HumanBreastPrecancer2.45e-114.30e-01-0.024
2014EMP3brca3HumanBreastPrecancer1.82e-175.92e-01-0.0263
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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
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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043504EndometriumAEHTGF-beta signaling pathway26/1197108/84653.82e-032.18e-021.59e-0226
hsa0435011EndometriumAEHTGF-beta signaling pathway26/1197108/84653.82e-032.18e-021.59e-0226
hsa043502EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
hsa043503EndometriumEECTGF-beta signaling pathway26/1237108/84655.95e-033.12e-022.33e-0226
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa043506Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435013Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435022Oral cavityEOLPTGF-beta signaling pathway29/1218108/84654.81e-041.92e-031.13e-0329
hsa0435032Oral cavityEOLPTGF-beta signaling pathway29/1218108/84654.81e-041.92e-031.13e-0329
hsa0435041Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
hsa0435051Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
hsa043505ProstateBPHTGF-beta signaling pathway35/1718108/84651.98e-037.92e-034.90e-0335
hsa0435012ProstateBPHTGF-beta signaling pathway35/1718108/84651.98e-037.92e-034.90e-0335
hsa0435021ProstateTumorTGF-beta signaling pathway39/1791108/84652.33e-041.35e-038.39e-0439
hsa0435031ProstateTumorTGF-beta signaling pathway39/1791108/84652.33e-041.35e-038.39e-0439
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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
EMP3SNVMissense_Mutationc.46N>Gp.Leu16Valp.L16VP54852protein_codingtolerated(0.12)probably_damaging(0.995)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
EMP3SNVMissense_Mutationnovelc.258C>Gp.Phe86Leup.F86LP54852protein_codingtolerated(1)benign(0)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
EMP3SNVMissense_Mutationc.65N>Ap.Ala22Aspp.A22DP54852protein_codingdeleterious(0)possibly_damaging(0.825)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
EMP3SNVMissense_Mutationc.476N>Cp.Leu159Prop.L159PP54852protein_codingdeleterious(0)benign(0.044)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
EMP3SNVMissense_Mutationc.208N>Gp.Met70Valp.M70VP54852protein_codingdeleterious(0)benign(0.222)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EMP3SNVMissense_Mutationc.46N>Ap.Leu16Ilep.L16IP54852protein_codingtolerated(0.18)probably_damaging(0.995)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EMP3SNVMissense_Mutationc.127T>Cp.Cys43Argp.C43RP54852protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EMP3SNVMissense_Mutationnovelc.395N>Ap.Gly132Glup.G132EP54852protein_codingtolerated(1)possibly_damaging(0.506)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
EMP3SNVMissense_Mutationnovelc.164N>Tp.Ser55Ilep.S55IP54852protein_codingtolerated(0.22)benign(0.003)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EMP3SNVMissense_Mutationrs754202309c.194N>Tp.Ala65Valp.A65VP54852protein_codingdeleterious(0.02)benign(0.282)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
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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
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