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: EMP2

Gene summary for EMP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EMP2

Gene ID

2013

Gene nameepithelial membrane protein 2
Gene AliasXMP
Cytomap16p13.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P54851


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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
2013EMP2GSM4909281HumanBreastIDC2.85e-021.98e-010.21
2013EMP2GSM4909282HumanBreastIDC4.68e-931.20e+00-0.0288
2013EMP2GSM4909285HumanBreastIDC6.92e-508.47e-010.21
2013EMP2GSM4909287HumanBreastIDC5.41e-043.23e-010.2057
2013EMP2GSM4909290HumanBreastIDC2.57e-104.80e-010.2096
2013EMP2GSM4909291HumanBreastIDC1.45e-043.77e-010.1753
2013EMP2GSM4909293HumanBreastIDC2.61e-113.65e-010.1581
2013EMP2GSM4909296HumanBreastIDC2.15e-103.34e-010.1524
2013EMP2GSM4909297HumanBreastIDC1.49e-039.57e-020.1517
2013EMP2GSM4909298HumanBreastIDC1.13e-357.27e-010.1551
2013EMP2GSM4909302HumanBreastIDC4.82e-216.32e-010.1545
2013EMP2GSM4909303HumanBreastIDC3.01e-034.51e-010.0438
2013EMP2GSM4909304HumanBreastIDC1.46e-407.67e-010.1636
2013EMP2GSM4909305HumanBreastIDC2.36e-115.16e-010.0436
2013EMP2GSM4909306HumanBreastIDC9.84e-468.46e-010.1564
2013EMP2GSM4909307HumanBreastIDC7.31e-073.58e-010.1569
2013EMP2GSM4909308HumanBreastIDC3.61e-073.55e-010.158
2013EMP2GSM4909309HumanBreastIDC7.15e-052.83e-010.0483
2013EMP2GSM4909311HumanBreastIDC7.57e-166.24e-030.1534
2013EMP2GSM4909312HumanBreastIDC4.93e-214.76e-010.1552
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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
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
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:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00106319BreastPrecancerepithelial cell migration40/1080357/187234.57e-059.71e-0440
GO:00901329BreastPrecancerepithelium migration40/1080360/187235.51e-051.14e-0340
GO:00435426BreastPrecancerendothelial cell migration33/1080279/187237.28e-051.44e-0333
GO:00901309BreastPrecancertissue migration40/1080365/187237.48e-051.47e-0340
GO:00508789BreastPrecancerregulation of body fluid levels40/1080379/187231.68e-042.77e-0340
GO:00106329BreastPrecancerregulation of epithelial cell migration33/1080292/187231.74e-042.86e-0333
GO:00075663BreastPrecancerembryo implantation11/108053/187231.82e-042.95e-0311
GO:00016678BreastPrecancerameboidal-type cell migration47/1080475/187232.19e-043.35e-0347
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00105943BreastPrecancerregulation of endothelial cell migration27/1080232/187234.12e-045.55e-0327
GO:0045765BreastPrecancerregulation of angiogenesis35/1080342/187237.35e-048.80e-0335
GO:1901342BreastPrecancerregulation of vasculature development35/1080348/187231.00e-031.12e-0235
GO:00019134BreastPrecancerT cell mediated cytotoxicity9/108049/187231.74e-031.74e-029
GO:00315794BreastPrecancermembrane raft organization6/108025/187232.49e-032.28e-026
GO:00336749BreastPrecancerpositive regulation of kinase activity42/1080467/187232.94e-032.54e-0242
GO:00024563BreastPrecancerT cell mediated immunity14/1080109/187233.97e-033.15e-0214
GO:00108119BreastPrecancerpositive regulation of cell-substrate adhesion15/1080123/187234.80e-033.64e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa045109BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0451013BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0451010CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0451014CervixCCFocal adhesion59/1267203/84651.53e-071.84e-061.09e-0659
hsa0451023CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa0451033CervixHSIL_HPVFocal adhesion21/459203/84653.24e-032.02e-021.63e-0221
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa045101ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa045102ColorectumFAPFocal adhesion61/1404203/84651.03e-062.15e-051.31e-0561
hsa045103ColorectumFAPFocal adhesion61/1404203/84651.03e-062.15e-051.31e-0561
hsa045104ColorectumCRCFocal adhesion51/1091203/84651.29e-065.41e-053.66e-0551
hsa045105ColorectumCRCFocal adhesion51/1091203/84651.29e-065.41e-053.66e-0551
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa045106LiverNAFLDFocal adhesion38/1043203/84655.13e-034.43e-023.57e-0238
hsa0451011LiverNAFLDFocal adhesion38/1043203/84655.13e-034.43e-023.57e-0238
hsa0451021LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa0451031LiverCirrhoticFocal adhesion93/2530203/84659.27e-071.10e-056.80e-0693
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
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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
EMP2insertionIn_Frame_Insnovelc.444_445insCTTGTAATCCCAp.Val148_Ala149insLeuValIleProp.V148_A149insLVIPP54851protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
EMP2insertionFrame_Shift_Insnovelc.204_205insGCAGCCGCGCp.Ile69AlafsTer56p.I69Afs*56P54851protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EMP2insertionFrame_Shift_Insnovelc.202_203insGGAGGAGGGAGAATTTGGAAAGGAGAAATp.Met68ArgfsTer11p.M68Rfs*11P54851protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EMP2SNVMissense_Mutationrs587777482c.28G>Ap.Ala10Thrp.A10TP54851protein_codingtolerated(0.08)benign(0.146)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EMP2SNVMissense_Mutationrs370673124c.359N>Ap.Arg120Hisp.R120HP54851protein_codingtolerated(0.34)benign(0.027)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
EMP2SNVMissense_Mutationc.176N>Ap.Ser59Tyrp.S59YP54851protein_codingdeleterious(0.04)possibly_damaging(0.837)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
EMP2SNVMissense_Mutationrs587777482c.28G>Ap.Ala10Thrp.A10TP54851protein_codingtolerated(0.08)benign(0.146)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
EMP2SNVMissense_Mutationrs587777482c.28G>Ap.Ala10Thrp.A10TP54851protein_codingtolerated(0.08)benign(0.146)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EMP2SNVMissense_Mutationc.418N>Ap.Gly140Serp.G140SP54851protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EMP2SNVMissense_Mutationrs562241873c.232N>Ap.Ala78Thrp.A78TP54851protein_codingdeleterious(0.01)possibly_damaging(0.456)TCGA-AX-A0J1-01Endometriumuterine 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
2013EMP2CELL SURFACEHORMONES18400107
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