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: TMED2

Gene summary for TMED2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMED2

Gene ID

10959

Gene nametransmembrane p24 trafficking protein 2
Gene AliasP24A
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q15363


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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
10959TMED2GSM4909281HumanBreastIDC2.66e-436.86e-010.21
10959TMED2GSM4909286HumanBreastIDC7.85e-03-7.73e-030.1081
10959TMED2GSM4909288HumanBreastIDC3.87e-02-2.37e-010.0988
10959TMED2GSM4909290HumanBreastIDC1.92e-053.24e-010.2096
10959TMED2GSM4909294HumanBreastIDC1.30e-07-3.25e-010.2022
10959TMED2GSM4909296HumanBreastIDC6.23e-13-1.29e-010.1524
10959TMED2GSM4909297HumanBreastIDC4.31e-301.98e-010.1517
10959TMED2GSM4909301HumanBreastIDC9.18e-05-1.96e-010.1577
10959TMED2GSM4909304HumanBreastIDC1.09e-124.44e-010.1636
10959TMED2GSM4909305HumanBreastIDC1.02e-063.15e-010.0436
10959TMED2GSM4909306HumanBreastIDC1.29e-043.35e-010.1564
10959TMED2GSM4909308HumanBreastIDC6.05e-255.27e-010.158
10959TMED2GSM4909309HumanBreastIDC7.42e-06-2.58e-010.0483
10959TMED2GSM4909311HumanBreastIDC4.24e-46-3.10e-020.1534
10959TMED2GSM4909312HumanBreastIDC4.86e-627.91e-010.1552
10959TMED2GSM4909313HumanBreastIDC4.26e-204.02e-010.0391
10959TMED2GSM4909319HumanBreastIDC5.03e-62-4.82e-010.1563
10959TMED2GSM4909320HumanBreastIDC1.39e-13-6.68e-010.1575
10959TMED2GSM4909321HumanBreastIDC1.05e-241.72e-010.1559
10959TMED2brca3HumanBreastPrecancer4.99e-022.68e-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
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
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:004820714EsophagusESCCvesicle targeting, rough ER to cis-Golgi12/855213/187236.18e-043.32e-0312
GO:004820814EsophagusESCCCOPII vesicle coating12/855213/187236.18e-043.32e-0312
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:006066914EsophagusESCCembryonic placenta morphogenesis20/855226/187231.19e-035.88e-0320
GO:003649913EsophagusESCCPERK-mediated unfolded protein response15/855218/187231.20e-035.88e-0315
GO:00329335EsophagusESCCSREBP signaling pathway13/855215/187231.31e-036.26e-0313
GO:004355513EsophagusESCCregulation of translation in response to stress16/855220/187231.85e-038.40e-0316
GO:00607119EsophagusESCClabyrinthine layer development30/855244/187232.14e-039.54e-0330
GO:00601357EsophagusESCCmaternal process involved in female pregnancy40/855262/187232.14e-039.54e-0340
GO:004355813EsophagusESCCregulation of translational initiation in response to stress12/855214/187232.51e-031.08e-0212
GO:006071310EsophagusESCClabyrinthine layer morphogenesis17/855222/187232.60e-031.11e-0217
GO:00715015EsophagusESCCcellular response to sterol depletion13/855216/187234.05e-031.62e-0213
GO:00481947EsophagusESCCGolgi vesicle budding9/855210/187235.09e-031.92e-029
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:00069914EsophagusESCCresponse to sterol depletion14/855218/187235.77e-032.14e-0214
GO:00354595EsophagusESCCvesicle cargo loading19/855227/187238.35e-032.95e-0219
GO:00017639EsophagusESCCmorphogenesis of a branching structure106/8552196/187231.08e-023.66e-02106
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:000641312LiverCirrhotictranslational initiation76/4634118/187238.36e-202.18e-1776
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
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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
TMED2SNVMissense_Mutationc.461N>Ap.Arg154Glnp.R154QQ15363protein_codingdeleterious(0.03)benign(0.319)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
TMED2SNVMissense_Mutationc.542T>Ap.Val181Aspp.V181DQ15363protein_codingdeleterious(0)probably_damaging(0.912)TCGA-BH-A1F5-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMED2SNVMissense_Mutationc.142G>Cp.Glu48Glnp.E48QQ15363protein_codingtolerated(0.2)possibly_damaging(0.654)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
TMED2SNVMissense_Mutationnovelc.253C>Gp.His85Aspp.H85DQ15363protein_codingtolerated(0.09)benign(0.022)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMED2SNVMissense_Mutationc.319N>Tp.Met107Leup.M107LQ15363protein_codingtolerated(0.15)benign(0.046)TCGA-AA-3684-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TMED2SNVMissense_Mutationc.299C>Tp.Thr100Ilep.T100IQ15363protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMED2SNVMissense_Mutationc.131G>Ap.Gly44Aspp.G44DQ15363protein_codingdeleterious(0.04)possibly_damaging(0.876)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
TMED2SNVMissense_Mutationnovelc.532C>Tp.Leu178Phep.L178FQ15363protein_codingtolerated(0.4)benign(0.023)TCGA-4E-A92E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMED2SNVMissense_Mutationnovelc.130G>Tp.Gly44Cysp.G44CQ15363protein_codingdeleterious(0.03)probably_damaging(0.983)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMED2SNVMissense_Mutationc.272A>Gp.Lys91Argp.K91RQ15363protein_codingtolerated(0.29)benign(0.022)TCGA-AP-A056-01Endometriumuterine 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
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