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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0006900111EsophagusESCCvesicle budding from membrane54/855261/187232.66e-121.07e-1054
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:000644617EsophagusESCCregulation of translational initiation65/855279/187232.04e-117.07e-1065
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:003096818EsophagusESCCendoplasmic reticulum unfolded protein response59/855274/187231.90e-094.36e-0859
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:000184115EsophagusESCCneural tube formation75/8552102/187239.68e-091.95e-0775
GO:000184314EsophagusESCCneural tube closure66/855288/187231.98e-083.82e-0766
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:001402014EsophagusESCCprimary neural tube formation69/855294/187234.22e-087.76e-0769
GO:006060614EsophagusESCCtube closure66/855289/187234.24e-087.76e-0766
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 

Top

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
Page: 1