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: TMED9

Gene summary for TMED9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMED9

Gene ID

54732

Gene nametransmembrane p24 trafficking protein 9
Gene AliasGMP25
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R7M0


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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
54732TMED9GSM4909281HumanBreastIDC4.74e-094.04e-010.21
54732TMED9GSM4909286HumanBreastIDC1.47e-09-3.86e-010.1081
54732TMED9GSM4909288HumanBreastIDC1.75e-06-4.25e-010.0988
54732TMED9GSM4909293HumanBreastIDC1.83e-02-9.76e-020.1581
54732TMED9GSM4909294HumanBreastIDC2.19e-04-2.40e-010.2022
54732TMED9GSM4909296HumanBreastIDC1.73e-084.79e-020.1524
54732TMED9GSM4909297HumanBreastIDC8.06e-17-1.92e-010.1517
54732TMED9GSM4909301HumanBreastIDC4.36e-11-3.45e-010.1577
54732TMED9GSM4909308HumanBreastIDC2.19e-022.59e-010.158
54732TMED9GSM4909309HumanBreastIDC2.67e-02-9.92e-030.0483
54732TMED9GSM4909311HumanBreastIDC3.15e-30-2.72e-010.1534
54732TMED9GSM4909312HumanBreastIDC1.58e-13-3.49e-020.1552
54732TMED9GSM4909313HumanBreastIDC3.34e-02-8.54e-020.0391
54732TMED9GSM4909316HumanBreastIDC7.33e-03-1.70e-010.21
54732TMED9GSM4909318HumanBreastIDC6.53e-03-1.52e-010.2031
54732TMED9GSM4909319HumanBreastIDC1.26e-46-2.60e-020.1563
54732TMED9GSM4909320HumanBreastIDC4.01e-122.41e-010.1575
54732TMED9GSM4909321HumanBreastIDC4.46e-146.61e-020.1559
54732TMED9brca1HumanBreastPrecancer8.16e-175.24e-01-0.0338
54732TMED9brca2HumanBreastPrecancer8.34e-255.26e-01-0.024
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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
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:00069009BreastPrecancervesicle budding from membrane12/108061/187231.61e-042.69e-0312
GO:00481992BreastPrecancervesicle targeting, to, from or within Golgi5/108021/187235.93e-034.21e-025
GO:000690014BreastIDCvesicle budding from membrane12/143461/187232.01e-031.90e-0212
GO:000690022BreastDCISvesicle budding from membrane12/139061/187231.54e-031.54e-0212
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0006900ColorectumADvesicle budding from membrane32/391861/187235.38e-082.81e-0632
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0051650ColorectumADestablishment of vesicle localization57/3918161/187231.47e-053.15e-0457
GO:0051648ColorectumADvesicle localization59/3918177/187237.83e-051.25e-0359
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:0006903ColorectumADvesicle targeting19/391845/187239.94e-049.28e-0319
GO:0048194ColorectumADGolgi vesicle budding7/391810/187231.15e-031.04e-027
GO:0006901ColorectumADvesicle coating9/391817/187233.57e-032.57e-029
GO:00516561ColorectumSERestablishment of organelle localization100/2897390/187231.11e-076.79e-06100
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00069001ColorectumSERvesicle budding from membrane23/289761/187231.95e-055.66e-0423
GO:00516501ColorectumSERestablishment of vesicle localization42/2897161/187233.38e-045.35e-0342
GO:00160501ColorectumSERvesicle organization69/2897300/187233.59e-045.61e-0369
GO:00068881ColorectumSERendoplasmic reticulum to Golgi vesicle-mediated transport34/2897130/187231.13e-031.29e-0234
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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
TMED9SNVMissense_Mutationnovelc.696N>Cp.Lys232Asnp.K232NQ9BVK6protein_codingdeleterious(0)probably_damaging(0.913)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TMED9SNVMissense_Mutationc.475N>Ap.Asp159Asnp.D159NQ9BVK6protein_codingdeleterious(0.02)benign(0.292)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TMED9SNVMissense_Mutationnovelc.506N>Ap.Arg169Glnp.R169QQ9BVK6protein_codingtolerated(0.24)benign(0.206)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMED9SNVMissense_Mutationrs139247267c.70N>Gp.Thr24Alap.T24AQ9BVK6protein_codingtolerated(0.89)benign(0)TCGA-G4-6314-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
TMED9SNVMissense_Mutationnovelc.678N>Tp.Lys226Asnp.K226NQ9BVK6protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMED9SNVMissense_Mutationnovelc.295N>Ap.Ala99Thrp.A99TQ9BVK6protein_codingtolerated(0.07)benign(0.02)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMED9SNVMissense_Mutationnovelc.451G>Tp.Asp151Tyrp.D151YQ9BVK6protein_codingdeleterious(0)possibly_damaging(0.619)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
TMED9SNVMissense_Mutationrs773806110c.604N>Tp.Arg202Trpp.R202WQ9BVK6protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMED9SNVMissense_Mutationc.437G>Ap.Gly146Aspp.G146DQ9BVK6protein_codingdeleterious(0)probably_damaging(0.983)TCGA-BK-A13B-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
TMED9SNVMissense_Mutationnovelc.158A>Gp.Glu53Glyp.E53GQ9BVK6protein_codingdeleterious(0)probably_damaging(0.924)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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