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: TMEM9

Gene summary for TMEM9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM9

Gene ID

252839

Gene nametransmembrane protein 9
Gene AliasDERM4
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

A0A024R967


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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
252839TMEM9HTA11_3410_2000001011HumanColorectumAD6.69e-051.42e-010.0155
252839TMEM9HTA11_1938_2000001011HumanColorectumAD5.76e-083.29e-01-0.0811
252839TMEM9HTA11_347_2000001011HumanColorectumAD2.98e-051.65e-01-0.1954
252839TMEM9HTA11_3361_2000001011HumanColorectumAD2.12e-022.45e-01-0.1207
252839TMEM9HTA11_696_2000001011HumanColorectumAD1.97e-112.51e-01-0.1464
252839TMEM9HTA11_1391_2000001011HumanColorectumAD1.09e-113.88e-01-0.059
252839TMEM9HTA11_866_3004761011HumanColorectumAD4.91e-194.22e-010.096
252839TMEM9HTA11_4255_2000001011HumanColorectumSER1.98e-064.19e-010.0446
252839TMEM9HTA11_7663_2000001011HumanColorectumSER2.09e-053.12e-010.0131
252839TMEM9HTA11_10711_2000001011HumanColorectumAD1.76e-072.89e-010.0338
252839TMEM9HTA11_7696_3000711011HumanColorectumAD5.60e-092.43e-010.0674
252839TMEM9HTA11_6818_2000001011HumanColorectumAD6.78e-042.70e-010.0112
252839TMEM9HTA11_6818_2000001021HumanColorectumAD1.38e-114.67e-010.0588
252839TMEM9HTA11_99999970781_79442HumanColorectumMSS1.66e-184.02e-010.294
252839TMEM9HTA11_99999965062_69753HumanColorectumMSI-H1.15e-056.10e-010.3487
252839TMEM9HTA11_99999965104_69814HumanColorectumMSS6.85e-103.18e-010.281
252839TMEM9HTA11_99999971662_82457HumanColorectumMSS3.09e-276.41e-010.3859
252839TMEM9HTA11_99999974143_84620HumanColorectumMSS7.00e-132.93e-010.3005
252839TMEM9AEH-subject1HumanEndometriumAEH5.28e-15-3.73e-01-0.3059
252839TMEM9AEH-subject2HumanEndometriumAEH2.99e-16-3.90e-01-0.2525
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000703313Oral cavityLPvacuole organization79/4623180/187231.26e-084.74e-0779
GO:000724917Oral cavityLPI-kappaB kinase/NF-kappaB signaling110/4623281/187234.94e-081.70e-06110
GO:000703213Oral cavityLPendosome organization41/462382/187236.46e-071.73e-0541
GO:0045861110Oral cavityLPnegative regulation of proteolysis122/4623351/187231.32e-052.34e-04122
GO:001648513Oral cavityLPprotein processing83/4623225/187232.87e-054.52e-0483
GO:190382813Oral cavityLPnegative regulation of cellular protein localization49/4623117/187233.18e-054.89e-0449
GO:004206313Oral cavityLPgliogenesis104/4623301/187237.21e-059.49e-04104
GO:001604918Oral cavityLPcell growth155/4623482/187231.08e-041.31e-03155
GO:000704211Oral cavityLPlysosomal lumen acidification9/462311/187231.13e-041.35e-039
GO:000704011Oral cavityLPlysosome organization33/462374/187231.44e-041.65e-0333
GO:008017111Oral cavityLPlytic vacuole organization33/462374/187231.44e-041.65e-0333
GO:000155817Oral cavityLPregulation of cell growth134/4623414/187232.25e-042.41e-03134
GO:00357511Oral cavityLPregulation of lysosomal lumen pH11/462316/187232.52e-042.63e-0311
GO:001000111Oral cavityLPglial cell differentiation78/4623225/187234.82e-044.52e-0378
GO:001605515Oral cavityLPWnt signaling pathway140/4623444/187235.80e-045.35e-03140
GO:190331711Oral cavityLPregulation of protein maturation29/462367/187236.51e-045.90e-0329
GO:019873815Oral cavityLPcell-cell signaling by wnt140/4623446/187237.12e-046.38e-03140
GO:007061311Oral cavityLPregulation of protein processing28/462365/187238.77e-047.59e-0328
GO:00109551Oral cavityLPnegative regulation of protein processing15/462329/187231.55e-031.20e-0215
GO:19033181Oral cavityLPnegative regulation of protein maturation15/462329/187231.55e-031.20e-0215
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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
TMEM9SNVMissense_Mutationc.377C>Gp.Thr126Serp.T126Sprotein_codingtolerated(1)benign(0.427)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMEM9SNVMissense_Mutationrs776119463c.529A>Gp.Thr177Alap.T177Aprotein_codingdeleterious(0.04)probably_damaging(0.983)TCGA-CK-5914-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TMEM9SNVMissense_Mutationnovelc.458N>Ap.Ala153Glup.A153Eprotein_codingdeleterious(0.01)possibly_damaging(0.798)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
TMEM9SNVMissense_Mutationnovelc.532G>Tp.Val178Phep.V178Fprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM9SNVMissense_Mutationnovelc.181G>Ap.Val61Metp.V61Mprotein_codingdeleterious(0.04)possibly_damaging(0.554)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM9SNVMissense_Mutationc.538G>Ap.Asp180Asnp.D180Nprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
TMEM9SNVMissense_Mutationrs746735599c.452C>Tp.Pro151Leup.P151Lprotein_codingdeleterious(0.04)benign(0.017)TCGA-B5-A11H-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVHormone TherapymegaceSD
TMEM9SNVMissense_Mutationnovelc.238N>Ap.Glu80Lysp.E80Kprotein_codingtolerated(0.07)probably_damaging(0.993)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM9SNVMissense_Mutationnovelc.519G>Tp.Glu173Aspp.E173Dprotein_codingdeleterious(0)probably_damaging(0.983)TCGA-BG-A3EW-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM9SNVMissense_Mutationc.5N>Tp.Lys2Metp.K2Mprotein_codingdeleterious_low_confidence(0)probably_damaging(0.984)TCGA-D1-A15X-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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