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: TMEM40

Gene summary for TMEM40

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM40

Gene ID

55287

Gene nametransmembrane protein 40
Gene AliasTMEM40
Cytomap3p25.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

B4DXI0


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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
55287TMEM40LZE4THumanEsophagusESCC1.44e-103.37e-010.0811
55287TMEM40LZE8THumanEsophagusESCC3.83e-072.06e-010.067
55287TMEM40LZE24THumanEsophagusESCC1.33e-114.70e-010.0596
55287TMEM40P1T-EHumanEsophagusESCC1.68e-031.72e-010.0875
55287TMEM40P2T-EHumanEsophagusESCC4.16e-021.43e-010.1177
55287TMEM40P4T-EHumanEsophagusESCC1.64e-166.31e-010.1323
55287TMEM40P5T-EHumanEsophagusESCC1.34e-541.30e+000.1327
55287TMEM40P8T-EHumanEsophagusESCC6.68e-112.54e-010.0889
55287TMEM40P9T-EHumanEsophagusESCC4.81e-061.65e-010.1131
55287TMEM40P10T-EHumanEsophagusESCC1.22e-078.95e-020.116
55287TMEM40P11T-EHumanEsophagusESCC1.04e-035.39e-010.1426
55287TMEM40P12T-EHumanEsophagusESCC4.29e-174.85e-010.1122
55287TMEM40P15T-EHumanEsophagusESCC3.33e-084.25e-010.1149
55287TMEM40P16T-EHumanEsophagusESCC1.67e-102.97e-020.1153
55287TMEM40P20T-EHumanEsophagusESCC3.00e-041.81e-010.1124
55287TMEM40P21T-EHumanEsophagusESCC1.89e-022.01e-010.1617
55287TMEM40P22T-EHumanEsophagusESCC5.98e-077.13e-020.1236
55287TMEM40P23T-EHumanEsophagusESCC2.22e-217.79e-010.108
55287TMEM40P26T-EHumanEsophagusESCC3.58e-093.68e-010.1276
55287TMEM40P27T-EHumanEsophagusESCC7.61e-152.45e-010.1055
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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
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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
TMEM40SNVMissense_Mutationrs758550120c.247G>Ap.Gly83Argp.G83RQ8WWA1protein_codingtolerated_low_confidence(0.44)benign(0.001)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TMEM40insertionNonsense_Mutationnovelc.627_628insGGAATGGCTAAATCAAGCTAATTAACATATGTATCCCTCACAp.Arg209_Ile210insGlyMetAlaLysSerSerTerLeuThrTyrValSerLeuThrp.R209_I210insGMAKSS*LTYVSLTQ8WWA1protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM40SNVMissense_Mutationc.290A>Tp.Asn97Ilep.N97IQ8WWA1protein_codingtolerated_low_confidence(0.16)benign(0.281)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM40SNVMissense_Mutationrs201284335c.490N>Ap.Val164Ilep.V164IQ8WWA1protein_codingtolerated(0.1)benign(0.012)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM40SNVMissense_Mutationc.557C>Ap.Ser186Tyrp.S186YQ8WWA1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM40SNVMissense_Mutationc.557N>Ap.Ser186Tyrp.S186YQ8WWA1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM40SNVMissense_Mutationnovelc.149C>Ap.Ser50Tyrp.S50YQ8WWA1protein_codingdeleterious_low_confidence(0)possibly_damaging(0.571)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
TMEM40SNVMissense_Mutationnovelc.81N>Tp.Glu27Aspp.E27DQ8WWA1protein_codingtolerated_low_confidence(0.06)benign(0.011)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMEM40SNVMissense_Mutationc.220N>Tp.Asp74Tyrp.D74YQ8WWA1protein_codingdeleterious_low_confidence(0)possibly_damaging(0.874)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TMEM40SNVMissense_Mutationnovelc.149C>Ap.Ser50Tyrp.S50YQ8WWA1protein_codingdeleterious_low_confidence(0)possibly_damaging(0.571)TCGA-D1-A16X-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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