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: TMC4

Gene summary for TMC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMC4

Gene ID

147798

Gene nametransmembrane channel like 4
Gene AliasTMC4
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A087WT65


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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
147798TMC4HTA11_2487_2000001011HumanColorectumSER2.25e-087.27e-01-0.1808
147798TMC4HTA11_78_2000001011HumanColorectumAD1.50e-035.86e-01-0.1088
147798TMC4HTA11_347_2000001011HumanColorectumAD1.25e-187.53e-01-0.1954
147798TMC4HTA11_411_2000001011HumanColorectumSER6.28e-071.25e+00-0.2602
147798TMC4HTA11_83_2000001011HumanColorectumSER2.79e-025.63e-01-0.1526
147798TMC4HTA11_696_2000001011HumanColorectumAD1.76e-167.05e-01-0.1464
147798TMC4HTA11_866_2000001011HumanColorectumAD2.95e-084.70e-01-0.1001
147798TMC4HTA11_1391_2000001011HumanColorectumAD1.31e-066.72e-01-0.059
147798TMC4HTA11_10711_2000001011HumanColorectumAD7.13e-034.96e-010.0338
147798TMC4HTA11_7696_3000711011HumanColorectumAD4.44e-166.72e-010.0674
147798TMC4HTA11_99999965104_69814HumanColorectumMSS2.52e-035.41e-010.281
147798TMC4HTA11_99999974143_84620HumanColorectumMSS1.25e-074.71e-010.3005
147798TMC4A015-C-203HumanColorectumFAP7.12e-251.88e-01-0.1294
147798TMC4A015-C-204HumanColorectumFAP1.60e-021.31e-01-0.0228
147798TMC4A014-C-040HumanColorectumFAP8.59e-043.24e-01-0.1184
147798TMC4A002-C-201HumanColorectumFAP2.54e-101.91e-010.0324
147798TMC4A001-C-119HumanColorectumFAP4.87e-053.04e-01-0.1557
147798TMC4A001-C-108HumanColorectumFAP9.55e-092.24e-02-0.0272
147798TMC4A002-C-205HumanColorectumFAP6.91e-16-6.05e-02-0.1236
147798TMC4A015-C-006HumanColorectumFAP2.25e-124.63e-02-0.0994
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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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
TMC4SNVMissense_Mutationnovelc.1353N>Tp.Gln451Hisp.Q451Hprotein_codingdeleterious(0.02)probably_damaging(0.914)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TMC4SNVMissense_Mutationnovelc.41N>Tp.Ser14Phep.S14Fprotein_codingtolerated_low_confidence(0.22)benign(0.266)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TMC4SNVMissense_Mutationnovelc.800N>Cp.Leu267Prop.L267Pprotein_codingdeleterious(0)probably_damaging(0.967)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TMC4insertionFrame_Shift_Insnovelc.725_726insTp.Phe243LeufsTer219p.F243Lfs*219protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TMC4insertionIn_Frame_Insnovelc.723_724insCGCCATGTTGGCCAGGCTGGTCTCGAACTCCTGATCTCAp.Tyr241_Gly242insArgHisValGlyGlnAlaGlyLeuGluLeuLeuIleSerp.Y241_G242insRHVGQAGLELLISprotein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TMC4insertionIn_Frame_Insnovelc.1658_1659insTCAAAAAGAGAAAACAAACAAACAACAACAACAp.Pro553_Leu554insGlnLysGluLysThrAsnLysGlnGlnGlnHisp.P553_L554insQKEKTNKQQQHprotein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMC4SNVMissense_Mutationnovelc.1876N>Cp.Ser626Prop.S626Pprotein_codingtolerated(0.3)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMC4SNVMissense_Mutationnovelc.1613N>Tp.Ala538Valp.A538Vprotein_codingdeleterious(0)possibly_damaging(0.899)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMC4SNVMissense_Mutationc.992N>Ap.Arg331Hisp.R331Hprotein_codingdeleterious(0.03)benign(0.073)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMC4SNVMissense_Mutationnovelc.1427N>Tp.Trp476Leup.W476Lprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A7CM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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