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: TMC6

Gene summary for TMC6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMC6

Gene ID

11322

Gene nametransmembrane channel like 6
Gene AliasEV1
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R8V2


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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
11322TMC6LZE4THumanEsophagusESCC2.93e-111.90e-010.0811
11322TMC6LZE5THumanEsophagusESCC1.04e-053.20e-010.0514
11322TMC6LZE7THumanEsophagusESCC3.55e-134.78e-010.0667
11322TMC6LZE8THumanEsophagusESCC5.57e-103.14e-010.067
11322TMC6LZE20THumanEsophagusESCC4.22e-042.08e-010.0662
11322TMC6LZE21D1HumanEsophagusHGIN6.35e-032.88e-010.0632
11322TMC6LZE22D1HumanEsophagusHGIN1.92e-041.95e-010.0595
11322TMC6LZE24THumanEsophagusESCC3.80e-202.81e-010.0596
11322TMC6LZE21THumanEsophagusESCC7.35e-103.66e-010.0655
11322TMC6LZE6THumanEsophagusESCC2.44e-062.83e-010.0845
11322TMC6P1T-EHumanEsophagusESCC2.73e-124.83e-010.0875
11322TMC6P2T-EHumanEsophagusESCC4.44e-081.64e-010.1177
11322TMC6P4T-EHumanEsophagusESCC1.40e-162.24e-010.1323
11322TMC6P5T-EHumanEsophagusESCC4.31e-061.20e-010.1327
11322TMC6P8T-EHumanEsophagusESCC5.17e-274.65e-010.0889
11322TMC6P9T-EHumanEsophagusESCC2.87e-202.23e-010.1131
11322TMC6P10T-EHumanEsophagusESCC4.30e-101.49e-010.116
11322TMC6P11T-EHumanEsophagusESCC1.23e-168.87e-010.1426
11322TMC6P12T-EHumanEsophagusESCC1.02e-315.05e-010.1122
11322TMC6P15T-EHumanEsophagusESCC2.25e-295.40e-010.1149
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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
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
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
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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
TMC6SNVMissense_Mutationrs185225783c.712N>Ap.Gly238Argp.G238RQ7Z403protein_codingdeleterious(0)possibly_damaging(0.552)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TMC6deletionIn_Frame_Delc.384_398delNNNNNNNNNNNNNNNp.Arg129_Leu133delp.R129_L133delQ7Z403protein_codingTCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
TMC6SNVMissense_Mutationrs750556964c.1333N>Ap.Ala445Thrp.A445TQ7Z403protein_codingtolerated(0.7)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMC6SNVMissense_Mutationnovelc.272G>Tp.Gly91Valp.G91VQ7Z403protein_codingdeleterious(0)possibly_damaging(0.826)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMC6SNVMissense_Mutationc.1380N>Gp.Ile460Metp.I460MQ7Z403protein_codingtolerated(0.23)benign(0.396)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMC6SNVMissense_Mutationnovelc.2149T>Cp.Tyr717Hisp.Y717HQ7Z403protein_codingtolerated(0.53)benign(0.003)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMC6SNVMissense_Mutationrs746180217c.1951G>Ap.Val651Ilep.V651IQ7Z403protein_codingtolerated(0.43)benign(0.009)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMC6SNVMissense_Mutationrs774998109c.2108N>Tp.Ala703Valp.A703VQ7Z403protein_codingdeleterious(0.04)benign(0.012)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMC6SNVMissense_Mutationrs148239603c.1916N>Tp.Pro639Leup.P639LQ7Z403protein_codingdeleterious(0)probably_damaging(0.986)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMC6SNVMissense_Mutationrs551782028c.1192C>Tp.Arg398Cysp.R398CQ7Z403protein_codingdeleterious(0)possibly_damaging(0.786)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=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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