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: TMCO3

Gene summary for TMCO3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMCO3

Gene ID

55002

Gene nametransmembrane and coiled-coil domains 3
Gene AliasC13orf11
Cytomap13q34
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024RE09


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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
55002TMCO3C06HumanOral cavityOSCC3.60e-101.31e+000.2699
55002TMCO3C08HumanOral cavityOSCC2.28e-214.54e-010.1919
55002TMCO3C09HumanOral cavityOSCC1.29e-124.71e-010.1431
55002TMCO3LN46HumanOral cavityOSCC8.63e-032.56e-010.1666
55002TMCO3LP15HumanOral cavityLP1.68e-028.09e-010.2174
55002TMCO3SYSMH1HumanOral cavityOSCC1.44e-102.58e-010.1127
55002TMCO3SYSMH2HumanOral cavityOSCC5.42e-052.54e-010.2326
55002TMCO3SYSMH3HumanOral cavityOSCC1.52e-021.30e-010.2442
55002TMCO3SYSMH5HumanOral cavityOSCC9.85e-031.09e-010.0647
55002TMCO3SYSMH6HumanOral cavityOSCC6.17e-122.96e-010.1275
55002TMCO3P5_S10_cSCCHumanSkincSCC7.68e-037.75e-02-0.299
55002TMCO3P1_cSCCHumanSkincSCC1.42e-053.50e-010.0292
55002TMCO3P2_cSCCHumanSkincSCC4.16e-092.66e-01-0.024
55002TMCO3P4_cSCCHumanSkincSCC1.12e-021.89e-01-0.00290000000000005
55002TMCO3P10_cSCCHumanSkincSCC1.68e-176.05e-010.1017
55002TMCO3male-WTAHumanThyroidPTC2.50e-021.27e-020.1037
55002TMCO3PTC01HumanThyroidPTC2.81e-021.67e-020.1899
55002TMCO3PTC04HumanThyroidPTC5.81e-068.40e-020.1927
55002TMCO3PTC06HumanThyroidPTC1.60e-051.11e-010.2057
55002TMCO3PTC07HumanThyroidPTC4.69e-043.78e-020.2044
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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
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:19026007LiverHCCproton transmembrane transport87/7958157/187237.27e-044.42e-0387
GO:1902600110SkincSCCproton transmembrane transport57/4864157/187232.66e-031.50e-0257
GO:1902600111ThyroidPTCproton transmembrane transport72/5968157/187231.64e-041.26e-0372
GO:190260032ThyroidATCproton transmembrane transport73/6293157/187235.25e-043.06e-0373
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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
TMCO3SNVMissense_Mutationc.1915N>Tp.Arg639Trpp.R639WQ6UWJ1protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
TMCO3SNVMissense_Mutationc.1492G>Cp.Glu498Glnp.E498QQ6UWJ1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMCO3SNVMissense_Mutationc.583G>Cp.Glu195Glnp.E195QQ6UWJ1protein_codingtolerated(0.09)possibly_damaging(0.601)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
TMCO3SNVMissense_Mutationrs755051458c.139N>Tp.Arg47Trpp.R47WQ6UWJ1protein_codingdeleterious(0.01)benign(0.405)TCGA-D8-A1XZ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone Therapytamoxiphen+anastrozolumSD
TMCO3SNVMissense_Mutationc.746A>Tp.Gln249Leup.Q249LQ6UWJ1protein_codingtolerated(0.19)benign(0.039)TCGA-E2-A1LB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TMCO3SNVMissense_Mutationc.1390N>Gp.Leu464Valp.L464VQ6UWJ1protein_codingtolerated(0.08)possibly_damaging(0.46)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TMCO3insertionFrame_Shift_Insnovelc.1183_1184insCTTCACAAAAGCTCAGCTCTGCCTCCTTp.Val395AlafsTer21p.V395Afs*21Q6UWJ1protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
TMCO3SNVMissense_Mutationrs761196028c.1888C>Tp.Arg630Trpp.R630WQ6UWJ1protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMCO3SNVMissense_Mutationnovelc.1730N>Tp.Thr577Metp.T577MQ6UWJ1protein_codingdeleterious(0.01)possibly_damaging(0.863)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMCO3SNVMissense_Mutationrs550159257c.1906G>Ap.Val636Ilep.V636IQ6UWJ1protein_codingtolerated(1)benign(0)TCGA-A6-6780-01Colorectumcolon 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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