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: TMCC1

Gene summary for TMCC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMCC1

Gene ID

23023

Gene nametransmembrane and coiled-coil domain family 1
Gene AliasTMCC1
Cytomap3q22.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O94876


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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
23023TMCC1CCI_1HumanCervixCC1.80e-121.42e+000.528
23023TMCC1CCI_2HumanCervixCC1.31e-131.36e+000.5249
23023TMCC1CCI_3HumanCervixCC1.11e-382.01e+000.516
23023TMCC1HTA11_3410_2000001011HumanColorectumAD3.61e-11-5.30e-010.0155
23023TMCC1HTA11_866_3004761011HumanColorectumAD7.41e-03-3.40e-010.096
23023TMCC1A002-C-010HumanColorectumFAP9.47e-03-2.17e-020.242
23023TMCC1A001-C-207HumanColorectumFAP3.59e-03-1.46e-010.1278
23023TMCC1A015-C-203HumanColorectumFAP1.44e-31-5.14e-01-0.1294
23023TMCC1A015-C-204HumanColorectumFAP1.01e-03-2.64e-01-0.0228
23023TMCC1A014-C-040HumanColorectumFAP5.32e-07-5.08e-01-0.1184
23023TMCC1A002-C-201HumanColorectumFAP1.60e-12-2.50e-010.0324
23023TMCC1A002-C-203HumanColorectumFAP4.04e-02-7.23e-020.2786
23023TMCC1A001-C-119HumanColorectumFAP1.18e-04-1.41e-01-0.1557
23023TMCC1A001-C-108HumanColorectumFAP1.43e-14-2.60e-01-0.0272
23023TMCC1A002-C-205HumanColorectumFAP1.55e-20-3.31e-01-0.1236
23023TMCC1A001-C-104HumanColorectumFAP2.11e-03-1.49e-010.0184
23023TMCC1A015-C-005HumanColorectumFAP3.04e-03-2.22e-01-0.0336
23023TMCC1A015-C-006HumanColorectumFAP8.40e-17-4.28e-01-0.0994
23023TMCC1A015-C-106HumanColorectumFAP5.96e-15-3.00e-01-0.0511
23023TMCC1A002-C-114HumanColorectumFAP1.15e-18-3.60e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0007032ColorectumADendosome organization33/391882/187235.30e-059.01e-0433
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:00160503ColorectumFAPvesicle organization74/2622300/187235.16e-072.66e-0574
GO:00161973ColorectumFAPendosomal transport56/2622230/187231.79e-054.53e-0456
GO:00070323ColorectumFAPendosome organization20/262282/187238.23e-034.82e-0220
GO:00161974ColorectumCRCendosomal transport49/2078230/187235.07e-062.05e-0449
GO:00160504ColorectumCRCvesicle organization57/2078300/187233.36e-058.57e-0457
GO:00070324ColorectumCRCendosome organization18/207882/187233.37e-032.88e-0218
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:00161975LiverNAFLDendosomal transport41/1882230/187232.02e-043.53e-0341
GO:00160505LiverNAFLDvesicle organization50/1882300/187232.42e-044.06e-0350
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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
TMCC1SNVMissense_Mutationnovelc.1217N>Ap.Gly406Glup.G406EO94876protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A7-A2KD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
TMCC1SNVMissense_Mutationnovelc.1900N>Ap.Leu634Ilep.L634IO94876protein_codingtolerated(0.08)benign(0.188)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMCC1SNVMissense_Mutationc.1173N>Gp.Asp391Glup.D391EO94876protein_codingtolerated(0.1)probably_damaging(0.992)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
TMCC1SNVMissense_Mutationnovelc.1835N>Gp.Val612Glyp.V612GO94876protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-BH-A0BO-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TMCC1SNVMissense_Mutationc.1094N>Cp.Val365Alap.V365AO94876protein_codingdeleterious(0)probably_damaging(0.989)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TMCC1SNVMissense_Mutationc.1045N>Cp.Gly349Argp.G349RO94876protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1PD-01Breastbreast invasive carcinomaMale<65I/IIChemotherapydocetaxelSD
TMCC1deletionFrame_Shift_Delnovelc.354delNp.Thr119GlnfsTer27p.T119Qfs*27O94876protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TMCC1SNVMissense_Mutationrs148011506c.1321N>Ap.Ala441Thrp.A441TO94876protein_codingtolerated(0.24)benign(0.006)TCGA-VS-A8EH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
TMCC1deletionFrame_Shift_Delnovelc.1840delNp.Leu614SerfsTer2p.L614Sfs*2O94876protein_codingTCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TMCC1SNVMissense_Mutationnovelc.146N>Ap.Gly49Aspp.G49DO94876protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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