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: TNNC1

Gene summary for TNNC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNNC1

Gene ID

7134

Gene nametroponin C1, slow skeletal and cardiac type
Gene AliasCMD1Z
Cytomap3p21.1
Gene Typeprotein-coding
GO ID

GO:0002086

UniProtAcc

P63316


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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
7134TNNC1C09HumanOral cavityOSCC4.87e-049.85e-020.1431
7134TNNC1SYSMH5HumanOral cavityOSCC8.47e-052.11e+000.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003238615Oral cavityOSCCregulation of intracellular transport218/7305337/187236.91e-221.41e-19218
GO:003297020Oral cavityOSCCregulation of actin filament-based process209/7305397/187231.89e-083.72e-07209
GO:001003820Oral cavityOSCCresponse to metal ion188/7305373/187234.34e-065.00e-05188
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00434626Oral cavityOSCCregulation of ATPase activity27/730546/187235.33e-032.07e-0227
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
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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
TNNC1SNVMissense_Mutationnovelc.40N>Ap.Glu14Lysp.E14KP63316protein_codingtolerated(0.1)benign(0.013)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
TNNC1SNVMissense_Mutationrs397516849c.445N>Ap.Asp149Asnp.D149NP63316protein_codingtolerated(1)probably_damaging(0.992)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNNC1SNVMissense_Mutationrs796243470c.439N>Tp.Arg147Cysp.R147CP63316protein_codingdeleterious(0)benign(0.413)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
TNNC1SNVMissense_Mutationnovelc.275N>Cp.Lys92Thrp.K92TP63316protein_codingtolerated(0.09)benign(0.086)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TNNC1SNVMissense_Mutationrs730881058c.262N>Ap.Asp88Asnp.D88NP63316protein_codingtolerated(0.21)benign(0.031)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNNC1SNVMissense_Mutationrs397516849c.445N>Ap.Asp149Asnp.D149NP63316protein_codingtolerated(1)probably_damaging(0.992)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TNNC1SNVMissense_Mutationc.271N>Tp.Gly91Trpp.G91WP63316protein_codingdeleterious(0)possibly_damaging(0.752)TCGA-BG-A0M0-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TNNC1SNVMissense_Mutationrs730881064c.73G>Ap.Asp25Asnp.D25NP63316protein_codingtolerated(0.06)benign(0.058)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TNNC1SNVMissense_Mutationc.110N>Ap.Ser37Asnp.S37NP63316protein_codingdeleterious(0)possibly_damaging(0.795)TCGA-EO-A3AU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
TNNC1SNVMissense_Mutationrs796243470c.439N>Tp.Arg147Cysp.R147CP63316protein_codingdeleterious(0)benign(0.413)TCGA-33-4532-01Lunglung squamous cell carcinomaMale>=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
7134TNNC1DRUGGABLE GENOMETIRAMSETIV
7134TNNC1DRUGGABLE GENOMELevosimendanLEVOSIMENDAN
7134TNNC1DRUGGABLE GENOMELEVOSIMENDANLEVOSIMENDAN
7134TNNC1DRUGGABLE GENOMELEVOSIMENDANLEVOSIMENDAN
7134TNNC1DRUGGABLE GENOMEPURPUROGALLINPURPUROGALLIN
7134TNNC1DRUGGABLE GENOMEDihydroxyaluminium
7134TNNC1DRUGGABLE GENOMEBEPRIDILBEPRIDIL
7134TNNC1DRUGGABLE GENOMEPYROGALLOL REDPYROGALLOL RED
7134TNNC1DRUGGABLE GENOMENSC-107022CHEMBL1601846
7134TNNC1DRUGGABLE GENOMEBEPRIDILBEPRIDIL
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