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: TNNT2

Gene summary for TNNT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNNT2

Gene ID

7139

Gene nametroponin T2, cardiac type
Gene AliasCMD1D
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0003007

UniProtAcc

P45379


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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
7139TNNT2C08HumanOral cavityOSCC6.57e-112.20e-010.1919
7139TNNT2SYSMH5HumanOral cavityOSCC2.09e-051.57e+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:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
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:005134618Oral cavityOSCCnegative regulation of hydrolase activity182/7305379/187231.98e-041.32e-03182
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00327815Oral cavityOSCCpositive regulation of ATPase activity18/730527/187233.34e-031.42e-0218
GO:00426927Oral cavityOSCCmuscle cell differentiation175/7305384/187234.79e-031.92e-02175
GO:00434626Oral cavityOSCCregulation of ATPase activity27/730546/187235.33e-032.07e-0227
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
GO:003103217Oral cavityOSCCactomyosin structure organization93/7305196/187239.63e-033.41e-0293
GO:0051764Oral cavityOSCCactin crosslink formation10/730514/187231.44e-024.69e-0210
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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
TNNT2SNVMissense_Mutationc.155N>Ap.Arg52Lysp.R52KP45379protein_codingtolerated(0.81)benign(0)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TNNT2SNVMissense_Mutationc.419N>Ap.Arg140Hisp.R140HP45379protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D8-A1Y2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TNNT2SNVMissense_Mutationrs730881123c.472N>Tp.Arg158Trpp.R158WP45379protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A0VK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
TNNT2SNVMissense_Mutationc.259C>Tp.Pro87Serp.P87SP45379protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNNT2SNVMissense_Mutationrs121964856c.305G>Tp.Arg102Leup.R102LP45379protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TNNT2SNVMissense_Mutationnovelc.326T>Cp.Leu109Prop.L109PP45379protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
TNNT2SNVMissense_Mutationc.284T>Ap.Val95Glup.V95EP45379protein_codingdeleterious(0)probably_damaging(0.982)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
TNNT2SNVMissense_Mutationrs730881123c.472C>Tp.Arg158Trpp.R158WP45379protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
TNNT2SNVMissense_Mutationrs397516465c.445N>Tp.Arg149Cysp.R149CP45379protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TNNT2SNVMissense_Mutationrs757664792c.865N>Ap.Gly289Argp.G289RP45379protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
7139TNNT2DRUGGABLE GENOMEPYROGALLOL REDPYROGALLOL RED
7139TNNT2DRUGGABLE GENOMEPURPUROGALLINPURPUROGALLIN
7139TNNT2DRUGGABLE GENOMETIRAMSETIV
7139TNNT2DRUGGABLE GENOMENSC-107022CHEMBL1601846
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