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: TNNT1

Gene summary for TNNT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNNT1

Gene ID

7138

Gene nametroponin T1, slow skeletal type
Gene AliasANM
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P13805


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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
7138TNNT1GSM4909281HumanBreastIDC1.25e-557.80e-010.21
7138TNNT1GSM4909285HumanBreastIDC3.12e-213.83e-010.21
7138TNNT1GSM4909286HumanBreastIDC6.67e-304.49e-010.1081
7138TNNT1GSM4909291HumanBreastIDC9.98e-184.52e-010.1753
7138TNNT1GSM4909292HumanBreastIDC1.29e-043.94e-010.1236
7138TNNT1GSM4909297HumanBreastIDC4.70e-236.27e-010.1517
7138TNNT1GSM4909298HumanBreastIDC7.43e-759.48e-010.1551
7138TNNT1GSM4909304HumanBreastIDC9.86e-536.71e-010.1636
7138TNNT1GSM4909305HumanBreastIDC5.57e-102.51e-010.0436
7138TNNT1GSM4909306HumanBreastIDC3.58e-224.89e-010.1564
7138TNNT1GSM4909307HumanBreastIDC5.45e-143.44e-010.1569
7138TNNT1GSM4909308HumanBreastIDC1.70e-426.34e-010.158
7138TNNT1GSM4909309HumanBreastIDC9.14e-061.78e-010.0483
7138TNNT1GSM4909315HumanBreastIDC5.93e-631.16e+000.21
7138TNNT1GSM4909316HumanBreastIDC1.21e-125.85e-010.21
7138TNNT1GSM4909317HumanBreastIDC1.63e-028.75e-020.1355
7138TNNT1GSM4909319HumanBreastIDC1.81e-166.17e-010.1563
7138TNNT1GSM4909320HumanBreastIDC5.41e-135.77e-010.1575
7138TNNT1GSM4909321HumanBreastIDC2.26e-144.75e-010.1559
7138TNNT1M5HumanBreastIDC1.98e-177.47e-010.1598
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00426923BreastIDCmuscle cell differentiation44/1434384/187234.77e-033.66e-0244
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:00511463BreastIDCstriated muscle cell differentiation34/1434283/187236.00e-034.31e-0234
GO:000301212BreastDCISmuscle system process50/1390452/187233.02e-032.57e-0250
GO:004269211BreastDCISmuscle cell differentiation43/1390384/187234.56e-033.49e-0243
GO:00310328BreastDCISactomyosin structure organization25/1390196/187235.59e-034.06e-0225
GO:005114611BreastDCISstriated muscle cell differentiation33/1390283/187236.63e-034.62e-0233
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:00511464CervixCCstriated muscle cell differentiation50/2311283/187235.53e-033.19e-0250
GO:00902578CervixCCregulation of muscle system process45/2311252/187236.73e-033.70e-0245
GO:00435024CervixCCregulation of muscle adaptation21/231198/187237.71e-034.09e-0221
GO:005114612CervixHSIL_HPVstriated muscle cell differentiation22/737283/187231.94e-032.04e-0222
GO:003103219EsophagusESCCactomyosin structure organization108/8552196/187234.86e-031.88e-02108
GO:003103222LiverHCCactomyosin structure organization109/7958196/187231.39e-041.13e-03109
GO:00426927Oral cavityOSCCmuscle cell differentiation175/7305384/187234.79e-031.92e-02175
GO:003103217Oral cavityOSCCactomyosin structure organization93/7305196/187239.63e-033.41e-0293
GO:004269214Oral cavityEOLPmuscle cell differentiation77/2218384/187232.18e-064.91e-0577
GO:00511467Oral cavityEOLPstriated muscle cell differentiation57/2218283/187233.82e-055.25e-0457
GO:003103218Oral cavityEOLPactomyosin structure organization39/2218196/187237.64e-046.12e-0339
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa048145Oral cavityNEOLPMotor proteins37/1112193/84651.06e-023.54e-022.22e-0237
hsa0481412Oral cavityNEOLPMotor proteins37/1112193/84651.06e-023.54e-022.22e-0237
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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
TNNT1SNVMissense_Mutationc.406N>Ap.Glu136Lysp.E136KP13805protein_codingdeleterious(0.01)possibly_damaging(0.798)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TNNT1SNVMissense_Mutationrs763320583c.348N>Ap.Phe116Leup.F116LP13805protein_codingtolerated(0.09)benign(0.168)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TNNT1SNVMissense_Mutationc.116N>Ap.Arg39Hisp.R39HP13805protein_codingdeleterious(0)probably_damaging(0.964)TCGA-WT-AB41-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TNNT1insertionFrame_Shift_Insnovelc.797_798insTGTTp.Lys266AsnfsTer38p.K266Nfs*38P13805protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TNNT1SNVMissense_Mutationc.370N>Tp.Arg124Cysp.R124CP13805protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNNT1SNVMissense_Mutationc.673G>Ap.Glu225Lysp.E225KP13805protein_codingdeleterious(0)probably_damaging(0.991)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TNNT1SNVMissense_Mutationnovelc.41N>Gp.Pro14Argp.P14RP13805protein_codingtolerated_low_confidence(0.51)benign(0.01)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TNNT1SNVMissense_Mutationc.131N>Ap.Arg44Hisp.R44HP13805protein_codingdeleterious(0.05)possibly_damaging(0.893)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNNT1SNVMissense_Mutationc.723N>Tp.Met241Ilep.M241IP13805protein_codingtolerated(0.43)benign(0.079)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNNT1SNVMissense_Mutationc.370C>Tp.Arg124Cysp.R124CP13805protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-CA-5255-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
7138TNNT1NATIRAMSETIV
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