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: TNNI3

Gene summary for TNNI3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNNI3

Gene ID

7137

Gene nametroponin I3, cardiac type
Gene AliasCMD1FF
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

P19429


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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
7137TNNI3LZE24THumanEsophagusESCC4.03e-041.44e-010.0596
7137TNNI3LZE6THumanEsophagusESCC3.57e-073.77e-010.0845
7137TNNI3P2T-EHumanEsophagusESCC3.75e-039.09e-020.1177
7137TNNI3P8T-EHumanEsophagusESCC4.44e-081.77e-010.0889
7137TNNI3P11T-EHumanEsophagusESCC7.17e-073.96e-010.1426
7137TNNI3P15T-EHumanEsophagusESCC1.27e-031.34e-010.1149
7137TNNI3P17T-EHumanEsophagusESCC8.80e-031.84e-010.1278
7137TNNI3P21T-EHumanEsophagusESCC3.89e-122.29e-010.1617
7137TNNI3P26T-EHumanEsophagusESCC3.87e-345.45e-010.1276
7137TNNI3P28T-EHumanEsophagusESCC7.98e-132.79e-010.1149
7137TNNI3P36T-EHumanEsophagusESCC1.18e-022.68e-010.1187
7137TNNI3P37T-EHumanEsophagusESCC3.92e-258.08e-010.1371
7137TNNI3P42T-EHumanEsophagusESCC4.16e-022.04e-010.1175
7137TNNI3P52T-EHumanEsophagusESCC1.88e-041.29e-010.1555
7137TNNI3P57T-EHumanEsophagusESCC9.44e-071.83e-010.0926
7137TNNI3P74T-EHumanEsophagusESCC5.32e-051.64e-010.1479
7137TNNI3P76T-EHumanEsophagusESCC9.20e-061.65e-010.1207
7137TNNI3P80T-EHumanEsophagusESCC7.84e-288.15e-010.155
7137TNNI3P82T-EHumanEsophagusESCC1.60e-033.98e-010.1072
7137TNNI3P83T-EHumanEsophagusESCC2.08e-031.99e-010.1738
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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
∗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:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0541538EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
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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
TNNI3SNVMissense_Mutationrs104894727c.586N>Ap.Asp196Asnp.D196NP19429protein_codingdeleterious(0)possibly_damaging(0.679)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNNI3SNVMissense_Mutationc.350N>Gp.Lys117Argp.K117RP19429protein_codingtolerated(0.09)benign(0.03)TCGA-B6-A0RP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TNNI3SNVMissense_Mutationrs727504268c.625N>Ap.Glu209Lysp.E209KP19429protein_codingdeleterious(0)possibly_damaging(0.899)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
TNNI3SNVMissense_Mutationc.56N>Cp.Ile19Thrp.I19TP19429protein_codingtolerated(0.22)benign(0.011)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNNI3SNVMissense_Mutationrs730881069c.407N>Ap.Arg136Glnp.R136QP19429protein_codingtolerated(0.17)possibly_damaging(0.775)TCGA-LL-A7T0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TNNI3SNVMissense_Mutationrs371000425c.308G>Ap.Arg103Hisp.R103HP19429protein_codingdeleterious(0.01)benign(0.318)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TNNI3SNVMissense_Mutationnovelc.82N>Ap.Ala28Thrp.A28TP19429protein_codingtolerated(0.26)possibly_damaging(0.525)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNNI3SNVMissense_Mutationrs104894729c.575N>Ap.Arg192Hisp.R192HP19429protein_codingdeleterious(0)probably_damaging(0.994)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNNI3SNVMissense_Mutationc.403C>Ap.Leu135Ilep.L135IP19429protein_codingtolerated(0.06)possibly_damaging(0.673)TCGA-DC-6158-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
TNNI3SNVMissense_Mutationnovelc.606G>Tp.Glu202Aspp.E202DP19429protein_codingtolerated(0.23)probably_damaging(0.967)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
7137TNNI3DRUGGABLE GENOMEPURPUROGALLINPURPUROGALLIN
7137TNNI3DRUGGABLE GENOMEPYROGALLOL REDPYROGALLOL RED
7137TNNI3DRUGGABLE GENOMENSC-107022CHEMBL1601846
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