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: TNNI2

Gene summary for TNNI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNNI2

Gene ID

7136

Gene nametroponin I2, fast skeletal type
Gene AliasAMCD2B
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P48788


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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
7136TNNI2C30HumanOral cavityOSCC9.69e-196.77e-010.3055
7136TNNI2C08HumanOral cavityOSCC3.90e-03-2.84e-010.1919
7136TNNI2C09HumanOral cavityOSCC2.35e-361.79e+000.1431
7136TNNI2EOLP-2HumanOral cavityEOLP1.88e-02-3.28e-01-0.0203
7136TNNI2SYSMH2HumanOral cavityOSCC3.05e-18-3.62e-030.2326
7136TNNI2P1_cSCCHumanSkincSCC1.58e-023.44e-010.0292
7136TNNI2P4_cSCCHumanSkincSCC5.14e-031.57e-01-0.00290000000000005
7136TNNI2cSCC_p11HumanSkincSCC3.02e-071.77e-01-0.2102
7136TNNI2cSCC_p4HumanSkincSCC5.03e-082.51e-01-0.2022
7136TNNI2cSCC_p9HumanSkincSCC3.33e-101.99e-01-0.1991
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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
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
∗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:00030128Oral cavityEOLPmuscle system process71/2218452/187237.83e-033.73e-0271
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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
TNNI2SNVMissense_Mutationrs104894311c.521G>Ap.Arg174Glnp.R174QP48788protein_codingdeleterious(0)probably_damaging(0.981)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TNNI2SNVMissense_Mutationnovelc.288N>Ap.Met96Ilep.M96IP48788protein_codingdeleterious(0)benign(0.027)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TNNI2SNVMissense_Mutationrs774378823c.467N>Ap.Arg156Glnp.R156QP48788protein_codingtolerated(0.08)benign(0.347)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TNNI2SNVMissense_Mutationrs754224223c.208N>Ap.Ala70Thrp.A70TP48788protein_codingtolerated(0.28)benign(0.084)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TNNI2SNVMissense_Mutationc.88N>Ap.Leu30Metp.L30MP48788protein_codingdeleterious(0.04)possibly_damaging(0.896)TCGA-EI-7004-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyxelodaSD
TNNI2SNVMissense_Mutationnovelc.310C>Tp.Arg104Trpp.R104WP48788protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
TNNI2SNVMissense_Mutationnovelc.304G>Ap.Asp102Asnp.D102NP48788protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TNNI2SNVMissense_Mutationc.206A>Gp.His69Argp.H69RP48788protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TNNI2SNVMissense_Mutationc.217G>Ap.Asp73Asnp.D73NP48788protein_codingdeleterious(0.04)possibly_damaging(0.673)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TNNI2SNVMissense_Mutationc.71A>Gp.Gln24Argp.Q24RP48788protein_codingtolerated(0.11)benign(0.427)TCGA-BS-A0TJ-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
7136TNNI2NAactivatorCHEMBL3039529TIRASEMTIV
7136TNNI2NATIRAMSETIV
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