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: TPM3

Gene summary for TPM3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPM3

Gene ID

7170

Gene nametropomyosin 3
Gene AliasCAPM1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A0A0S2Z4I4


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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
7170TPM3GSM4909282HumanBreastIDC8.99e-114.24e-01-0.0288
7170TPM3GSM4909285HumanBreastIDC3.13e-042.44e-010.21
7170TPM3GSM4909287HumanBreastIDC3.04e-114.74e-010.2057
7170TPM3GSM4909293HumanBreastIDC4.41e-448.15e-010.1581
7170TPM3GSM4909294HumanBreastIDC1.33e-052.69e-010.2022
7170TPM3GSM4909296HumanBreastIDC2.92e-06-1.28e-010.1524
7170TPM3GSM4909297HumanBreastIDC2.86e-09-9.41e-020.1517
7170TPM3GSM4909298HumanBreastIDC6.71e-032.20e-010.1551
7170TPM3GSM4909304HumanBreastIDC9.11e-043.27e-010.1636
7170TPM3GSM4909307HumanBreastIDC1.06e-033.52e-010.1569
7170TPM3GSM4909308HumanBreastIDC1.51e-125.18e-010.158
7170TPM3GSM4909311HumanBreastIDC1.36e-32-2.39e-010.1534
7170TPM3GSM4909312HumanBreastIDC7.48e-072.12e-010.1552
7170TPM3GSM4909313HumanBreastIDC1.76e-033.09e-010.0391
7170TPM3GSM4909315HumanBreastIDC1.42e-094.36e-010.21
7170TPM3GSM4909316HumanBreastIDC1.16e-023.28e-010.21
7170TPM3GSM4909317HumanBreastIDC3.14e-125.34e-010.1355
7170TPM3GSM4909318HumanBreastIDC2.74e-138.37e-010.2031
7170TPM3GSM4909319HumanBreastIDC2.16e-38-1.19e-010.1563
7170TPM3GSM4909320HumanBreastIDC1.09e-02-6.04e-020.1575
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:000701514BreastIDCactin filament organization55/1434442/187232.45e-043.84e-0355
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:000701524BreastDCISactin filament organization56/1390442/187235.90e-051.19e-0356
GO:000301212BreastDCISmuscle system process50/1390452/187233.02e-032.57e-0250
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
GO:0003012ColorectumSERmuscle system process92/2897452/187232.98e-032.63e-0292
GO:00070152ColorectumMSSactin filament organization146/3467442/187231.16e-132.67e-11146
GO:00030121ColorectumMSSmuscle system process105/3467452/187236.39e-034.26e-02105
GO:00070154ColorectumFAPactin filament organization125/2622442/187231.97e-153.03e-12125
GO:00030122ColorectumFAPmuscle system process89/2622452/187234.63e-045.39e-0389
GO:00070155ColorectumCRCactin filament organization104/2078442/187234.75e-147.12e-11104
GO:00030123ColorectumCRCmuscle system process74/2078452/187233.92e-045.80e-0374
GO:000701516EndometriumAEHactin filament organization98/2100442/187231.99e-112.98e-0998
GO:00030126EndometriumAEHmuscle system process78/2100452/187236.89e-051.06e-0378
GO:0006936EndometriumAEHmuscle contraction59/2100347/187237.32e-046.99e-0359
GO:000701517EndometriumEECactin filament organization95/2168442/187231.31e-091.09e-0795
GO:000301213EndometriumEECmuscle system process79/2168452/187231.16e-041.55e-0379
GO:00069361EndometriumEECmuscle contraction59/2168347/187231.57e-031.26e-0259
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0426016BreastPrecancerCardiac muscle contraction22/68487/84659.72e-071.62e-051.24e-0522
hsa0426017BreastPrecancerCardiac muscle contraction22/68487/84659.72e-071.62e-051.24e-0522
hsa0426022BreastIDCCardiac muscle contraction23/86787/84651.39e-051.61e-041.21e-0423
hsa052169BreastIDCThyroid cancer9/86737/84651.06e-024.92e-023.68e-029
hsa0426032BreastIDCCardiac muscle contraction23/86787/84651.39e-051.61e-041.21e-0423
hsa0521614BreastIDCThyroid cancer9/86737/84651.06e-024.92e-023.68e-029
hsa0426042BreastDCISCardiac muscle contraction22/84687/84653.08e-053.43e-042.53e-0422
hsa0521624BreastDCISThyroid cancer9/84637/84659.07e-034.13e-023.04e-029
hsa0426052BreastDCISCardiac muscle contraction22/84687/84653.08e-053.43e-042.53e-0422
hsa0521634BreastDCISThyroid cancer9/84637/84659.07e-034.13e-023.04e-029
hsa05216ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa04260ColorectumADCardiac muscle contraction32/209287/84657.92e-033.13e-022.00e-0232
hsa052161ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa042601ColorectumADCardiac muscle contraction32/209287/84657.92e-033.13e-022.00e-0232
hsa042602ColorectumSERCardiac muscle contraction31/158087/84651.30e-041.30e-039.47e-0431
hsa042603ColorectumSERCardiac muscle contraction31/158087/84651.30e-041.30e-039.47e-0431
hsa052162ColorectumMSSThyroid cancer21/187537/84654.98e-066.00e-053.68e-0521
hsa042604ColorectumMSSCardiac muscle contraction31/187587/84652.73e-031.32e-028.12e-0331
hsa052163ColorectumMSSThyroid cancer21/187537/84654.98e-066.00e-053.68e-0521
hsa042605ColorectumMSSCardiac muscle contraction31/187587/84652.73e-031.32e-028.12e-0331
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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
TPM3SNVMissense_Mutationc.157N>Tp.Gly53Trpp.G53WP06753protein_codingdeleterious(0.02)possibly_damaging(0.729)TCGA-D8-A1XR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
TPM3SNVMissense_Mutationc.200N>Tp.Asp67Valp.D67VP06753protein_codingtolerated(0.06)benign(0.027)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TPM3SNVMissense_Mutationc.418N>Ap.Glu140Lysp.E140KP06753protein_codingdeleterious(0)probably_damaging(0.999)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TPM3SNVMissense_Mutationnovelc.401N>Ap.Arg134Glnp.R134QP06753protein_codingdeleterious(0.02)possibly_damaging(0.793)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TPM3SNVMissense_Mutationrs199474711c.11N>Tp.Ala4Valp.A4VP06753protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TPM3SNVMissense_Mutationnovelc.716G>Ap.Arg239Hisp.R239HP06753protein_codingdeleterious(0.04)probably_damaging(1)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TPM3SNVMissense_Mutationc.727N>Ap.Ala243Thrp.A243TP06753protein_codingdeleterious(0.01)possibly_damaging(0.894)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
TPM3SNVMissense_Mutationnovelc.235G>Tp.Ala79Serp.A79SP06753protein_codingtolerated(0.09)possibly_damaging(0.782)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TPM3SNVMissense_Mutationc.239N>Tp.Ala80Valp.A80VP06753protein_codingtolerated(0.08)benign(0.127)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TPM3SNVMissense_Mutationnovelc.499N>Ap.Ala167Thrp.A167TP06753protein_codingdeleterious(0.01)benign(0.422)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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
7170TPM3KINASE, CLINICALLY ACTIONABLEMETHOTREXATEMETHOTREXATE8509220
7170TPM3KINASE, CLINICALLY ACTIONABLEEPINEPHRINEEPINEPHRINE18172836
7170TPM3KINASE, CLINICALLY ACTIONABLEAMINOGLYCOSIDES15164360
7170TPM3KINASE, CLINICALLY ACTIONABLEACTHCORTICOTROPIN17877367
7170TPM3KINASE, CLINICALLY ACTIONABLEPROGESTERONEPROGESTERONE17549730
7170TPM3KINASE, CLINICALLY ACTIONABLEEO9APAZIQUONE8509220
7170TPM3KINASE, CLINICALLY ACTIONABLEMIDAZOLAMMIDAZOLAM16738805
7170TPM3KINASE, CLINICALLY ACTIONABLESIMVASTATINSIMVASTATIN10720627
7170TPM3KINASE, CLINICALLY ACTIONABLEUVB9270028
7170TPM3KINASE, CLINICALLY ACTIONABLE6-THIOGUANINETHIOGUANINE7687657
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