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: TPM4

Gene summary for TPM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPM4

Gene ID

7171

Gene nametropomyosin 4
Gene AliasHEL-S-108
Cytomap19p13.12-p13.11
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

P67936


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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
7171TPM4GSM4909285HumanBreastIDC1.09e-052.52e-010.21
7171TPM4GSM4909286HumanBreastIDC1.27e-13-4.07e-010.1081
7171TPM4GSM4909287HumanBreastIDC1.54e-144.43e-010.2057
7171TPM4GSM4909293HumanBreastIDC9.97e-04-2.89e-010.1581
7171TPM4GSM4909294HumanBreastIDC3.09e-06-4.12e-010.2022
7171TPM4GSM4909296HumanBreastIDC8.78e-27-6.19e-010.1524
7171TPM4GSM4909297HumanBreastIDC1.39e-21-5.48e-010.1517
7171TPM4GSM4909298HumanBreastIDC1.27e-09-4.75e-010.1551
7171TPM4GSM4909301HumanBreastIDC2.90e-02-2.55e-010.1577
7171TPM4GSM4909302HumanBreastIDC2.06e-05-3.96e-010.1545
7171TPM4GSM4909304HumanBreastIDC2.84e-11-4.52e-010.1636
7171TPM4GSM4909306HumanBreastIDC1.87e-05-3.71e-010.1564
7171TPM4GSM4909307HumanBreastIDC4.70e-24-6.59e-010.1569
7171TPM4GSM4909308HumanBreastIDC2.35e-32-7.70e-010.158
7171TPM4GSM4909309HumanBreastIDC1.06e-02-3.34e-010.0483
7171TPM4GSM4909311HumanBreastIDC2.04e-39-5.95e-010.1534
7171TPM4GSM4909312HumanBreastIDC8.53e-15-4.69e-010.1552
7171TPM4GSM4909319HumanBreastIDC6.71e-50-8.07e-010.1563
7171TPM4GSM4909320HumanBreastIDC2.15e-09-6.01e-010.1575
7171TPM4GSM4909321HumanBreastIDC1.90e-20-4.99e-010.1559
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:00016496BreastPrecancerosteoblast differentiation27/1080229/187233.35e-044.73e-0327
GO:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
GO:000164912BreastIDCosteoblast differentiation35/1434229/187236.64e-051.35e-0335
GO:000701514BreastIDCactin filament organization55/1434442/187232.45e-043.84e-0355
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:000701524BreastDCISactin filament organization56/1390442/187235.90e-051.19e-0356
GO:000164921BreastDCISosteoblast differentiation32/1390229/187234.00e-045.48e-0332
GO:000301212BreastDCISmuscle system process50/1390452/187233.02e-032.57e-0250
GO:000150321BreastDCISossification45/1390408/187234.98e-033.72e-0245
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:00016497CervixCCosteoblast differentiation47/2311229/187232.88e-043.11e-0347
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:000701515CervixHSIL_HPVactin filament organization43/737442/187234.77e-083.59e-0643
GO:000701525CervixN_HPVactin filament organization29/534442/187233.00e-058.02e-0429
GO:000164913CervixN_HPVosteoblast differentiation14/534229/187236.22e-034.28e-0214
GO:000150312CervixN_HPVossification21/534408/187236.98e-034.61e-0221
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
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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
hsa0426032BreastIDCCardiac muscle contraction23/86787/84651.39e-051.61e-041.21e-0423
hsa0426042BreastDCISCardiac muscle contraction22/84687/84653.08e-053.43e-042.53e-0422
hsa0426052BreastDCISCardiac muscle contraction22/84687/84653.08e-053.43e-042.53e-0422
hsa0426018CervixCCCardiac muscle contraction23/126787/84653.71e-031.34e-027.91e-0323
hsa0426019CervixCCCardiac muscle contraction23/126787/84653.71e-031.34e-027.91e-0323
hsa04260ColorectumADCardiac muscle contraction32/209287/84657.92e-033.13e-022.00e-0232
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
hsa042606ColorectumMSI-HCardiac muscle contraction22/79787/84651.20e-051.86e-041.56e-0422
hsa042607ColorectumMSI-HCardiac muscle contraction22/79787/84651.20e-051.86e-041.56e-0422
hsa04261ColorectumFAPAdrenergic signaling in cardiomyocytes38/1404154/84656.16e-032.34e-021.42e-0238
hsa042608ColorectumFAPCardiac muscle contraction24/140487/84656.49e-032.43e-021.48e-0224
hsa042611ColorectumFAPAdrenergic signaling in cardiomyocytes38/1404154/84656.16e-032.34e-021.42e-0238
hsa042609ColorectumFAPCardiac muscle contraction24/140487/84656.49e-032.43e-021.48e-0224
hsa0426020EndometriumAEHCardiac muscle contraction27/119787/84653.93e-053.99e-042.92e-0427
hsa048144EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
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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
TPM4SNVMissense_Mutationnovelc.545N>Cp.Arg182Prop.R182PP67936protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TPM4SNVMissense_Mutationnovelc.706N>Ap.Glu236Lysp.E236KP67936protein_codingdeleterious(0)probably_damaging(0.967)TCGA-BH-A0H5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
TPM4SNVMissense_Mutationc.157N>Cp.Thr53Prop.T53PP67936protein_codingtolerated(0.07)possibly_damaging(0.602)TCGA-EW-A1OX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TPM4insertionNonsense_Mutationnovelc.833_834insGGTTCCTTGAGCCCAGGAGCTCp.Asn279ValfsTer3p.N279Vfs*3P67936protein_codingTCGA-A2-A0EM-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TPM4SNVMissense_Mutationc.340N>Ap.Glu114Lysp.E114KP67936protein_codingdeleterious(0)possibly_damaging(0.749)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
TPM4SNVMissense_Mutationc.259N>Tp.Ala87Serp.A87SP67936protein_codingtolerated(1)benign(0.013)TCGA-AA-3502-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TPM4SNVMissense_Mutationc.617N>Ap.Ser206Tyrp.S206YP67936protein_codingdeleterious(0)probably_damaging(0.958)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TPM4SNVMissense_Mutationc.548N>Tp.Ala183Valp.A183VP67936protein_codingdeleterious(0.03)benign(0.441)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TPM4SNVMissense_Mutationrs751550419c.323C>Tp.Thr108Metp.T108MP67936protein_codingdeleterious(0.03)benign(0.207)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TPM4SNVMissense_Mutationc.617C>Ap.Ser206Tyrp.S206YP67936protein_codingdeleterious(0)probably_damaging(0.958)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=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
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