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: TPM1

Gene summary for TPM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPM1

Gene ID

7168

Gene nametropomyosin 1
Gene AliasC15orf13
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

A0A0K0K1I0


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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
7168TPM1GSM4909277HumanBreastPrecancer2.13e-023.42e-010.0177
7168TPM1GSM4909282HumanBreastIDC2.46e-102.54e-01-0.0288
7168TPM1GSM4909285HumanBreastIDC1.70e-30-7.30e-010.21
7168TPM1GSM4909286HumanBreastIDC1.77e-52-1.02e+000.1081
7168TPM1GSM4909291HumanBreastIDC5.85e-05-5.00e-010.1753
7168TPM1GSM4909293HumanBreastIDC5.70e-16-4.70e-010.1581
7168TPM1GSM4909294HumanBreastIDC5.92e-149.12e-020.2022
7168TPM1GSM4909296HumanBreastIDC2.79e-12-2.97e-010.1524
7168TPM1GSM4909297HumanBreastIDC1.02e-30-6.30e-010.1517
7168TPM1GSM4909298HumanBreastIDC6.79e-29-7.11e-010.1551
7168TPM1GSM4909302HumanBreastIDC5.12e-102.44e-010.1545
7168TPM1GSM4909307HumanBreastIDC2.28e-062.47e-010.1569
7168TPM1GSM4909308HumanBreastIDC1.25e-204.36e-010.158
7168TPM1GSM4909311HumanBreastIDC6.00e-48-5.31e-010.1534
7168TPM1GSM4909312HumanBreastIDC1.25e-07-1.90e-010.1552
7168TPM1GSM4909315HumanBreastIDC4.66e-122.76e-010.21
7168TPM1GSM4909316HumanBreastIDC4.82e-041.29e-010.21
7168TPM1GSM4909319HumanBreastIDC6.97e-68-1.09e-010.1563
7168TPM1GSM4909320HumanBreastIDC9.05e-06-4.25e-010.1575
7168TPM1GSM4909321HumanBreastIDC2.85e-35-7.80e-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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:003459913LungAIScellular response to oxidative stress49/1849288/187231.10e-042.57e-0349
GO:003004812LungAISactin filament-based movement25/1849127/187235.99e-049.14e-0325
GO:00426921LungAISmuscle cell differentiation58/1849384/187237.00e-041.03e-0258
GO:003152912LungAISruffle organization14/184956/187238.61e-041.17e-0214
GO:00400131LungAISnegative regulation of locomotion57/1849391/187231.80e-032.03e-0257
GO:00605371LungAISmuscle tissue development58/1849403/187232.22e-032.37e-0258
GO:190290513LungAISpositive regulation of supramolecular fiber organization34/1849209/187232.50e-032.57e-0234
GO:00149091LungAISsmooth muscle cell migration19/184997/187232.74e-032.75e-0219
GO:00512711LungAISnegative regulation of cellular component movement53/1849367/187233.11e-033.00e-0253
GO:20001461LungAISnegative regulation of cell motility52/1849359/187233.18e-033.05e-0252
GO:000301211LungAISmuscle system process63/1849452/187233.18e-033.05e-0263
GO:00303361LungAISnegative regulation of cell migration50/1849344/187233.51e-033.33e-0250
GO:000030213LungAISresponse to reactive oxygen species35/1849222/187233.69e-033.46e-0235
GO:00109271LungAIScellular component assembly involved in morphogenesis20/1849107/187233.79e-033.52e-0220
GO:00511461LungAISstriated muscle cell differentiation42/1849283/187234.88e-034.24e-0242
GO:0014812LungAISmuscle cell migration20/1849110/187235.24e-034.49e-0220
GO:00149101LungAISregulation of smooth muscle cell migration17/184989/187235.80e-034.83e-0217
GO:000697920Oral cavityOSCCresponse to oxidative stress273/7305446/187238.35e-221.65e-19273
GO:006219720Oral cavityOSCCcellular response to chemical stress204/7305337/187236.89e-165.19e-14204
GO:000030220Oral cavityOSCCresponse to reactive oxygen species143/7305222/187231.32e-147.88e-13143
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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
hsa042604ColorectumMSSCardiac muscle contraction31/187587/84652.73e-031.32e-028.12e-0331
hsa042605ColorectumMSSCardiac muscle contraction31/187587/84652.73e-031.32e-028.12e-0331
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
hsa04260110EndometriumAEHCardiac muscle contraction27/119787/84653.93e-053.99e-042.92e-0427
hsa0481411EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa0426023EndometriumEECCardiac muscle contraction28/123787/84652.49e-052.73e-042.03e-0428
hsa048142EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-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
TPM1SNVMissense_Mutationc.463G>Cp.Ala155Prop.A155PP09493protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
TPM1SNVMissense_Mutationc.499N>Gp.Arg167Glyp.R167GP09493protein_codingdeleterious(0.04)benign(0.38)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TPM1SNVMissense_Mutationnovelc.355N>Tp.Ala119Serp.A119SP09493protein_codingdeleterious(0.04)possibly_damaging(0.513)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
TPM1SNVMissense_Mutationc.708G>Cp.Glu236Aspp.E236DP09493protein_codingdeleterious(0.01)benign(0.424)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TPM1insertionNonsense_Mutationnovelc.355_356insTTTAAGTTp.Ala119ValfsTer2p.A119Vfs*2P09493protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TPM1insertionNonsense_Mutationnovelc.356_357insCTTTGTAAGGATCCTATGATAAAGTGGCTTGAp.Ala120PhefsTer6p.A120Ffs*6P09493protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TPM1deletionFrame_Shift_Delc.180delCp.Ser61LeufsTer25p.S61Lfs*25P09493protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
TPM1insertionFrame_Shift_Insnovelc.356_357insCAACTCTGTATTGTGGATCCATAp.Ala120AsnfsTer16p.A120Nfs*16P09493protein_codingTCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
TPM1SNVMissense_Mutationnovelc.849N>Ap.Asn283Lysp.N283KP09493protein_codingtolerated(0.11)benign(0.026)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TPM1SNVMissense_Mutationnovelc.544N>Tp.Arg182Trpp.R182WP09493protein_codingdeleterious(0.01)probably_damaging(0.932)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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