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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:19029059BreastPrecancerpositive regulation of supramolecular fiber organization28/1080209/187232.79e-056.28e-0428
GO:00346149BreastPrecancercellular response to reactive oxygen species23/1080155/187232.82e-056.31e-0423
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00514959BreastPrecancerpositive regulation of cytoskeleton organization28/1080226/187231.13e-042.04e-0328
GO:00434624BreastPrecancerregulation of ATPase activity10/108046/187232.38e-043.57e-0310
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00329569BreastPrecancerregulation of actin cytoskeleton organization36/1080358/187238.56e-049.88e-0336
GO:01100539BreastPrecancerregulation of actin filament organization29/1080278/187231.50e-031.55e-0229
GO:00514929BreastPrecancerregulation of stress fiber assembly13/108091/187232.11e-032.00e-0213
GO:00514965BreastPrecancerpositive regulation of stress fiber assembly9/108052/187232.67e-032.36e-029
GO:00322338BreastPrecancerpositive regulation of actin filament bundle assembly10/108063/187233.07e-032.62e-0210
GO:00300389BreastPrecancercontractile actin filament bundle assembly14/1080106/187233.07e-032.62e-0214
GO:00431499BreastPrecancerstress fiber assembly14/1080106/187233.07e-032.62e-0214
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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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