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: TRAP1

Gene summary for TRAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAP1

Gene ID

10131

Gene nameTNF receptor associated protein 1
Gene AliasHSP 75
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

Q12931


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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
10131TRAP1LZE2THumanEsophagusESCC3.63e-041.06e+000.082
10131TRAP1LZE4THumanEsophagusESCC5.04e-123.39e-010.0811
10131TRAP1LZE7THumanEsophagusESCC9.47e-113.91e-010.0667
10131TRAP1LZE20THumanEsophagusESCC3.00e-062.68e-010.0662
10131TRAP1LZE22D1HumanEsophagusHGIN8.44e-062.67e-010.0595
10131TRAP1LZE22THumanEsophagusESCC1.68e-087.52e-010.068
10131TRAP1LZE24THumanEsophagusESCC1.86e-267.64e-010.0596
10131TRAP1LZE21THumanEsophagusESCC2.78e-086.80e-010.0655
10131TRAP1P1T-EHumanEsophagusESCC4.09e-158.30e-010.0875
10131TRAP1P2T-EHumanEsophagusESCC1.88e-501.21e+000.1177
10131TRAP1P4T-EHumanEsophagusESCC4.60e-297.99e-010.1323
10131TRAP1P5T-EHumanEsophagusESCC2.57e-268.73e-010.1327
10131TRAP1P8T-EHumanEsophagusESCC3.74e-195.16e-010.0889
10131TRAP1P9T-EHumanEsophagusESCC3.05e-112.98e-010.1131
10131TRAP1P10T-EHumanEsophagusESCC1.44e-253.95e-010.116
10131TRAP1P11T-EHumanEsophagusESCC3.14e-177.34e-010.1426
10131TRAP1P12T-EHumanEsophagusESCC3.14e-501.29e+000.1122
10131TRAP1P15T-EHumanEsophagusESCC5.48e-601.28e+000.1149
10131TRAP1P16T-EHumanEsophagusESCC2.02e-286.91e-010.1153
10131TRAP1P17T-EHumanEsophagusESCC8.77e-241.14e+000.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
GO:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:004533320EsophagusHGINcellular respiration86/2587230/187232.41e-191.20e-1686
GO:001598020EsophagusHGINenergy derivation by oxidation of organic compounds105/2587318/187231.16e-184.99e-16105
GO:000645720EsophagusHGINprotein folding75/2587212/187231.61e-153.86e-1375
GO:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
GO:200124227EsophagusHGINregulation of intrinsic apoptotic signaling pathway58/2587164/187232.57e-123.58e-1058
GO:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
GO:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:006107720EsophagusHGINchaperone-mediated protein folding27/258767/187237.99e-084.20e-0627
GO:200123427EsophagusHGINnegative regulation of apoptotic signaling pathway59/2587224/187234.68e-072.07e-0559
GO:200124325EsophagusHGINnegative regulation of intrinsic apoptotic signaling pathway33/258798/187234.73e-072.07e-0533
GO:006219727EsophagusHGINcellular response to chemical stress76/2587337/187238.00e-062.41e-0476
GO:003459926EsophagusHGINcellular response to oxidative stress65/2587288/187233.42e-058.66e-0465
GO:000030226EsophagusHGINresponse to reactive oxygen species52/2587222/187237.30e-051.66e-0352
GO:004346718EsophagusHGINregulation of generation of precursor metabolites and energy34/2587130/187231.37e-042.76e-0334
GO:000863119EsophagusHGINintrinsic apoptotic signaling pathway in response to oxidative stress16/258745/187232.04e-043.78e-0316
GO:190217520EsophagusHGINregulation of oxidative stress-induced intrinsic apoptotic signaling pathway12/258729/187232.48e-044.38e-0312
GO:004254220EsophagusHGINresponse to hydrogen peroxide35/2587146/187236.58e-049.01e-0335
GO:190217615EsophagusHGINnegative regulation of oxidative stress-induced intrinsic apoptotic signaling pathway9/258720/187237.18e-049.60e-039
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501239EsophagusHGINParkinson disease124/1383266/84655.95e-329.70e-307.70e-30124
hsa0502230EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa05012114EsophagusHGINParkinson disease124/1383266/84655.95e-329.70e-307.70e-30124
hsa05022113EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05012310EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501214LiverCirrhoticParkinson disease158/2530266/84653.62e-246.02e-223.71e-22158
hsa0502214LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0501215LiverCirrhoticParkinson disease158/2530266/84653.62e-246.02e-223.71e-22158
hsa0502215LiverCirrhoticPathways of neurodegeneration - multiple diseases217/2530476/84657.30e-142.03e-121.25e-12217
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501230Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa05012113Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
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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
TRAP1SNVMissense_Mutationc.509N>Gp.Ser170Cysp.S170CQ12931protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRAP1SNVMissense_Mutationc.1221N>Cp.Glu407Aspp.E407DQ12931protein_codingtolerated(1)benign(0.006)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRAP1SNVMissense_Mutationrs148589352c.140G>Ap.Arg47Glnp.R47QQ12931protein_codingtolerated_low_confidence(0.37)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAP1SNVMissense_Mutationrs774978448c.1130C>Tp.Thr377Metp.T377MQ12931protein_codingtolerated(0.06)possibly_damaging(0.631)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TRAP1SNVMissense_Mutationrs138210295c.1280N>Ap.Ile427Asnp.I427NQ12931protein_codingtolerated(0.6)benign(0)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
TRAP1SNVMissense_Mutationrs139636268c.1972N>Tp.Arg658Cysp.R658CQ12931protein_codingdeleterious(0)benign(0.4)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
TRAP1SNVMissense_Mutationnovelc.1223G>Ap.Ser408Asnp.S408NQ12931protein_codingtolerated(0.23)benign(0.196)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRAP1SNVMissense_Mutationc.1198C>Ap.Leu400Ilep.L400IQ12931protein_codingdeleterious(0.02)benign(0.359)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRAP1SNVMissense_Mutationnovelc.1457A>Gp.Tyr486Cysp.Y486CQ12931protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TRAP1SNVMissense_Mutationrs765500192c.1655N>Tp.Thr552Metp.T552MQ12931protein_codingdeleterious(0.01)benign(0.283)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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
10131TRAP1DRUGGABLE GENOMEinhibitor315661336LUMINESPIB
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