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: TRRAP

Gene summary for TRRAP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRRAP

Gene ID

8295

Gene nametransformation/transcription domain associated protein
Gene AliasDEDDFA
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9Y4A5


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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
8295TRRAPCCI_1HumanCervixCC7.12e-088.76e-010.528
8295TRRAPCCI_2HumanCervixCC1.10e-066.56e-010.5249
8295TRRAPCCI_3HumanCervixCC3.68e-076.56e-010.516
8295TRRAPLZE5THumanEsophagusESCC1.35e-032.30e-010.0514
8295TRRAPLZE7THumanEsophagusESCC1.28e-083.46e-010.0667
8295TRRAPLZE24THumanEsophagusESCC1.17e-092.96e-010.0596
8295TRRAPLZE21THumanEsophagusESCC1.81e-022.09e-010.0655
8295TRRAPLZE6THumanEsophagusESCC8.69e-031.67e-010.0845
8295TRRAPP1T-EHumanEsophagusESCC2.93e-052.74e-010.0875
8295TRRAPP2T-EHumanEsophagusESCC2.39e-243.62e-010.1177
8295TRRAPP4T-EHumanEsophagusESCC5.42e-152.89e-010.1323
8295TRRAPP5T-EHumanEsophagusESCC4.17e-051.18e-010.1327
8295TRRAPP8T-EHumanEsophagusESCC5.00e-172.66e-010.0889
8295TRRAPP9T-EHumanEsophagusESCC1.57e-111.81e-010.1131
8295TRRAPP10T-EHumanEsophagusESCC2.56e-162.87e-010.116
8295TRRAPP11T-EHumanEsophagusESCC1.75e-072.87e-010.1426
8295TRRAPP12T-EHumanEsophagusESCC8.73e-284.88e-010.1122
8295TRRAPP15T-EHumanEsophagusESCC4.89e-234.87e-010.1149
8295TRRAPP16T-EHumanEsophagusESCC6.54e-325.81e-010.1153
8295TRRAPP17T-EHumanEsophagusESCC1.51e-022.32e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00439682EsophagusESCChistone H2A acetylation15/855217/187233.48e-042.03e-0315
GO:00165783EsophagusESCChistone deubiquitination18/855223/187231.50e-037.06e-0318
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:0018205LiverNAFLDpeptidyl-lysine modification65/1882376/187239.42e-063.02e-0465
GO:0043543LiverNAFLDprotein acylation43/1882243/187231.70e-043.07e-0343
GO:0006473LiverNAFLDprotein acetylation37/1882201/187232.10e-043.61e-0337
GO:0018394LiverNAFLDpeptidyl-lysine acetylation32/1882169/187233.24e-045.00e-0332
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa05166110CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0516614LiverCirrhoticHuman T-cell leukemia virus 1 infection87/2530222/84651.69e-038.01e-034.94e-0387
hsa0516615LiverCirrhoticHuman T-cell leukemia virus 1 infection87/2530222/84651.69e-038.01e-034.94e-0387
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa0516616LungIACHuman T-cell leukemia virus 1 infection49/1053222/84653.44e-056.38e-044.24e-0449
hsa0516617LungIACHuman T-cell leukemia virus 1 infection49/1053222/84653.44e-056.38e-044.24e-0449
hsa0516623LungAISHuman T-cell leukemia virus 1 infection45/961222/84656.69e-059.43e-046.03e-0445
hsa0516633LungAISHuman T-cell leukemia virus 1 infection45/961222/84656.69e-059.43e-046.03e-0445
hsa0516661LungMIACHuman T-cell leukemia virus 1 infection23/507222/84657.02e-034.44e-023.21e-0223
hsa0516671LungMIACHuman T-cell leukemia virus 1 infection23/507222/84657.02e-034.44e-023.21e-0223
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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
TRRAPSNVMissense_Mutationnovelc.11069G>Ap.Arg3690Lysp.R3690KQ9Y4A5protein_codingdeleterious(0.05)probably_damaging(0.927)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TRRAPSNVMissense_Mutationc.3251C>Tp.Ser1084Leup.S1084LQ9Y4A5protein_codingtolerated(0.36)benign(0.003)TCGA-A2-A1FX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
TRRAPSNVMissense_Mutationrs781788583c.3137N>Cp.Ile1046Thrp.I1046TQ9Y4A5protein_codingdeleterious(0)benign(0.02)TCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TRRAPSNVMissense_Mutationc.7472N>Tp.Trp2491Leup.W2491LQ9Y4A5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRRAPSNVMissense_Mutationc.3647N>Ap.Arg1216Glnp.R1216QQ9Y4A5protein_codingtolerated(0.26)benign(0.001)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TRRAPSNVMissense_Mutationc.4435G>Ap.Val1479Metp.V1479MQ9Y4A5protein_codingtolerated(0.06)possibly_damaging(0.753)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TRRAPSNVMissense_Mutationc.10711N>Ap.Val3571Metp.V3571MQ9Y4A5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TRRAPSNVMissense_Mutationc.3569N>Ap.Val1190Aspp.V1190DQ9Y4A5protein_codingdeleterious(0)probably_damaging(0.98)TCGA-C8-A12M-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRRAPSNVMissense_Mutationc.3096N>Tp.Lys1032Asnp.K1032NQ9Y4A5protein_codingtolerated(0.07)benign(0.206)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRRAPSNVMissense_Mutationc.3742N>Cp.Glu1248Glnp.E1248QQ9Y4A5protein_codingtolerated(0.83)benign(0.038)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
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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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