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: TRAFD1

Gene summary for TRAFD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAFD1

Gene ID

10906

Gene nameTRAF-type zinc finger domain containing 1
Gene AliasFLN29
Cytomap12q24.13
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A024RBK4


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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
10906TRAFD1LZE4THumanEsophagusESCC2.26e-061.97e-010.0811
10906TRAFD1LZE7THumanEsophagusESCC2.09e-021.75e-010.0667
10906TRAFD1LZE8THumanEsophagusESCC2.11e-031.59e-010.067
10906TRAFD1LZE20THumanEsophagusESCC6.01e-101.97e-010.0662
10906TRAFD1LZE24THumanEsophagusESCC2.85e-185.29e-010.0596
10906TRAFD1P1T-EHumanEsophagusESCC5.83e-043.57e-010.0875
10906TRAFD1P2T-EHumanEsophagusESCC8.75e-408.01e-010.1177
10906TRAFD1P4T-EHumanEsophagusESCC9.29e-123.24e-010.1323
10906TRAFD1P5T-EHumanEsophagusESCC1.03e-078.19e-020.1327
10906TRAFD1P8T-EHumanEsophagusESCC4.72e-266.27e-010.0889
10906TRAFD1P9T-EHumanEsophagusESCC7.22e-069.50e-020.1131
10906TRAFD1P10T-EHumanEsophagusESCC1.39e-211.77e-010.116
10906TRAFD1P11T-EHumanEsophagusESCC4.46e-174.99e-010.1426
10906TRAFD1P12T-EHumanEsophagusESCC1.07e-182.36e-010.1122
10906TRAFD1P15T-EHumanEsophagusESCC4.82e-123.02e-010.1149
10906TRAFD1P16T-EHumanEsophagusESCC1.04e-204.32e-010.1153
10906TRAFD1P17T-EHumanEsophagusESCC5.03e-043.13e-010.1278
10906TRAFD1P19T-EHumanEsophagusESCC8.69e-034.71e-010.1662
10906TRAFD1P20T-EHumanEsophagusESCC5.22e-214.63e-010.1124
10906TRAFD1P21T-EHumanEsophagusESCC1.57e-212.73e-010.1617
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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
∗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:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:00458245EsophagusESCCnegative regulation of innate immune response45/855271/187231.98e-038.90e-0345
GO:00028321LiverHCCnegative regulation of response to biotic stimulus66/7958108/187237.24e-056.50e-0466
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:00450881LiverHCCregulation of innate immune response113/7958218/187233.27e-031.50e-02113
GO:00458241LiverHCCnegative regulation of innate immune response42/795871/187233.41e-031.55e-0242
GO:0050777LiverHCCnegative regulation of immune response101/7958194/187234.40e-031.90e-02101
GO:00028317Oral cavityOSCCregulation of response to biotic stimulus177/7305327/187231.73e-083.43e-07177
GO:00028324Oral cavityOSCCnegative regulation of response to biotic stimulus65/7305108/187236.62e-067.29e-0565
GO:00450884Oral cavityOSCCregulation of innate immune response116/7305218/187231.36e-051.37e-04116
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:00458244Oral cavityOSCCnegative regulation of innate immune response41/730571/187231.05e-035.40e-0341
GO:00507774Oral cavityOSCCnegative regulation of immune response97/7305194/187231.16e-035.91e-0397
GO:000283211Oral cavityLPnegative regulation of response to biotic stimulus46/4623108/187233.31e-055.02e-0446
GO:004508811Oral cavityLPregulation of innate immune response78/4623218/187231.57e-041.78e-0378
GO:000283112Oral cavityLPregulation of response to biotic stimulus109/4623327/187232.45e-042.60e-03109
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
TRAFD1SNVMissense_Mutationnovelc.949G>Cp.Ala317Prop.A317PO14545protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TRAFD1SNVMissense_Mutationc.368N>Gp.Val123Glyp.V123GO14545protein_codingdeleterious(0)benign(0.283)TCGA-A8-A07I-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
TRAFD1SNVMissense_Mutationc.838N>Tp.Ser280Cysp.S280CO14545protein_codingdeleterious(0.01)benign(0.035)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
TRAFD1SNVMissense_Mutationnovelc.181N>Gp.Gln61Glup.Q61EO14545protein_codingdeleterious(0.03)possibly_damaging(0.7)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRAFD1SNVMissense_Mutationc.889G>Ap.Glu297Lysp.E297KO14545protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAFD1SNVMissense_Mutationc.1371N>Ap.Asn457Lysp.N457KO14545protein_codingdeleterious(0.01)possibly_damaging(0.813)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRAFD1SNVMissense_Mutationc.1159N>Tp.Asp387Tyrp.D387YO14545protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TRAFD1insertionIn_Frame_Insnovelc.1230_1231insATTGGAAATp.Gln410_Pro411insIleGlyAsnp.Q410_P411insIGNO14545protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
TRAFD1insertionNonsense_Mutationnovelc.1231_1232insATCATTCTCAGTAAAp.Pro411delinsHisHisSerGlnTerThrp.P411delinsHHSQ*TO14545protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
TRAFD1SNVMissense_Mutationrs755087454c.1676N>Ap.Arg559Hisp.R559HO14545protein_codingtolerated(0.13)benign(0.023)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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