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: TRIM4

Gene summary for TRIM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM4

Gene ID

89122

Gene nametripartite motif containing 4
Gene AliasRNF87
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q9C037


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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
89122TRIM4LZE20THumanEsophagusESCC1.71e-051.72e-010.0662
89122TRIM4LZE24THumanEsophagusESCC2.70e-184.06e-010.0596
89122TRIM4LZE21THumanEsophagusESCC4.17e-021.52e-010.0655
89122TRIM4P1T-EHumanEsophagusESCC7.49e-113.85e-010.0875
89122TRIM4P2T-EHumanEsophagusESCC8.99e-365.74e-010.1177
89122TRIM4P4T-EHumanEsophagusESCC1.50e-273.87e-010.1323
89122TRIM4P5T-EHumanEsophagusESCC6.28e-071.37e-010.1327
89122TRIM4P8T-EHumanEsophagusESCC3.13e-122.09e-010.0889
89122TRIM4P9T-EHumanEsophagusESCC1.63e-132.30e-010.1131
89122TRIM4P10T-EHumanEsophagusESCC1.30e-244.19e-010.116
89122TRIM4P11T-EHumanEsophagusESCC1.07e-144.24e-010.1426
89122TRIM4P12T-EHumanEsophagusESCC2.99e-295.69e-010.1122
89122TRIM4P15T-EHumanEsophagusESCC1.32e-387.19e-010.1149
89122TRIM4P16T-EHumanEsophagusESCC1.10e-498.42e-010.1153
89122TRIM4P17T-EHumanEsophagusESCC1.77e-123.78e-010.1278
89122TRIM4P19T-EHumanEsophagusESCC2.26e-104.13e-010.1662
89122TRIM4P20T-EHumanEsophagusESCC1.23e-357.51e-010.1124
89122TRIM4P21T-EHumanEsophagusESCC2.61e-132.82e-010.1617
89122TRIM4P22T-EHumanEsophagusESCC3.64e-152.09e-010.1236
89122TRIM4P23T-EHumanEsophagusESCC6.27e-408.50e-010.108
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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
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:003139718ProstateBPHnegative regulation of protein ubiquitination33/310783/187234.07e-078.42e-0633
GO:00709368ProstateBPHprotein K48-linked ubiquitination26/310765/187235.90e-068.64e-0526
GO:00002099ProstateBPHprotein polyubiquitination64/3107236/187232.83e-053.31e-0464
GO:19012245ProstateBPHpositive regulation of NIK/NF-kappaB signaling25/310769/187236.41e-056.37e-0425
GO:00380613ProstateBPHNIK/NF-kappaB signaling42/3107143/187239.53e-058.92e-0442
GO:19012223ProstateBPHregulation of NIK/NF-kappaB signaling34/3107112/187232.13e-041.73e-0334
GO:003164719ProstateTumorregulation of protein stability112/3246298/187234.18e-171.18e-14112
GO:190332019ProstateTumorregulation of protein modification by small protein conjugation or removal92/3246242/187231.20e-141.73e-1292
GO:005082119ProstateTumorprotein stabilization76/3246191/187231.55e-131.73e-1176
GO:003139619ProstateTumorregulation of protein ubiquitination76/3246210/187233.96e-112.68e-0976
GO:190332119ProstateTumornegative regulation of protein modification by small protein conjugation or removal38/324695/187231.49e-073.76e-0638
GO:003139719ProstateTumornegative regulation of protein ubiquitination34/324683/187233.41e-077.67e-0634
GO:000961514ProstateTumorresponse to virus101/3246367/187236.40e-071.32e-05101
GO:007093615ProstateTumorprotein K48-linked ubiquitination26/324665/187231.33e-051.83e-0426
GO:000020914ProstateTumorprotein polyubiquitination64/3246236/187231.08e-041.03e-0364
GO:190122412ProstateTumorpositive regulation of NIK/NF-kappaB signaling25/324669/187231.33e-041.23e-0325
GO:003806111ProstateTumorNIK/NF-kappaB signaling42/3246143/187232.56e-042.14e-0342
GO:190122211ProstateTumorregulation of NIK/NF-kappaB signaling34/3246112/187234.92e-043.64e-0334
GO:00516073ProstateTumordefense response to virus62/3246265/187236.92e-033.13e-0262
GO:01405463ProstateTumordefense response to symbiont62/3246265/187236.92e-033.13e-0262
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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
TRIM4SNVMissense_Mutationrs746597075c.369N>Gp.Ile123Metp.I123MQ9C037protein_codingtolerated(0.1)benign(0.013)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TRIM4SNVMissense_Mutationnovelc.1252G>Tp.Ala418Serp.A418SQ9C037protein_codingdeleterious(0.03)benign(0.171)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIM4SNVMissense_Mutationrs773415980c.1220G>Ap.Arg407Hisp.R407HQ9C037protein_codingtolerated(0.09)benign(0)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIM4SNVMissense_Mutationc.663N>Tp.Leu221Phep.L221FQ9C037protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIM4SNVMissense_Mutationnovelc.1085G>Tp.Arg362Ilep.R362IQ9C037protein_codingdeleterious(0)benign(0.309)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM4SNVMissense_Mutationc.790C>Gp.Leu264Valp.L264VQ9C037protein_codingdeleterious(0.01)probably_damaging(0.952)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
TRIM4SNVMissense_Mutationnovelc.932N>Ap.Leu311Glnp.L311QQ9C037protein_codingdeleterious(0.05)benign(0.272)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM4SNVMissense_Mutationc.1030G>Ap.Ala344Thrp.A344TQ9C037protein_codingtolerated(0.15)probably_damaging(0.977)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM4SNVMissense_Mutationnovelc.593G>Tp.Arg198Ilep.R198IQ9C037protein_codingdeleterious(0.04)probably_damaging(0.979)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRIM4deletionFrame_Shift_Delc.1118delAp.Asn373ThrfsTer57p.N373Tfs*57Q9C037protein_codingTCGA-AA-3815-01Colorectumcolon 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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