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: TRIM41

Gene summary for TRIM41

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM41

Gene ID

90933

Gene nametripartite motif containing 41
Gene AliasRINCK
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

Q8WV44


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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
90933TRIM41LZE8THumanEsophagusESCC1.38e-021.78e-010.067
90933TRIM41LZE24THumanEsophagusESCC2.03e-052.03e-010.0596
90933TRIM41P1T-EHumanEsophagusESCC3.48e-032.00e-010.0875
90933TRIM41P2T-EHumanEsophagusESCC2.89e-121.29e-010.1177
90933TRIM41P4T-EHumanEsophagusESCC3.29e-041.34e-010.1323
90933TRIM41P5T-EHumanEsophagusESCC2.73e-091.43e-010.1327
90933TRIM41P10T-EHumanEsophagusESCC4.30e-059.23e-020.116
90933TRIM41P11T-EHumanEsophagusESCC4.57e-031.70e-010.1426
90933TRIM41P12T-EHumanEsophagusESCC1.16e-141.33e-010.1122
90933TRIM41P15T-EHumanEsophagusESCC1.29e-082.08e-010.1149
90933TRIM41P16T-EHumanEsophagusESCC9.49e-059.85e-020.1153
90933TRIM41P17T-EHumanEsophagusESCC1.27e-052.31e-010.1278
90933TRIM41P20T-EHumanEsophagusESCC2.96e-051.30e-010.1124
90933TRIM41P21T-EHumanEsophagusESCC4.61e-091.43e-010.1617
90933TRIM41P22T-EHumanEsophagusESCC2.21e-162.87e-010.1236
90933TRIM41P23T-EHumanEsophagusESCC1.11e-021.03e-010.108
90933TRIM41P26T-EHumanEsophagusESCC8.79e-049.67e-020.1276
90933TRIM41P27T-EHumanEsophagusESCC1.12e-102.27e-010.1055
90933TRIM41P28T-EHumanEsophagusESCC7.00e-203.85e-010.1149
90933TRIM41P30T-EHumanEsophagusESCC2.56e-093.08e-010.137
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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:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:007122215EsophagusESCCcellular response to lipopolysaccharide113/8552209/187238.79e-033.10e-02113
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:003249611LiverHCCresponse to lipopolysaccharide174/7958343/187231.19e-036.62e-03174
GO:00712166LiverHCCcellular response to biotic stimulus128/7958246/187231.53e-038.10e-03128
GO:00712226LiverHCCcellular response to lipopolysaccharide110/7958209/187231.92e-039.77e-03110
GO:000223711LiverHCCresponse to molecule of bacterial origin181/7958363/187232.58e-031.24e-02181
GO:00712196LiverHCCcellular response to molecule of bacterial origin113/7958221/187235.73e-032.38e-02113
GO:00510913LiverHCCpositive regulation of DNA-binding transcription factor activity131/7958260/187235.98e-032.45e-02131
GO:190165316Oral cavityOSCCcellular response to peptide194/7305359/187234.31e-099.57e-08194
GO:003249617Oral cavityOSCCresponse to lipopolysaccharide178/7305343/187237.27e-071.03e-05178
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:007121615Oral cavityOSCCcellular response to biotic stimulus129/7305246/187231.20e-051.23e-04129
GO:000223717Oral cavityOSCCresponse to molecule of bacterial origin181/7305363/187231.48e-051.49e-04181
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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
TRIM41SNVMissense_Mutationc.358N>Gp.Met120Valp.M120VQ8WV44protein_codingtolerated(0.58)benign(0.176)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRIM41SNVMissense_Mutationc.85N>Tp.Asp29Tyrp.D29YQ8WV44protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRIM41SNVMissense_Mutationnovelc.353N>Gp.Asp118Glyp.D118GQ8WV44protein_codingdeleterious(0.03)benign(0)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TRIM41SNVMissense_Mutationnovelc.878N>Gp.Ala293Glyp.A293GQ8WV44protein_codingdeleterious(0.01)benign(0.444)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
TRIM41SNVMissense_Mutationnovelc.749N>Cp.Arg250Prop.R250PQ8WV44protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
TRIM41insertionFrame_Shift_Insnovelc.169_170insGCACTTCAGCCTGGAAACAGAGCAAGACTCCp.Asp57GlyfsTer12p.D57Gfs*12Q8WV44protein_codingTCGA-A2-A04V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
TRIM41deletionFrame_Shift_Delrs754807680c.1357delGp.Val453SerfsTer38p.V453Sfs*38Q8WV44protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIM41SNVMissense_Mutationnovelc.328A>Gp.Ser110Glyp.S110GQ8WV44protein_codingtolerated(0.5)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRIM41SNVMissense_Mutationc.888G>Cp.Glu296Aspp.E296DQ8WV44protein_codingtolerated(0.13)possibly_damaging(0.628)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIM41SNVMissense_Mutationc.1171N>Ap.Glu391Lysp.E391KQ8WV44protein_codingtolerated(0.62)benign(0)TCGA-FU-A3HZ-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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