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: TRIM31

Gene summary for TRIM31

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM31

Gene ID

11074

Gene nametripartite motif containing 31
Gene AliasC6orf13
Cytomap6p22.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q2L6J1


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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
11074TRIM31HTA11_2487_2000001011HumanColorectumSER2.67e-084.70e-01-0.1808
11074TRIM31HTA11_1938_2000001011HumanColorectumAD2.25e-216.77e-01-0.0811
11074TRIM31HTA11_78_2000001011HumanColorectumAD2.22e-062.84e-01-0.1088
11074TRIM31HTA11_347_2000001011HumanColorectumAD3.11e-022.17e-01-0.1954
11074TRIM31HTA11_411_2000001011HumanColorectumSER1.07e-038.64e-01-0.2602
11074TRIM31HTA11_2112_2000001011HumanColorectumSER4.98e-049.86e-01-0.2196
11074TRIM31HTA11_3361_2000001011HumanColorectumAD1.63e-033.25e-01-0.1207
11074TRIM31HTA11_696_2000001011HumanColorectumAD8.62e-041.36e-01-0.1464
11074TRIM31HTA11_866_2000001011HumanColorectumAD4.07e-041.70e-01-0.1001
11074TRIM31HTA11_1391_2000001011HumanColorectumAD1.14e-123.95e-01-0.059
11074TRIM31HTA11_5212_2000001011HumanColorectumAD2.69e-023.28e-01-0.2061
11074TRIM31HTA11_6818_2000001011HumanColorectumAD7.26e-053.12e-010.0112
11074TRIM31HTA11_6818_2000001021HumanColorectumAD1.71e-031.80e-010.0588
11074TRIM31HTA11_99999965104_69814HumanColorectumMSS1.02e-072.95e-010.281
11074TRIM31HTA11_99999971662_82457HumanColorectumMSS4.07e-041.01e-010.3859
11074TRIM31HTA11_99999973899_84307HumanColorectumMSS3.00e-083.72e-010.2585
11074TRIM31A002-C-203HumanColorectumFAP9.55e-092.83e-010.2786
11074TRIM31A001-C-108HumanColorectumFAP8.13e-032.04e-01-0.0272
11074TRIM31A002-C-021HumanColorectumFAP9.04e-051.58e-010.1171
11074TRIM31A002-C-205HumanColorectumFAP6.47e-033.44e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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:00507921ColorectumSERregulation of viral process43/2897164/187232.57e-044.31e-0343
GO:00190761ColorectumSERviral release from host cell14/289734/187232.81e-044.63e-0314
GO:00358901ColorectumSERexit from host14/289734/187232.81e-044.63e-0314
GO:00358911ColorectumSERexit from host cell14/289734/187232.81e-044.63e-0314
GO:19039001ColorectumSERregulation of viral life cycle38/2897148/187238.76e-041.06e-0238
GO:00467181ColorectumSERviral entry into host cell36/2897144/187231.95e-031.96e-0236
GO:1902186ColorectumSERregulation of viral release from host cell10/289726/187233.78e-033.13e-0210
GO:00444091ColorectumSERentry into host36/2897151/187234.55e-033.61e-0236
GO:0043903ColorectumSERregulation of biological process involved in symbiotic interaction20/289772/187235.36e-034.03e-0220
GO:00510911ColorectumSERpositive regulation of DNA-binding transcription factor activity56/2897260/187235.55e-034.09e-0256
GO:00160322ColorectumMSSviral process157/3467415/187237.94e-216.19e-18157
GO:00190582ColorectumMSSviral life cycle111/3467317/187231.65e-122.95e-10111
GO:00444032ColorectumMSSbiological process involved in symbiotic interaction93/3467290/187231.72e-089.85e-0793
GO:00190802ColorectumMSSviral gene expression41/346794/187231.74e-089.85e-0741
GO:00517012ColorectumMSSbiological process involved in interaction with host67/3467203/187235.13e-071.98e-0567
GO:00521262ColorectumMSSmovement in host environment58/3467175/187232.50e-067.64e-0558
GO:00507922ColorectumMSSregulation of viral process54/3467164/187236.79e-061.77e-0454
GO:00467182ColorectumMSSviral entry into host cell47/3467144/187233.35e-056.56e-0447
GO:19039002ColorectumMSSregulation of viral life cycle47/3467148/187237.20e-051.21e-0347
GO:00444092ColorectumMSSentry into host47/3467151/187231.24e-041.91e-0347
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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
TRIM31insertionFrame_Shift_Insnovelc.98_99insAGCTCTACAAGCCTCTGAGGTGCAGTCCAAAAGGAAAGAGGCTACATGCCp.His33GlnfsTer45p.H33Qfs*45Q9BZY9protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
TRIM31SNVMissense_Mutationc.126G>Cp.Gln42Hisp.Q42HQ9BZY9protein_codingdeleterious(0.01)probably_damaging(0.95)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRIM31SNVMissense_Mutationnovelc.824N>Gp.Lys275Argp.K275RQ9BZY9protein_codingdeleterious(0.02)benign(0.122)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TRIM31SNVMissense_Mutationc.254N>Cp.Glu85Alap.E85AQ9BZY9protein_codingdeleterious(0.01)benign(0.024)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
TRIM31SNVMissense_Mutationc.1163C>Tp.Ala388Valp.A388VQ9BZY9protein_codingdeleterious_low_confidence(0.02)benign(0.038)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRIM31SNVMissense_Mutationc.134N>Gp.Glu45Glyp.E45GQ9BZY9protein_codingtolerated(0.08)benign(0.18)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM31SNVMissense_Mutationnovelc.722N>Ap.Met241Lysp.M241KQ9BZY9protein_codingdeleterious(0.01)benign(0.017)TCGA-AG-A032-01Colorectumrectum adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabPD
TRIM31SNVMissense_Mutationrs201488158c.61N>Ap.Asp21Asnp.D21NQ9BZY9protein_codingdeleterious(0)possibly_damaging(0.574)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TRIM31SNVMissense_Mutationnovelc.1270T>Cp.Ser424Prop.S424PQ9BZY9protein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
TRIM31SNVMissense_Mutationc.539N>Tp.Arg180Metp.R180MQ9BZY9protein_codingtolerated(0.09)benign(0.269)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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