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: TRIM2

Gene summary for TRIM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM2

Gene ID

23321

Gene nametripartite motif containing 2
Gene AliasCMT2R
Cytomap4q31.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9C040


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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
23321TRIM2CA_HPV_1HumanCervixCC8.99e-09-2.78e-010.0264
23321TRIM2CA_HPV_3HumanCervixCC2.44e-02-2.31e-010.0414
23321TRIM2N_HPV_1HumanCervixN_HPV4.34e-05-2.58e-010.0079
23321TRIM2N_HPV_2HumanCervixN_HPV1.34e-02-2.46e-01-0.0131
23321TRIM2CCI_1HumanCervixCC4.97e-026.42e-010.528
23321TRIM2CCI_2HumanCervixCC9.64e-047.16e-010.5249
23321TRIM2H2HumanCervixHSIL_HPV5.94e-073.49e-010.0632
23321TRIM2HTA11_3410_2000001011HumanColorectumAD2.73e-08-4.24e-010.0155
23321TRIM2HTA11_347_2000001011HumanColorectumAD2.80e-198.02e-01-0.1954
23321TRIM2HTA11_3361_2000001011HumanColorectumAD3.76e-03-5.61e-01-0.1207
23321TRIM2HTA11_8622_2000001021HumanColorectumSER3.58e-05-5.05e-010.0528
23321TRIM2HTA11_99999970781_79442HumanColorectumMSS1.56e-02-2.87e-010.294
23321TRIM2HTA11_99999965104_69814HumanColorectumMSS3.94e-086.73e-010.281
23321TRIM2HTA11_99999974143_84620HumanColorectumMSS3.14e-05-4.08e-010.3005
23321TRIM2A002-C-010HumanColorectumFAP1.57e-051.49e-010.242
23321TRIM2A015-C-203HumanColorectumFAP9.78e-29-2.81e-01-0.1294
23321TRIM2A014-C-040HumanColorectumFAP2.14e-02-2.98e-01-0.1184
23321TRIM2A002-C-201HumanColorectumFAP1.50e-08-2.20e-010.0324
23321TRIM2A001-C-119HumanColorectumFAP4.63e-102.65e-01-0.1557
23321TRIM2A001-C-108HumanColorectumFAP3.99e-13-1.20e-01-0.0272
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0030041111ThyroidATCactin filament polymerization101/6293191/187232.91e-085.50e-07101
GO:005212633ThyroidATCmovement in host environment94/6293175/187233.20e-086.00e-0794
GO:0009615111ThyroidATCresponse to virus173/6293367/187234.23e-087.71e-07173
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
GO:0032273113ThyroidATCpositive regulation of protein polymerization77/6293138/187236.67e-081.17e-0677
GO:005117018ThyroidATCimport into nucleus86/6293159/187238.02e-081.40e-0686
GO:0043123111ThyroidATCpositive regulation of I-kappaB kinase/NF-kappaB signaling97/6293186/187231.31e-072.16e-0697
GO:0030833110ThyroidATCregulation of actin filament polymerization91/6293172/187231.34e-072.20e-0691
GO:004677717ThyroidATCprotein autophosphorylation114/6293227/187231.54e-072.49e-06114
GO:0043122112ThyroidATCregulation of I-kappaB kinase/NF-kappaB signaling123/6293249/187231.65e-072.64e-06123
GO:0031667210ThyroidATCresponse to nutrient levels212/6293474/187232.37e-073.70e-06212
GO:000660617ThyroidATCprotein import into nucleus83/6293155/187232.38e-073.70e-0683
GO:190459119ThyroidATCpositive regulation of protein import31/629343/187232.80e-074.25e-0631
GO:190458918ThyroidATCregulation of protein import41/629363/187233.19e-074.76e-0641
GO:0007249111ThyroidATCI-kappaB kinase/NF-kappaB signaling135/6293281/187233.31e-074.91e-06135
GO:006145827ThyroidATCreproductive system development193/6293427/187233.32e-074.92e-06193
GO:004876221ThyroidATCmesenchymal cell differentiation116/6293236/187235.08e-077.30e-06116
GO:005140227ThyroidATCneuron apoptotic process120/6293246/187235.41e-077.75e-06120
GO:004860825ThyroidATCreproductive structure development190/6293424/187238.40e-071.11e-05190
GO:200125224ThyroidATCpositive regulation of chromosome organization49/629382/187231.07e-061.39e-0549
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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
TRIM2SNVMissense_Mutationnovelc.1667N>Tp.Ser556Phep.S556FQ9C040protein_codingdeleterious(0)benign(0.352)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TRIM2SNVMissense_Mutationnovelc.230A>Gp.Tyr77Cysp.Y77CQ9C040protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A7VC-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRIM2SNVMissense_Mutationrs780090814c.1793G>Tp.Gly598Valp.G598VQ9C040protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
TRIM2insertionFrame_Shift_Insnovelc.211_212insCTCACCCAGGCTGGAGTGCp.Glu71AlafsTer62p.E71Afs*62Q9C040protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TRIM2deletionFrame_Shift_Delnovelc.1234delNp.Lys412ArgfsTer21p.K412Rfs*21Q9C040protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRIM2SNVMissense_Mutationrs759524701c.1876G>Ap.Val626Metp.V626MQ9C040protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRIM2SNVMissense_Mutationrs754843842c.733N>Tp.Arg245Cysp.R245CQ9C040protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIM2SNVMissense_Mutationnovelc.1724N>Ap.Ile575Asnp.I575NQ9C040protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3979-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIM2SNVMissense_Mutationnovelc.225N>Tp.Gln75Hisp.Q75HQ9C040protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM2SNVMissense_Mutationnovelc.1183N>Ap.Glu395Lysp.E395KQ9C040protein_codingtolerated(0.23)benign(0.253)TCGA-AA-3984-01Colorectumcolon 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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