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: TRIM21

Gene summary for TRIM21

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM21

Gene ID

6737

Gene nametripartite motif containing 21
Gene AliasRNF81
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

P19474


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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
6737TRIM21LZE4THumanEsophagusESCC8.33e-081.73e-010.0811
6737TRIM21LZE24THumanEsophagusESCC6.01e-103.31e-010.0596
6737TRIM21P2T-EHumanEsophagusESCC9.36e-142.64e-010.1177
6737TRIM21P4T-EHumanEsophagusESCC2.18e-039.24e-020.1323
6737TRIM21P8T-EHumanEsophagusESCC4.31e-081.30e-010.0889
6737TRIM21P9T-EHumanEsophagusESCC3.51e-112.84e-010.1131
6737TRIM21P11T-EHumanEsophagusESCC2.37e-165.55e-010.1426
6737TRIM21P12T-EHumanEsophagusESCC1.09e-031.15e-010.1122
6737TRIM21P15T-EHumanEsophagusESCC1.21e-021.22e-010.1149
6737TRIM21P17T-EHumanEsophagusESCC1.77e-114.53e-010.1278
6737TRIM21P20T-EHumanEsophagusESCC2.13e-092.49e-010.1124
6737TRIM21P21T-EHumanEsophagusESCC9.52e-071.48e-010.1617
6737TRIM21P22T-EHumanEsophagusESCC5.67e-039.36e-020.1236
6737TRIM21P23T-EHumanEsophagusESCC2.55e-082.33e-010.108
6737TRIM21P24T-EHumanEsophagusESCC5.19e-092.34e-010.1287
6737TRIM21P26T-EHumanEsophagusESCC4.38e-102.03e-010.1276
6737TRIM21P27T-EHumanEsophagusESCC3.33e-068.05e-020.1055
6737TRIM21P28T-EHumanEsophagusESCC9.48e-163.28e-010.1149
6737TRIM21P31T-EHumanEsophagusESCC2.75e-142.27e-010.1251
6737TRIM21P32T-EHumanEsophagusESCC6.62e-102.28e-010.1666
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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
∗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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0050792111EsophagusESCCregulation of viral process119/8552164/187232.19e-129.03e-11119
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:1903900111EsophagusESCCregulation of viral life cycle106/8552148/187231.26e-103.72e-09106
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:0051701111EsophagusESCCbiological process involved in interaction with host135/8552203/187231.49e-093.49e-08135
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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
TRIM21pDCLungIACSPHK2,PDE7B,PADI2, etc.1.68e-02The 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.
TRIM21NEUTLungIACSPHK2,PDE7B,PADI2, etc.2.84e-02The 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.
∗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
TRIM21SNVMissense_Mutationnovelc.1307N>Cp.Cys436Serp.C436SP19474protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIM21SNVMissense_Mutationrs768080889c.424N>Ap.Ala142Thrp.A142TP19474protein_codingtolerated(0.16)benign(0.417)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRIM21SNVMissense_Mutationrs376066276c.191N>Ap.Arg64Glnp.R64QP19474protein_codingtolerated(0.13)probably_damaging(0.92)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
TRIM21SNVMissense_Mutationc.595G>Ap.Glu199Lysp.E199KP19474protein_codingtolerated(1)benign(0)TCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TRIM21SNVMissense_Mutationc.312G>Tp.Glu104Aspp.E104DP19474protein_codingdeleterious(0)possibly_damaging(0.739)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
TRIM21insertionFrame_Shift_Insnovelc.744_745insCTCTATTCCACTTGTGGGCTAGCp.Ile249LeufsTer19p.I249Lfs*19P19474protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIM21SNVMissense_Mutationc.388N>Cp.Glu130Glnp.E130QP19474protein_codingdeleterious(0)possibly_damaging(0.69)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
TRIM21SNVMissense_Mutationnovelc.489N>Cp.Lys163Asnp.K163NP19474protein_codingdeleterious(0.02)benign(0.022)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
TRIM21SNVMissense_Mutationc.175N>Ap.Leu59Metp.L59MP19474protein_codingtolerated(0.22)benign(0.173)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TRIM21SNVMissense_Mutationrs764736589c.655G>Tp.Ala219Serp.A219SP19474protein_codingtolerated(0.3)benign(0.02)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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