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: RNF20

Gene summary for RNF20

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF20

Gene ID

56254

Gene namering finger protein 20
Gene AliasBRE1
Cytomap9q31.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q5VTR2


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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
56254RNF20LZE2THumanEsophagusESCC3.18e-046.14e-010.082
56254RNF20LZE4THumanEsophagusESCC2.86e-154.02e-010.0811
56254RNF20LZE7THumanEsophagusESCC1.34e-083.29e-010.0667
56254RNF20LZE20THumanEsophagusESCC7.45e-041.26e-010.0662
56254RNF20LZE24THumanEsophagusESCC9.74e-143.16e-010.0596
56254RNF20LZE6THumanEsophagusESCC1.21e-042.43e-010.0845
56254RNF20P1T-EHumanEsophagusESCC1.94e-073.26e-010.0875
56254RNF20P2T-EHumanEsophagusESCC7.93e-325.46e-010.1177
56254RNF20P4T-EHumanEsophagusESCC4.12e-102.77e-010.1323
56254RNF20P5T-EHumanEsophagusESCC2.53e-041.30e-010.1327
56254RNF20P8T-EHumanEsophagusESCC1.17e-121.75e-010.0889
56254RNF20P9T-EHumanEsophagusESCC6.50e-092.14e-010.1131
56254RNF20P10T-EHumanEsophagusESCC5.38e-142.63e-010.116
56254RNF20P11T-EHumanEsophagusESCC3.05e-144.15e-010.1426
56254RNF20P12T-EHumanEsophagusESCC7.78e-183.40e-010.1122
56254RNF20P15T-EHumanEsophagusESCC1.76e-204.47e-010.1149
56254RNF20P16T-EHumanEsophagusESCC1.71e-172.98e-010.1153
56254RNF20P17T-EHumanEsophagusESCC1.51e-103.34e-010.1278
56254RNF20P20T-EHumanEsophagusESCC1.85e-142.35e-010.1124
56254RNF20P21T-EHumanEsophagusESCC6.95e-184.39e-010.1617
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:001657414EsophagusESCChistone ubiquitination40/855247/187232.40e-084.55e-0740
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:005068615EsophagusESCCnegative regulation of mRNA processing26/855229/187238.98e-071.15e-0526
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00310583EsophagusESCCpositive regulation of histone modification65/855292/187231.04e-061.31e-0565
GO:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:003144013EsophagusESCCregulation of mRNA 3'-end processing25/855228/187231.77e-062.10e-0525
GO:00103904EsophagusESCChistone monoubiquitination25/855229/187237.24e-067.20e-0525
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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
RNF20SNVMissense_Mutationc.1621N>Ap.Glu541Lysp.E541KQ5VTR2protein_codingtolerated(0.44)benign(0.034)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
RNF20SNVMissense_Mutationc.1270N>Ap.Glu424Lysp.E424KQ5VTR2protein_codingtolerated(0.06)probably_damaging(0.956)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
RNF20SNVMissense_Mutationc.1540N>Tp.Arg514Cysp.R514CQ5VTR2protein_codingdeleterious(0.02)benign(0)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNF20SNVMissense_Mutationnovelc.547N>Gp.Arg183Glyp.R183GQ5VTR2protein_codingtolerated(0.1)benign(0.101)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNF20SNVMissense_Mutationc.266N>Tp.Ser89Leup.S89LQ5VTR2protein_codingtolerated(0.07)probably_damaging(0.95)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNF20SNVMissense_Mutationc.1291C>Tp.His431Tyrp.H431YQ5VTR2protein_codingdeleterious(0)benign(0.196)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
RNF20SNVMissense_Mutationc.2563N>Gp.Gln855Glup.Q855EQ5VTR2protein_codingtolerated(0.09)benign(0.035)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
RNF20SNVMissense_Mutationnovelc.1384A>Cp.Thr462Prop.T462PQ5VTR2protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-C8-A1HO-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
RNF20SNVMissense_Mutationc.1582N>Tp.Asp528Tyrp.D528YQ5VTR2protein_codingdeleterious(0.01)possibly_damaging(0.65)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF20SNVMissense_Mutationc.1880N>Gp.Lys627Argp.K627RQ5VTR2protein_codingtolerated(0.41)probably_damaging(0.98)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
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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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