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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: RNF2

Gene summary for RNF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF2

Gene ID

6045

Gene namering finger protein 2
Gene AliasBAP-1
Cytomap1q25.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q99496


Top

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
6045RNF2LZE4THumanEsophagusESCC7.12e-031.03e-010.0811
6045RNF2LZE8THumanEsophagusESCC2.48e-081.41e-010.067
6045RNF2LZE24THumanEsophagusESCC2.31e-193.44e-010.0596
6045RNF2LZE6THumanEsophagusESCC1.67e-021.92e-010.0845
6045RNF2P1T-EHumanEsophagusESCC6.43e-032.00e-010.0875
6045RNF2P2T-EHumanEsophagusESCC9.00e-294.63e-010.1177
6045RNF2P4T-EHumanEsophagusESCC4.16e-153.56e-010.1323
6045RNF2P5T-EHumanEsophagusESCC1.20e-235.29e-010.1327
6045RNF2P8T-EHumanEsophagusESCC1.32e-141.75e-010.0889
6045RNF2P9T-EHumanEsophagusESCC3.02e-162.91e-010.1131
6045RNF2P10T-EHumanEsophagusESCC1.95e-214.38e-010.116
6045RNF2P11T-EHumanEsophagusESCC3.36e-094.31e-010.1426
6045RNF2P12T-EHumanEsophagusESCC1.45e-062.82e-010.1122
6045RNF2P15T-EHumanEsophagusESCC9.35e-245.15e-010.1149
6045RNF2P16T-EHumanEsophagusESCC7.63e-315.73e-010.1153
6045RNF2P17T-EHumanEsophagusESCC7.75e-053.14e-010.1278
6045RNF2P19T-EHumanEsophagusESCC1.31e-024.86e-010.1662
6045RNF2P20T-EHumanEsophagusESCC9.47e-224.39e-010.1124
6045RNF2P21T-EHumanEsophagusESCC2.43e-192.73e-010.1617
6045RNF2P22T-EHumanEsophagusESCC3.54e-132.73e-010.1236
Page: 1 2 3 4 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:200005810CervixCCregulation of ubiquitin-dependent protein catabolic process47/2311164/187231.63e-081.25e-0647
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:190336410CervixCCpositive regulation of cellular protein catabolic process43/2311155/187231.80e-078.28e-0643
GO:006113610CervixCCregulation of proteasomal protein catabolic process48/2311187/187234.63e-071.77e-0548
GO:003243410CervixCCregulation of proteasomal ubiquitin-dependent protein catabolic process38/2311134/187234.99e-071.88e-0538
GO:19030528CervixCCpositive regulation of proteolysis involved in cellular protein catabolic process34/2311133/187232.28e-054.01e-0434
GO:200006010CervixCCpositive regulation of ubiquitin-dependent protein catabolic process29/2311107/187232.77e-054.62e-0429
GO:00324369CervixCCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process25/231190/187236.22e-058.90e-0425
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
RNF2SNVMissense_Mutationnovelc.848N>Cp.Leu283Prop.L283PQ99496protein_codingdeleterious(0.02)possibly_damaging(0.799)TCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RNF2SNVMissense_Mutationc.473G>Ap.Arg158Glnp.R158QQ99496protein_codingdeleterious(0.01)possibly_damaging(0.726)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RNF2SNVMissense_Mutationc.128G>Ap.Arg43Glnp.R43QQ99496protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF2SNVMissense_Mutationnovelc.293G>Tp.Arg98Ilep.R98IQ99496protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF2SNVMissense_Mutationc.577A>Tp.Ser193Cysp.S193CQ99496protein_codingdeleterious(0.02)benign(0.015)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF2SNVMissense_Mutationnovelc.339N>Gp.Ile113Metp.I113MQ99496protein_codingdeleterious(0)probably_damaging(0.991)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RNF2SNVMissense_Mutationc.587G>Ap.Arg196Glnp.R196QQ99496protein_codingtolerated(0.13)benign(0.003)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RNF2SNVMissense_Mutationc.77G>Ap.Arg26Glnp.R26QQ99496protein_codingdeleterious(0.04)possibly_damaging(0.688)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RNF2SNVMissense_Mutationc.77N>Ap.Arg26Glnp.R26QQ99496protein_codingdeleterious(0.04)possibly_damaging(0.688)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
RNF2insertionFrame_Shift_Insnovelc.971_972insAp.Met325HisfsTer16p.M325Hfs*16Q99496protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

Top

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
Page: 1