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: 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


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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
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
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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
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.

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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:001657413Oral cavityLPhistone ubiquitination22/462347/187238.02e-047.05e-0322
GO:001692511Oral cavityLPprotein sumoylation24/462353/187238.55e-047.45e-0324
GO:00103901Oral cavityLPhistone monoubiquitination15/462329/187231.55e-031.20e-0215
GO:007097911Oral cavityLPprotein K11-linked ubiquitination15/462329/187231.55e-031.20e-0215
GO:005186512Oral cavityLPprotein autoubiquitination29/462373/187233.20e-032.18e-0229
GO:006082815Oral cavityLPregulation of canonical Wnt signaling pathway82/4623253/187233.23e-032.18e-0282
GO:003011115Oral cavityLPregulation of Wnt signaling pathway103/4623328/187233.29e-032.21e-02103
GO:005077711Oral cavityLPnegative regulation of immune response65/4623194/187233.47e-032.32e-0265
GO:003352212Oral cavityLPhistone H2A ubiquitination13/462326/187234.62e-032.93e-0213
GO:00506881Oral cavityLPregulation of defense response to virus27/462369/187235.55e-033.35e-0227
GO:004828511Oral cavityLPorganelle fission145/4623488/187236.02e-033.57e-02145
GO:009026315Oral cavityLPpositive regulation of canonical Wnt signaling pathway38/4623106/187236.67e-033.89e-0238
GO:0043433Oral cavityLPnegative regulation of DNA-binding transcription factor activity61/4623185/187236.68e-033.89e-0261
GO:000268315Oral cavityLPnegative regulation of immune system process130/4623434/187236.70e-033.90e-02130
GO:00988131Oral cavityLPnuclear chromosome segregation88/4623281/187236.72e-033.91e-0288
GO:006007015Oral cavityLPcanonical Wnt signaling pathway94/4623303/187236.97e-033.96e-0294
GO:007093622Oral cavityEOLPprotein K48-linked ubiquitination31/221865/187239.08e-132.27e-1031
GO:001049825Oral cavityEOLPproteasomal protein catabolic process108/2218490/187237.79e-119.51e-09108
GO:000283121Oral cavityEOLPregulation of response to biotic stimulus80/2218327/187231.31e-101.43e-0880
GO:000020923Oral cavityEOLPprotein polyubiquitination62/2218236/187237.88e-105.90e-0862
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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
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
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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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