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: RNF5

Gene summary for RNF5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF5

Gene ID

6048

Gene namering finger protein 5
Gene AliasRING5
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

A0A024RCQ4


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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
6048RNF5HTA11_3410_2000001011HumanColorectumAD3.59e-164.00e-010.0155
6048RNF5HTA11_2487_2000001011HumanColorectumSER4.82e-287.82e-01-0.1808
6048RNF5HTA11_2951_2000001011HumanColorectumAD5.15e-066.06e-010.0216
6048RNF5HTA11_1938_2000001011HumanColorectumAD2.73e-136.59e-01-0.0811
6048RNF5HTA11_78_2000001011HumanColorectumAD8.25e-083.74e-01-0.1088
6048RNF5HTA11_347_2000001011HumanColorectumAD1.66e-499.76e-01-0.1954
6048RNF5HTA11_411_2000001011HumanColorectumSER3.31e-231.45e+00-0.2602
6048RNF5HTA11_2112_2000001011HumanColorectumSER1.23e-024.01e-01-0.2196
6048RNF5HTA11_3361_2000001011HumanColorectumAD3.07e-196.56e-01-0.1207
6048RNF5HTA11_83_2000001011HumanColorectumSER8.93e-227.75e-01-0.1526
6048RNF5HTA11_696_2000001011HumanColorectumAD9.86e-407.13e-01-0.1464
6048RNF5HTA11_866_2000001011HumanColorectumAD6.58e-235.29e-01-0.1001
6048RNF5HTA11_1391_2000001011HumanColorectumAD4.94e-369.84e-01-0.059
6048RNF5HTA11_2992_2000001011HumanColorectumSER1.12e-199.76e-01-0.1706
6048RNF5HTA11_5212_2000001011HumanColorectumAD1.04e-311.22e+00-0.2061
6048RNF5HTA11_5216_2000001011HumanColorectumSER2.66e-119.24e-01-0.1462
6048RNF5HTA11_546_2000001011HumanColorectumAD1.44e-136.59e-01-0.0842
6048RNF5HTA11_7862_2000001011HumanColorectumAD6.68e-105.33e-01-0.0179
6048RNF5HTA11_866_3004761011HumanColorectumAD6.42e-235.31e-010.096
6048RNF5HTA11_8622_2000001021HumanColorectumSER2.59e-115.20e-010.0528
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:0070936ColorectumADprotein K48-linked ubiquitination27/391865/187231.31e-041.88e-0327
GO:0006515ColorectumADprotein quality control for misfolded or incompletely synthesized proteins14/391828/187236.01e-046.33e-0314
GO:0010507ColorectumADnegative regulation of autophagy31/391885/187236.91e-047.05e-0331
GO:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:0071712ColorectumADER-associated misfolded protein catabolic process7/391812/187235.09e-033.38e-027
GO:0036503ColorectumADERAD pathway34/3918107/187235.57e-033.63e-0234
GO:0070534ColorectumADprotein K63-linked ubiquitination20/391856/187237.57e-034.58e-0220
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041416ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa041417ColorectumMSI-HProtein processing in endoplasmic reticulum46/797174/84654.53e-119.78e-108.19e-1046
hsa0414139EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141114EsophagusHGINProtein processing in endoplasmic reticulum67/1383174/84651.06e-122.16e-111.72e-1167
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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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
RNF5SNVMissense_Mutationrs200315442c.508G>Ap.Ala170Thrp.A170TQ99942protein_codingdeleterious(0)probably_damaging(0.978)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF5SNVMissense_Mutationc.466N>Tp.His156Tyrp.H156YQ99942protein_codingtolerated(0.87)benign(0.029)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF5SNVMissense_Mutationnovelc.388C>Gp.Pro130Alap.P130AQ99942protein_codingdeleterious(0.04)possibly_damaging(0.831)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RNF5deletionFrame_Shift_Delrs758165894c.520delNp.Trp176GlyfsTer22p.W176Gfs*22Q99942protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF5SNVMissense_Mutationrs750217083c.409G>Ap.Val137Ilep.V137IQ99942protein_codingtolerated(0.36)benign(0.034)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF5SNVMissense_Mutationc.85N>Cp.Ile29Leup.I29LQ99942protein_codingdeleterious(0)probably_damaging(0.971)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF5SNVMissense_Mutationrs752402980c.248N>Ap.Gly83Glup.G83EQ99942protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF5SNVMissense_Mutationrs768101414c.181C>Tp.Arg61Trpp.R61WQ99942protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AJ-A3OK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
RNF5SNVMissense_Mutationnovelc.290G>Ap.Arg97Hisp.R97HQ99942protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF5insertionFrame_Shift_Insnovelc.526dupTp.Trp176LeufsTer27p.W176Lfs*27Q99942protein_codingTCGA-B5-A1MW-01Endometriumuterine corpus endometrioid carcinomaFemale<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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