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: RNF4

Gene summary for RNF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF4

Gene ID

6047

Gene namering finger protein 4
Gene AliasRES4-26
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

P78317


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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
6047RNF4LZE4THumanEsophagusESCC1.06e-034.70e-020.0811
6047RNF4LZE7THumanEsophagusESCC1.79e-066.06e-010.0667
6047RNF4LZE24THumanEsophagusESCC5.58e-062.11e-010.0596
6047RNF4LZE6THumanEsophagusESCC3.56e-043.09e-010.0845
6047RNF4P1T-EHumanEsophagusESCC3.92e-043.08e-010.0875
6047RNF4P2T-EHumanEsophagusESCC7.37e-234.55e-010.1177
6047RNF4P4T-EHumanEsophagusESCC3.39e-162.42e-010.1323
6047RNF4P5T-EHumanEsophagusESCC2.51e-092.04e-010.1327
6047RNF4P8T-EHumanEsophagusESCC9.00e-194.46e-010.0889
6047RNF4P9T-EHumanEsophagusESCC1.37e-081.04e-010.1131
6047RNF4P10T-EHumanEsophagusESCC1.20e-172.72e-010.116
6047RNF4P11T-EHumanEsophagusESCC2.03e-102.98e-010.1426
6047RNF4P12T-EHumanEsophagusESCC5.09e-092.75e-010.1122
6047RNF4P15T-EHumanEsophagusESCC7.41e-101.34e-010.1149
6047RNF4P16T-EHumanEsophagusESCC1.40e-142.95e-010.1153
6047RNF4P17T-EHumanEsophagusESCC1.50e-063.66e-010.1278
6047RNF4P19T-EHumanEsophagusESCC7.54e-044.16e-010.1662
6047RNF4P20T-EHumanEsophagusESCC5.19e-192.66e-010.1124
6047RNF4P21T-EHumanEsophagusESCC1.36e-091.52e-010.1617
6047RNF4P22T-EHumanEsophagusESCC3.12e-211.73e-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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0032801ColorectumADreceptor catabolic process12/391828/187237.21e-034.39e-0212
GO:00160551ColorectumSERWnt signaling pathway97/2897444/187232.02e-043.68e-0397
GO:01987381ColorectumSERcell-cell signaling by wnt97/2897446/187232.39e-044.11e-0397
GO:00301111ColorectumSERregulation of Wnt signaling pathway75/2897328/187232.47e-044.20e-0375
GO:00301112ColorectumMSSregulation of Wnt signaling pathway98/3467328/187233.37e-071.36e-0598
GO:00160552ColorectumMSSWnt signaling pathway124/3467444/187236.06e-072.26e-05124
GO:01987382ColorectumMSScell-cell signaling by wnt124/3467446/187237.83e-072.77e-05124
GO:00431121ColorectumMSSreceptor metabolic process57/3467166/187238.47e-072.97e-0557
GO:0030178ColorectumMSSnegative regulation of Wnt signaling pathway48/3467170/187231.23e-031.18e-0248
GO:00328011ColorectumMSSreceptor catabolic process12/346728/187232.53e-032.02e-0212
GO:00160553ColorectumFAPWnt signaling pathway104/2622444/187234.92e-083.92e-06104
GO:01987383ColorectumFAPcell-cell signaling by wnt104/2622446/187236.26e-084.54e-06104
GO:00301113ColorectumFAPregulation of Wnt signaling pathway81/2622328/187231.44e-079.03e-0681
GO:00431122ColorectumFAPreceptor metabolic process46/2622166/187232.70e-061.02e-0446
GO:00301781ColorectumFAPnegative regulation of Wnt signaling pathway38/2622170/187232.06e-031.70e-0238
GO:00160554ColorectumCRCWnt signaling pathway88/2078444/187233.91e-085.28e-0688
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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
RNF4SNVMissense_Mutationrs201229382c.361N>Ap.Ala121Thrp.A121TP78317protein_codingtolerated(0.62)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF4SNVMissense_Mutationrs377313523c.491N>Ap.Arg164Hisp.R164HP78317protein_codingtolerated(0.08)benign(0.08)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF4SNVMissense_Mutationc.423G>Tp.Glu141Aspp.E141DP78317protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF4SNVMissense_Mutationnovelc.346N>Ap.Ala116Thrp.A116TP78317protein_codingtolerated(0.79)benign(0)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF4SNVMissense_Mutationrs767261720c.448G>Ap.Val150Ilep.V150IP78317protein_codingtolerated(0.08)benign(0.026)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF4SNVMissense_Mutationrs750844745c.490N>Tp.Arg164Cysp.R164CP78317protein_codingtolerated(0.16)benign(0.035)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF4SNVMissense_Mutationnovelc.311N>Ap.Arg104Lysp.R104KP78317protein_codingtolerated(0.6)benign(0)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF4SNVMissense_Mutationnovelc.467N>Gp.His156Argp.H156RP78317protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F7-A624-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
RNF4SNVMissense_Mutationc.421N>Ap.Glu141Lysp.E141KP78317protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MT-A67F-01Oral cavityhead & neck squamous cell carcinomaFemale<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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