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:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000989620Oral cavityOSCCpositive regulation of catabolic process307/7305492/187232.29e-267.64e-24307
GO:003133120Oral cavityOSCCpositive regulation of cellular catabolic process273/7305427/187236.39e-262.02e-23273
GO:004217620Oral cavityOSCCregulation of protein catabolic process254/7305391/187231.07e-253.22e-23254
GO:190331118Oral cavityOSCCregulation of mRNA metabolic process197/7305288/187232.83e-247.16e-22197
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:190336220Oral cavityOSCCregulation of cellular protein catabolic process174/7305255/187232.04e-213.70e-19174
GO:190332020Oral cavityOSCCregulation of protein modification by small protein conjugation or removal165/7305242/187232.52e-203.99e-18165
GO:190305020Oral cavityOSCCregulation of proteolysis involved in cellular protein catabolic process152/7305221/187232.16e-193.15e-17152
GO:005068417Oral cavityOSCCregulation of mRNA processing104/7305137/187231.32e-181.58e-16104
GO:006113620Oral cavityOSCCregulation of proteasomal protein catabolic process132/7305187/187231.57e-181.81e-16132
GO:004325420Oral cavityOSCCregulation of protein-containing complex assembly255/7305428/187232.94e-183.15e-16255
GO:003139620Oral cavityOSCCregulation of protein ubiquitination143/7305210/187231.01e-179.80e-16143
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:004573220Oral cavityOSCCpositive regulation of protein catabolic process150/7305231/187231.06e-157.64e-14150
GO:009719120Oral cavityOSCCextrinsic apoptotic signaling pathway142/7305219/187237.34e-154.55e-13142
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:00330448Oral cavityOSCCregulation of chromosome organization123/7305187/187239.87e-145.17e-12123
GO:190336420Oral cavityOSCCpositive regulation of cellular protein catabolic process106/7305155/187231.07e-135.53e-12106
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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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