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: RNF125

Gene summary for RNF125

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF125

Gene ID

54941

Gene namering finger protein 125
Gene AliasTNORS
Cytomap18q12.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q96EQ8


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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
54941RNF125NAFLD1HumanLiverNAFLD8.99e-045.05e-01-0.04
54941RNF125HCC1HumanLiverHCC4.42e-036.21e-010.5336
54941RNF125HCC2HumanLiverHCC3.91e-121.16e+000.5341
54941RNF125HCC5HumanLiverHCC4.03e-131.02e+000.4932
54941RNF125S028HumanLiverHCC4.90e-021.71e-010.2503
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00002095LiverNAFLDprotein polyubiquitination51/1882236/187231.04e-078.10e-0651
GO:00305226LiverNAFLDintracellular receptor signaling pathway55/1882265/187231.39e-071.03e-0555
GO:0039535LiverNAFLDregulation of RIG-I signaling pathway7/188220/187232.44e-032.27e-027
GO:00028313LiverNAFLDregulation of response to biotic stimulus49/1882327/187232.94e-032.66e-0249
GO:0032102LiverNAFLDnegative regulation of response to external stimulus60/1882420/187233.34e-032.93e-0260
GO:0039529LiverNAFLDRIG-I signaling pathway8/188227/187233.97e-033.34e-028
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:0039528LiverHCCcytoplasmic pattern recognition receptor signaling pathway in response to virus30/795834/187233.88e-088.39e-0730
GO:00027533LiverHCCcytoplasmic pattern recognition receptor signaling pathway46/795860/187237.37e-081.49e-0646
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:00395291LiverHCCRIG-I signaling pathway24/795827/187237.23e-071.12e-0524
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:00985861LiverHCCcellular response to virus57/795884/187232.30e-063.11e-0557
GO:0032479LiverHCCregulation of type I interferon production60/795895/187233.84e-053.80e-0460
GO:0032606LiverHCCtype I interferon production60/795895/187233.84e-053.80e-0460
GO:0039531LiverHCCregulation of viral-induced cytoplasmic pattern recognition receptor signaling pathway20/795824/187234.92e-054.70e-0420
GO:00028321LiverHCCnegative regulation of response to biotic stimulus66/7958108/187237.24e-056.50e-0466
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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
RNF125SNVMissense_Mutationrs201216500c.173G>Ap.Arg58Hisp.R58HQ96EQ8protein_codingtolerated(0.84)benign(0.134)TCGA-EA-A5ZE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RNF125SNVMissense_Mutationc.336N>Tp.Met112Ilep.M112IQ96EQ8protein_codingtolerated(0.12)possibly_damaging(0.838)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF125SNVMissense_Mutationc.294G>Cp.Lys98Asnp.K98NQ96EQ8protein_codingtolerated(0.13)benign(0.01)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF125SNVMissense_Mutationrs533221261c.590N>Gp.Thr197Serp.T197SQ96EQ8protein_codingtolerated(0.27)probably_damaging(0.956)TCGA-R2-A69V-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RNF125SNVMissense_Mutationnovelc.686N>Gp.Ser229Trpp.S229WQ96EQ8protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
RNF125SNVMissense_Mutationc.226C>Tp.Arg76Trpp.R76WQ96EQ8protein_codingdeleterious(0.05)benign(0.05)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF125SNVMissense_Mutationrs779498047c.644N>Ap.Arg215Glnp.R215QQ96EQ8protein_codingtolerated(0.54)benign(0.003)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RNF125SNVMissense_Mutationrs532384679c.158N>Ap.Gly53Aspp.G53DQ96EQ8protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
RNF125SNVMissense_Mutationrs201216500c.173N>Ap.Arg58Hisp.R58HQ96EQ8protein_codingtolerated(0.84)benign(0.134)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF125SNVMissense_Mutationrs201216500c.173N>Ap.Arg58Hisp.R58HQ96EQ8protein_codingtolerated(0.84)benign(0.134)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid 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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