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: RNF31

Gene summary for RNF31

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF31

Gene ID

55072

Gene namering finger protein 31
Gene AliasHOIP
Cytomap14q12
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q96EP0


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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
55072RNF31LZE24THumanEsophagusESCC6.88e-122.88e-010.0596
55072RNF31LZE21THumanEsophagusESCC8.02e-042.73e-010.0655
55072RNF31P1T-EHumanEsophagusESCC1.64e-052.38e-010.0875
55072RNF31P2T-EHumanEsophagusESCC1.62e-132.51e-010.1177
55072RNF31P4T-EHumanEsophagusESCC1.05e-031.19e-010.1323
55072RNF31P5T-EHumanEsophagusESCC3.50e-027.33e-020.1327
55072RNF31P8T-EHumanEsophagusESCC4.44e-081.91e-010.0889
55072RNF31P9T-EHumanEsophagusESCC4.01e-041.18e-010.1131
55072RNF31P10T-EHumanEsophagusESCC4.41e-071.55e-010.116
55072RNF31P11T-EHumanEsophagusESCC3.75e-082.48e-010.1426
55072RNF31P12T-EHumanEsophagusESCC2.20e-173.58e-010.1122
55072RNF31P15T-EHumanEsophagusESCC5.63e-183.38e-010.1149
55072RNF31P16T-EHumanEsophagusESCC4.31e-061.10e-010.1153
55072RNF31P17T-EHumanEsophagusESCC7.64e-082.81e-010.1278
55072RNF31P19T-EHumanEsophagusESCC7.48e-033.42e-010.1662
55072RNF31P20T-EHumanEsophagusESCC1.51e-029.15e-020.1124
55072RNF31P21T-EHumanEsophagusESCC8.40e-041.15e-010.1617
55072RNF31P22T-EHumanEsophagusESCC3.97e-041.16e-010.1236
55072RNF31P23T-EHumanEsophagusESCC2.24e-102.39e-010.108
55072RNF31P24T-EHumanEsophagusESCC4.41e-071.59e-010.1287
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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:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:190382922LiverHCCpositive regulation of cellular protein localization199/7958276/187231.15e-232.62e-21199
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:003238821LiverHCCpositive regulation of intracellular transport148/7958202/187235.15e-196.66e-17148
GO:007265512LiverHCCestablishment of protein localization to mitochondrion98/7958120/187231.18e-181.46e-1698
GO:007058512LiverHCCprotein localization to mitochondrion101/7958125/187231.53e-181.86e-16101
GO:009031621LiverHCCpositive regulation of intracellular protein transport121/7958160/187231.27e-171.39e-15121
GO:190495122LiverHCCpositive regulation of establishment of protein localization207/7958319/187233.95e-163.29e-14207
GO:000662612LiverHCCprotein targeting to mitochondrion82/7958100/187234.93e-164.05e-1482
GO:005122222LiverHCCpositive regulation of protein transport194/7958303/187232.41e-141.56e-12194
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:190374911LiverHCCpositive regulation of establishment of protein localization to mitochondrion33/795836/187237.67e-102.37e-0833
GO:19039551LiverHCCpositive regulation of protein targeting to mitochondrion30/795832/187231.19e-093.58e-0830
GO:190353311LiverHCCregulation of protein targeting60/795881/187237.70e-091.94e-0760
GO:190374711LiverHCCregulation of establishment of protein localization to mitochondrion41/795850/187231.14e-082.83e-0741
GO:190321411LiverHCCregulation of protein targeting to mitochondrion36/795844/187231.02e-071.98e-0636
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
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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
RNF31SNVMissense_Mutationc.323C>Ap.Thr108Lysp.T108KQ96EP0protein_codingdeleterious(0)probably_damaging(1)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
RNF31SNVMissense_Mutationnovelc.2246N>Tp.Arg749Leup.R749LQ96EP0protein_codingdeleterious(0.03)benign(0.081)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
RNF31SNVMissense_Mutationc.2642N>Tp.Ala881Valp.A881VQ96EP0protein_codingdeleterious(0.01)possibly_damaging(0.787)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RNF31SNVMissense_Mutationc.1231N>Gp.Gln411Glup.Q411EQ96EP0protein_codingtolerated(1)benign(0)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
RNF31insertionNonsense_Mutationnovelc.680_681insTGCTGAACTATGGGCATAGTTCAGCATTCTGGGAp.His228AlafsTer6p.H228Afs*6Q96EP0protein_codingTCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
RNF31insertionFrame_Shift_Insnovelc.1364_1365insGTCTAGCTGGAAACCGTTTTTATCTGTATTATTGCp.Pro456SerfsTer48p.P456Sfs*48Q96EP0protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
RNF31insertionFrame_Shift_Insnovelc.1446_1447insGCTGp.Lys483AlafsTer37p.K483Afs*37Q96EP0protein_codingTCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RNF31insertionFrame_Shift_Insnovelc.1448_1449insTCAGp.Lys483AsnfsTer37p.K483Nfs*37Q96EP0protein_codingTCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RNF31insertionFrame_Shift_Insnovelc.2487_2488insCACTTCACCATp.Arg830HisfsTer25p.R830Hfs*25Q96EP0protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
RNF31deletionFrame_Shift_Delc.752delNp.Ala251ValfsTer17p.A251Vfs*17Q96EP0protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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