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: RNF39

Gene summary for RNF39

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF39

Gene ID

80352

Gene namering finger protein 39
Gene AliasFAP216
Cytomap6p22.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q96QB5


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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
80352RNF39LZE4THumanEsophagusESCC4.17e-022.25e-020.0811
80352RNF39LZE8THumanEsophagusESCC2.42e-051.12e-010.067
80352RNF39LZE24THumanEsophagusESCC1.17e-219.49e-010.0596
80352RNF39P1T-EHumanEsophagusESCC9.17e-221.63e+000.0875
80352RNF39P2T-EHumanEsophagusESCC4.65e-109.46e-020.1177
80352RNF39P4T-EHumanEsophagusESCC2.17e-052.07e-010.1323
80352RNF39P8T-EHumanEsophagusESCC6.28e-228.22e-010.0889
80352RNF39P10T-EHumanEsophagusESCC1.70e-069.95e-020.116
80352RNF39P16T-EHumanEsophagusESCC3.87e-038.50e-020.1153
80352RNF39P22T-EHumanEsophagusESCC1.20e-021.40e-010.1236
80352RNF39P23T-EHumanEsophagusESCC3.82e-159.86e-010.108
80352RNF39P26T-EHumanEsophagusESCC2.39e-093.65e-010.1276
80352RNF39P27T-EHumanEsophagusESCC2.78e-125.87e-010.1055
80352RNF39P30T-EHumanEsophagusESCC4.49e-083.95e-010.137
80352RNF39P39T-EHumanEsophagusESCC2.78e-076.01e-010.0894
80352RNF39P42T-EHumanEsophagusESCC6.48e-073.63e-010.1175
80352RNF39P47T-EHumanEsophagusESCC9.72e-084.91e-010.1067
80352RNF39P48T-EHumanEsophagusESCC1.34e-083.54e-010.0959
80352RNF39P52T-EHumanEsophagusESCC2.85e-031.47e-030.1555
80352RNF39P54T-EHumanEsophagusESCC1.69e-137.09e-010.0975
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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
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
∗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
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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
RNF39deletionFrame_Shift_Delrs751277893c.1186delCp.Leu396TrpfsTer74p.L396Wfs*74Q9H2S5protein_codingTCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
RNF39SNVMissense_Mutationc.143C>Gp.Ser48Cysp.S48CQ9H2S5protein_codingdeleterious_low_confidence(0.01)benign(0.173)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RNF39SNVMissense_Mutationrs142632327c.1195N>Tp.Arg399Cysp.R399CQ9H2S5protein_codingdeleterious(0.01)possibly_damaging(0.588)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF39SNVMissense_Mutationrs142632327c.1195C>Tp.Arg399Cysp.R399CQ9H2S5protein_codingdeleterious(0.01)possibly_damaging(0.588)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RNF39SNVMissense_Mutationc.661N>Cp.Lys221Glnp.K221QQ9H2S5protein_codingtolerated(0.08)benign(0.317)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
RNF39SNVMissense_Mutationc.1091N>Ap.Arg364Hisp.R364HQ9H2S5protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
RNF39SNVMissense_Mutationc.827C>Tp.Ala276Valp.A276VQ9H2S5protein_codingtolerated(0.07)possibly_damaging(0.853)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF39SNVMissense_Mutationnovelc.838N>Ap.Gly280Argp.G280RQ9H2S5protein_codingtolerated(0.62)benign(0.003)TCGA-SS-A7HO-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinPD
RNF39SNVMissense_Mutationc.1019N>Ap.Arg340Hisp.R340HQ9H2S5protein_codingtolerated(0.53)probably_damaging(0.953)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RNF39SNVMissense_Mutationrs754295949c.118N>Ap.Ala40Thrp.A40TQ9H2S5protein_codingdeleterious_low_confidence(0.05)benign(0.001)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<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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