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: RNF138

Gene summary for RNF138

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF138

Gene ID

51444

Gene namering finger protein 138
Gene AliasHSD-4
Cytomap18q12.1
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

A0A140VJT9


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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
51444RNF138LZE2THumanEsophagusESCC3.88e-021.32e-010.082
51444RNF138LZE4THumanEsophagusESCC1.49e-049.58e-020.0811
51444RNF138LZE7THumanEsophagusESCC7.94e-034.42e-010.0667
51444RNF138LZE20THumanEsophagusESCC4.94e-05-7.74e-020.0662
51444RNF138LZE22D1HumanEsophagusHGIN4.36e-02-6.79e-020.0595
51444RNF138LZE24THumanEsophagusESCC3.84e-123.93e-010.0596
51444RNF138LZE6THumanEsophagusESCC9.16e-031.80e-010.0845
51444RNF138P1T-EHumanEsophagusESCC1.63e-023.54e-010.0875
51444RNF138P2T-EHumanEsophagusESCC4.42e-254.71e-010.1177
51444RNF138P4T-EHumanEsophagusESCC1.40e-134.18e-010.1323
51444RNF138P5T-EHumanEsophagusESCC3.07e-137.18e-020.1327
51444RNF138P8T-EHumanEsophagusESCC5.49e-214.82e-010.0889
51444RNF138P9T-EHumanEsophagusESCC3.17e-175.65e-010.1131
51444RNF138P10T-EHumanEsophagusESCC1.66e-242.91e-010.116
51444RNF138P12T-EHumanEsophagusESCC8.17e-255.15e-010.1122
51444RNF138P15T-EHumanEsophagusESCC6.38e-114.15e-010.1149
51444RNF138P16T-EHumanEsophagusESCC9.54e-222.98e-010.1153
51444RNF138P19T-EHumanEsophagusESCC2.19e-042.60e-010.1662
51444RNF138P20T-EHumanEsophagusESCC2.99e-103.96e-010.1124
51444RNF138P21T-EHumanEsophagusESCC8.49e-222.15e-010.1617
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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
GO:001605516EsophagusHGINWnt signaling pathway83/2587444/187232.27e-032.33e-0283
GO:019873816EsophagusHGINcell-cell signaling by wnt83/2587446/187232.58e-032.55e-0283
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:0000725Oral cavityOSCCrecombinational repair70/7305140/187235.22e-032.03e-0270
GO:0000724Oral cavityOSCCdouble-strand break repair via homologous recombination69/7305138/187235.52e-032.14e-0269
GO:001605515Oral cavityLPWnt signaling pathway140/4623444/187235.80e-045.35e-03140
GO:019873815Oral cavityLPcell-cell signaling by wnt140/4623446/187237.12e-046.38e-03140
GO:000630211Oral cavityLPdouble-strand break repair80/4623251/187235.81e-033.46e-0280
GO:001605523Oral cavityEOLPWnt signaling pathway89/2218444/187233.66e-071.06e-0589
GO:019873823Oral cavityEOLPcell-cell signaling by wnt89/2218446/187234.49e-071.25e-0589
GO:00063022Oral cavityEOLPdouble-strand break repair44/2218251/187234.94e-032.62e-0244
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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
RNF138SNVMissense_Mutationc.547C>Gp.Gln183Glup.Q183EQ8WVD3protein_codingtolerated(0.33)benign(0.013)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RNF138SNVMissense_Mutationc.173G>Ap.Arg58Hisp.R58HQ8WVD3protein_codingdeleterious(0.04)probably_damaging(0.91)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
RNF138SNVMissense_Mutationnovelc.155C>Tp.Ala52Valp.A52VQ8WVD3protein_codingtolerated(0.52)benign(0.005)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RNF138SNVMissense_Mutationc.109N>Ap.Val37Ilep.V37IQ8WVD3protein_codingtolerated(0.12)benign(0.063)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF138SNVMissense_Mutationc.296N>Ap.Arg99Lysp.R99KQ8WVD3protein_codingtolerated(0.11)benign(0.232)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RNF138SNVMissense_Mutationc.172N>Tp.Arg58Cysp.R58CQ8WVD3protein_codingdeleterious(0)probably_damaging(0.91)TCGA-AY-A69D-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RNF138SNVMissense_Mutationc.656N>Gp.Tyr219Cysp.Y219CQ8WVD3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
RNF138SNVMissense_Mutationnovelc.641N>Tp.Arg214Ilep.R214IQ8WVD3protein_codingdeleterious(0)probably_damaging(0.995)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
RNF138SNVMissense_Mutationc.707N>Tp.Ala236Valp.A236VQ8WVD3protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF138SNVMissense_Mutationnovelc.621C>Ap.Phe207Leup.F207LQ8WVD3protein_codingtolerated(0.3)benign(0)TCGA-A5-A2K5-01Endometriumuterine 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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