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: RNF128

Gene summary for RNF128

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF128

Gene ID

79589

Gene namering finger protein 128
Gene AliasGRAIL
CytomapXq22.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q8TEB7


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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
79589RNF128LZE24THumanEsophagusESCC4.37e-041.32e-010.0596
79589RNF128P5T-EHumanEsophagusESCC5.12e-121.66e-010.1327
79589RNF128P17T-EHumanEsophagusESCC1.79e-022.43e-010.1278
79589RNF128P20T-EHumanEsophagusESCC1.03e-071.69e-010.1124
79589RNF128P24T-EHumanEsophagusESCC1.10e-021.27e-010.1287
79589RNF128P26T-EHumanEsophagusESCC3.38e-112.50e-010.1276
79589RNF128P30T-EHumanEsophagusESCC1.42e-042.20e-010.137
79589RNF128P32T-EHumanEsophagusESCC1.19e-052.88e-010.1666
79589RNF128P37T-EHumanEsophagusESCC7.93e-215.08e-010.1371
79589RNF128P39T-EHumanEsophagusESCC1.35e-098.12e-020.0894
79589RNF128P40T-EHumanEsophagusESCC4.72e-031.55e-010.109
79589RNF128P42T-EHumanEsophagusESCC2.24e-021.95e-010.1175
79589RNF128P44T-EHumanEsophagusESCC4.53e-081.78e-010.1096
79589RNF128P47T-EHumanEsophagusESCC4.09e-046.05e-020.1067
79589RNF128P48T-EHumanEsophagusESCC9.15e-03-2.19e-020.0959
79589RNF128P49T-EHumanEsophagusESCC4.80e-088.74e-010.1768
79589RNF128P54T-EHumanEsophagusESCC3.47e-067.06e-020.0975
79589RNF128P57T-EHumanEsophagusESCC1.02e-061.67e-010.0926
79589RNF128P62T-EHumanEsophagusESCC1.59e-304.65e-010.1302
79589RNF128P74T-EHumanEsophagusESCC1.03e-021.52e-010.1479
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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
∗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:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:1903364111EsophagusESCCpositive regulation of cellular protein catabolic process117/8552155/187233.25e-141.66e-12117
GO:00726659EsophagusESCCprotein localization to vacuole52/855267/187239.14e-081.52e-0652
GO:00614626EsophagusESCCprotein localization to lysosome34/855246/187239.39e-056.70e-0434
GO:00070393EsophagusESCCprotein catabolic process in the vacuole16/855219/187236.45e-043.43e-0316
GO:004217612LiverCirrhoticregulation of protein catabolic process181/4634391/187237.94e-212.77e-18181
GO:000989612LiverCirrhoticpositive regulation of catabolic process215/4634492/187231.13e-203.56e-18215
GO:003133112LiverCirrhoticpositive regulation of cellular catabolic process190/4634427/187231.94e-194.18e-17190
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:190336212LiverCirrhoticregulation of cellular protein catabolic process124/4634255/187239.85e-171.26e-14124
GO:004573212LiverCirrhoticpositive regulation of protein catabolic process112/4634231/187233.89e-154.21e-13112
GO:190336412LiverCirrhoticpositive regulation of cellular protein catabolic process80/4634155/187235.04e-133.86e-1180
GO:007266511LiverCirrhoticprotein localization to vacuole37/463467/187239.11e-082.66e-0637
GO:00614622LiverCirrhoticprotein localization to lysosome24/463446/187235.75e-056.58e-0424
GO:0007039LiverCirrhoticprotein catabolic process in the vacuole11/463419/187232.09e-031.29e-0211
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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
RNF128SNVMissense_Mutationrs764287121c.16N>Gp.Arg6Glyp.R6GQ8TEB7protein_codingtolerated(0.06)benign(0.003)TCGA-A8-A099-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
RNF128SNVMissense_Mutationc.454C>Tp.Arg152Cysp.R152CQ8TEB7protein_codingdeleterious(0)possibly_damaging(0.847)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF128SNVMissense_Mutationc.290N>Ap.Arg97Lysp.R97KQ8TEB7protein_codingdeleterious(0.03)probably_damaging(0.933)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RNF128SNVMissense_Mutationc.103G>Ap.Gly35Serp.G35SQ8TEB7protein_codingtolerated(0.88)benign(0.003)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RNF128insertionNonsense_Mutationnovelc.699_700insTTATAAATp.Arg235Terp.R235*Q8TEB7protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RNF128insertionIn_Frame_Insnovelc.700_701insTGGGTGCTCCTGTATTGGGTGCATATATATTTAGGAp.Leu234_Arg235insGlyAlaProValLeuGlyAlaTyrIlePheArgIlep.L234_R235insGAPVLGAYIFRIQ8TEB7protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RNF128SNVMissense_Mutationc.431T>Cp.Val144Alap.V144AQ8TEB7protein_codingdeleterious(0)probably_damaging(0.993)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF128SNVMissense_Mutationrs146627932c.157N>Ap.Val53Ilep.V53IQ8TEB7protein_codingtolerated(0.12)benign(0.061)TCGA-FU-A3EO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF128SNVMissense_Mutationnovelc.1190C>Ap.Ser397Tyrp.S397YQ8TEB7protein_codingtolerated(0.34)possibly_damaging(0.598)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RNF128SNVMissense_Mutationrs750124343c.781N>Tp.Arg261Cysp.R261CQ8TEB7protein_codingdeleterious(0)probably_damaging(0.921)TCGA-DM-A0X9-01Colorectumcolon 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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