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: YOD1

Gene summary for YOD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YOD1

Gene ID

55432

Gene nameYOD1 deubiquitinase
Gene AliasDUBA8
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q5VVQ6


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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
55432YOD1LZE4THumanEsophagusESCC4.95e-071.43e-010.0811
55432YOD1LZE7THumanEsophagusESCC1.23e-021.06e-010.0667
55432YOD1LZE22THumanEsophagusESCC2.17e-023.26e-010.068
55432YOD1LZE24THumanEsophagusESCC1.53e-053.61e-010.0596
55432YOD1P2T-EHumanEsophagusESCC7.00e-167.95e-020.1177
55432YOD1P4T-EHumanEsophagusESCC7.47e-051.96e-010.1323
55432YOD1P5T-EHumanEsophagusESCC3.79e-132.95e-010.1327
55432YOD1P8T-EHumanEsophagusESCC1.44e-051.67e-010.0889
55432YOD1P9T-EHumanEsophagusESCC6.05e-042.78e-010.1131
55432YOD1P10T-EHumanEsophagusESCC5.45e-066.68e-020.116
55432YOD1P12T-EHumanEsophagusESCC9.25e-122.08e-020.1122
55432YOD1P15T-EHumanEsophagusESCC4.20e-062.10e-010.1149
55432YOD1P17T-EHumanEsophagusESCC1.25e-036.80e-020.1278
55432YOD1P20T-EHumanEsophagusESCC9.67e-067.58e-020.1124
55432YOD1P21T-EHumanEsophagusESCC2.26e-148.62e-020.1617
55432YOD1P22T-EHumanEsophagusESCC2.39e-098.81e-020.1236
55432YOD1P23T-EHumanEsophagusESCC2.25e-122.54e-010.108
55432YOD1P24T-EHumanEsophagusESCC1.62e-042.70e-030.1287
55432YOD1P26T-EHumanEsophagusESCC2.14e-182.13e-010.1276
55432YOD1P27T-EHumanEsophagusESCC1.82e-066.69e-020.1055
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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:19035131LiverHCCendoplasmic reticulum to cytosol transport24/795829/187231.04e-051.20e-0424
GO:190382811LiverHCCnegative regulation of cellular protein localization71/7958117/187235.44e-055.12e-0471
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:00323871LiverHCCnegative regulation of intracellular transport37/795858/187238.64e-045.13e-0337
GO:00708612LiverHCCregulation of protein exit from endoplasmic reticulum20/795827/187238.85e-045.23e-0320
GO:00705361LiverHCCprotein K63-linked deubiquitination24/795835/187231.64e-038.61e-0324
GO:19049501LiverHCCnegative regulation of establishment of protein localization72/7958131/187232.65e-031.27e-0272
GO:00708621LiverHCCnegative regulation of protein exit from endoplasmic reticulum9/795810/187232.79e-031.31e-029
GO:00903171LiverHCCnegative regulation of intracellular protein transport27/795842/187233.60e-031.60e-0227
GO:00512241LiverHCCnegative regulation of protein transport69/7958127/187234.67e-032.01e-0269
GO:00711081LiverHCCprotein K48-linked deubiquitination23/795835/187234.72e-032.02e-0223
GO:19041521LiverHCCregulation of retrograde protein transport, ER to cytosol11/795814/187236.81e-032.73e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
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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
YOD1SNVMissense_Mutationc.551N>Tp.Arg184Leup.R184LQ5VVQ6protein_codingtolerated(0.06)benign(0.206)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
YOD1SNVMissense_Mutationnovelc.949A>Gp.Thr317Alap.T317AQ5VVQ6protein_codingtolerated(0.14)benign(0.006)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YOD1SNVMissense_Mutationrs772683929c.550C>Tp.Arg184Cysp.R184CQ5VVQ6protein_codingdeleterious(0.01)possibly_damaging(0.659)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YOD1SNVMissense_Mutationrs772977018c.497N>Gp.Tyr166Cysp.Y166CQ5VVQ6protein_codingtolerated(0.17)probably_damaging(0.911)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
YOD1SNVMissense_Mutationc.229G>Ap.Ala77Thrp.A77TQ5VVQ6protein_codingtolerated(0.26)benign(0.297)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
YOD1SNVMissense_Mutationnovelc.778C>Ap.Leu260Metp.L260MQ5VVQ6protein_codingdeleterious(0.01)probably_damaging(0.955)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
YOD1SNVMissense_Mutationrs749496673c.959N>Ap.Cys320Tyrp.C320YQ5VVQ6protein_codingdeleterious(0)benign(0.007)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
YOD1SNVMissense_Mutationc.551N>Ap.Arg184Hisp.R184HQ5VVQ6protein_codingtolerated(0.45)benign(0.005)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
YOD1SNVMissense_Mutationnovelc.392N>Ap.Pro131Hisp.P131HQ5VVQ6protein_codingdeleterious(0.02)benign(0.425)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
YOD1SNVMissense_Mutationnovelc.505N>Ap.Val169Ilep.V169IQ5VVQ6protein_codingtolerated(0.13)benign(0.348)TCGA-AP-A1DK-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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