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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
GO:003096818EsophagusESCCendoplasmic reticulum unfolded protein response59/855274/187231.90e-094.36e-0859
GO:003252714EsophagusESCCprotein exit from endoplasmic reticulum37/855248/187238.99e-068.65e-0537
GO:19038289EsophagusESCCnegative regulation of cellular protein localization76/8552117/187231.97e-051.72e-0476
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:003097014EsophagusESCCretrograde protein transport, ER to cytosol23/855229/187232.25e-041.40e-0323
GO:190351314EsophagusESCCendoplasmic reticulum to cytosol transport23/855229/187232.25e-041.40e-0323
GO:00512244EsophagusESCCnegative regulation of protein transport74/8552127/187232.86e-031.21e-0274
GO:19049505EsophagusESCCnegative regulation of establishment of protein localization76/8552131/187232.96e-031.24e-0276
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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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