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: OTUD6B

Gene summary for OTUD6B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OTUD6B

Gene ID

51633

Gene nameOTU deubiquitinase 6B
Gene AliasCGI-77
Cytomap8q21.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8N6M0


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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
51633OTUD6BLZE24THumanEsophagusESCC5.25e-081.62e-010.0596
51633OTUD6BP2T-EHumanEsophagusESCC1.35e-041.13e-010.1177
51633OTUD6BP4T-EHumanEsophagusESCC5.77e-041.60e-010.1323
51633OTUD6BP5T-EHumanEsophagusESCC2.09e-081.88e-010.1327
51633OTUD6BP8T-EHumanEsophagusESCC8.74e-046.69e-020.0889
51633OTUD6BP9T-EHumanEsophagusESCC1.53e-027.12e-020.1131
51633OTUD6BP10T-EHumanEsophagusESCC2.32e-082.03e-010.116
51633OTUD6BP11T-EHumanEsophagusESCC3.00e-052.43e-010.1426
51633OTUD6BP12T-EHumanEsophagusESCC2.13e-152.48e-010.1122
51633OTUD6BP15T-EHumanEsophagusESCC2.74e-091.04e-010.1149
51633OTUD6BP16T-EHumanEsophagusESCC1.16e-143.21e-010.1153
51633OTUD6BP20T-EHumanEsophagusESCC1.46e-061.59e-010.1124
51633OTUD6BP21T-EHumanEsophagusESCC2.26e-092.71e-010.1617
51633OTUD6BP22T-EHumanEsophagusESCC5.19e-121.28e-010.1236
51633OTUD6BP23T-EHumanEsophagusESCC6.05e-143.57e-010.108
51633OTUD6BP24T-EHumanEsophagusESCC7.89e-051.19e-010.1287
51633OTUD6BP26T-EHumanEsophagusESCC2.39e-081.81e-010.1276
51633OTUD6BP27T-EHumanEsophagusESCC2.54e-061.71e-010.1055
51633OTUD6BP28T-EHumanEsophagusESCC3.74e-142.16e-010.1149
51633OTUD6BP30T-EHumanEsophagusESCC7.50e-093.78e-010.137
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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
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:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:004324811EsophagusESCCproteasome assembly11/855212/187231.26e-036.06e-0311
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:00432481LiverHCCproteasome assembly12/795812/187233.46e-053.45e-0412
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:00432482Oral cavityOSCCproteasome assembly11/730512/187232.45e-041.57e-0311
GO:00706462Oral cavityOSCCprotein modification by small protein removal77/7305157/187236.55e-032.43e-0277
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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
OTUD6BSNVMissense_Mutationnovelc.14N>Gp.Val5Glyp.V5Gprotein_codingdeleterious_low_confidence(0)possibly_damaging(0.603)TCGA-C8-A273-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
OTUD6BSNVMissense_Mutationc.37N>Tp.Pro13Serp.P13Sprotein_codingtolerated_low_confidence(0.54)benign(0)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
OTUD6BinsertionFrame_Shift_Insnovelc.854_855insAAATGGACTGCTTp.Glu286AsnfsTer5p.E286Nfs*5protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
OTUD6BSNVMissense_Mutationnovelc.662N>Cp.Val221Alap.V221Aprotein_codingtolerated(0.4)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
OTUD6BSNVMissense_Mutationrs539885905c.708N>Ap.Met236Ilep.M236Iprotein_codingtolerated(0.26)benign(0.005)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
OTUD6BSNVMissense_Mutationc.68N>Ap.Arg23Hisp.R23Hprotein_codingtolerated_low_confidence(0.67)benign(0.001)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
OTUD6BSNVMissense_Mutationnovelc.543N>Tp.Gln181Hisp.Q181Hprotein_codingtolerated(0.08)benign(0.007)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
OTUD6BSNVMissense_Mutationc.88N>Cp.Val30Leup.V30Lprotein_codingtolerated_low_confidence(0.06)benign(0.053)TCGA-F5-6813-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
OTUD6BSNVMissense_Mutationc.929N>Tp.Ser310Leup.S310Lprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
OTUD6BdeletionFrame_Shift_Delrs762934606c.867delNp.Lys291AsnfsTer3p.K291Nfs*3protein_codingTCGA-AA-3833-01Colorectumcolon 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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