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: OTUD1

Gene summary for OTUD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OTUD1

Gene ID

220213

Gene nameOTU deubiquitinase 1
Gene AliasDUBA7
Cytomap10p12.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q5VV17


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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
220213OTUD1C04HumanOral cavityOSCC1.67e-086.04e-010.2633
220213OTUD1C21HumanOral cavityOSCC1.48e-063.62e-010.2678
220213OTUD1C30HumanOral cavityOSCC2.24e-301.33e+000.3055
220213OTUD1C38HumanOral cavityOSCC5.27e-047.84e-010.172
220213OTUD1C51HumanOral cavityOSCC3.89e-073.42e-010.2674
220213OTUD1C57HumanOral cavityOSCC1.73e-052.62e-010.1679
220213OTUD1C06HumanOral cavityOSCC1.63e-041.21e+000.2699
220213OTUD1C08HumanOral cavityOSCC4.27e-042.08e-010.1919
220213OTUD1LN22HumanOral cavityOSCC4.47e-036.05e-010.1733
220213OTUD1LP15HumanOral cavityLP1.77e-024.07e-010.2174
220213OTUD1SYSMH1HumanOral cavityOSCC4.17e-021.74e-010.1127
220213OTUD1SYSMH2HumanOral cavityOSCC3.32e-167.22e-010.2326
220213OTUD1SYSMH3HumanOral cavityOSCC6.40e-269.19e-010.2442
220213OTUD1male-WTAHumanThyroidPTC2.56e-114.42e-020.1037
220213OTUD1PTC01HumanThyroidPTC1.28e-081.66e-010.1899
220213OTUD1PTC04HumanThyroidPTC2.26e-051.88e-010.1927
220213OTUD1PTC05HumanThyroidPTC4.19e-137.72e-010.2065
220213OTUD1PTC06HumanThyroidPTC2.44e-185.02e-010.2057
220213OTUD1PTC07HumanThyroidPTC1.19e-214.11e-010.2044
220213OTUD1ATC09HumanThyroidATC1.19e-041.40e-010.2871
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00706462Oral cavityOSCCprotein modification by small protein removal77/7305157/187236.55e-032.43e-0277
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:00705363ThyroidPTCprotein K63-linked deubiquitination20/596835/187231.75e-039.51e-0320
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:007064613ThyroidATCprotein modification by small protein removal71/6293157/187231.59e-037.99e-0371
GO:007053611ThyroidATCprotein K63-linked deubiquitination20/629335/187233.56e-031.57e-0220
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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
OTUD1SNVMissense_Mutationc.985G>Ap.Val329Metp.V329MQ5VV17protein_codingtolerated(0.07)benign(0.174)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
OTUD1SNVMissense_Mutationc.1378N>Ap.Glu460Lysp.E460KQ5VV17protein_codingdeleterious(0)probably_damaging(0.949)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OTUD1SNVMissense_Mutationc.1378N>Ap.Glu460Lysp.E460KQ5VV17protein_codingdeleterious(0)probably_damaging(0.949)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
OTUD1SNVMissense_Mutationnovelc.880C>Ap.Leu294Metp.L294MQ5VV17protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
OTUD1SNVMissense_Mutationnovelc.1373G>Ap.Arg458Hisp.R458HQ5VV17protein_codingdeleterious(0)probably_damaging(0.925)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
OTUD1SNVMissense_Mutationnovelc.1373N>Ap.Arg458Hisp.R458HQ5VV17protein_codingdeleterious(0)probably_damaging(0.925)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
OTUD1SNVMissense_Mutationnovelc.1042N>Ap.Ala348Thrp.A348TQ5VV17protein_codingdeleterious(0)possibly_damaging(0.513)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
OTUD1SNVMissense_Mutationc.1378N>Ap.Glu460Lysp.E460KQ5VV17protein_codingdeleterious(0)probably_damaging(0.949)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
OTUD1SNVMissense_Mutationnovelc.1298A>Cp.Asp433Alap.D433AQ5VV17protein_codingdeleterious(0)probably_damaging(0.992)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
OTUD1SNVMissense_Mutationnovelc.1255N>Gp.Arg419Glyp.R419GQ5VV17protein_codingdeleterious(0)possibly_damaging(0.457)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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