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: OTUD5

Gene summary for OTUD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OTUD5

Gene ID

55593

Gene nameOTU deubiquitinase 5
Gene AliasDUBA
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q96G74


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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
55593OTUD5HCC1_MengHumanLiverHCC1.21e-174.68e-030.0246
55593OTUD5HCC2_MengHumanLiverHCC2.08e-161.27e-010.0107
55593OTUD5HCC1HumanLiverHCC1.02e-406.20e+000.5336
55593OTUD5HCC2HumanLiverHCC5.66e-042.94e+000.5341
55593OTUD5S014HumanLiverHCC5.74e-094.77e-010.2254
55593OTUD5S015HumanLiverHCC8.60e-033.56e-010.2375
55593OTUD5S016HumanLiverHCC1.35e-094.13e-010.2243
55593OTUD5S027HumanLiverHCC3.52e-087.89e-010.2446
55593OTUD5S028HumanLiverHCC2.92e-167.32e-010.2503
55593OTUD5S029HumanLiverHCC1.15e-157.71e-010.2581
55593OTUD5C04HumanOral cavityOSCC2.27e-065.99e-010.2633
55593OTUD5C21HumanOral cavityOSCC1.10e-166.22e-010.2678
55593OTUD5C30HumanOral cavityOSCC5.58e-239.73e-010.3055
55593OTUD5C38HumanOral cavityOSCC3.71e-036.11e-010.172
55593OTUD5C43HumanOral cavityOSCC1.36e-021.30e-010.1704
55593OTUD5C46HumanOral cavityOSCC1.37e-042.62e-010.1673
55593OTUD5C51HumanOral cavityOSCC7.17e-064.86e-010.2674
55593OTUD5C57HumanOral cavityOSCC5.42e-073.45e-010.1679
55593OTUD5C08HumanOral cavityOSCC2.17e-113.05e-010.1919
55593OTUD5LN22HumanOral cavityOSCC1.89e-025.77e-010.1733
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:00319291LiverHCCTOR signaling78/7958126/187238.49e-069.97e-0578
GO:0032479LiverHCCregulation of type I interferon production60/795895/187233.84e-053.80e-0460
GO:0032606LiverHCCtype I interferon production60/795895/187233.84e-053.80e-0460
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:006007021LiverHCCcanonical Wnt signaling pathway162/7958303/187237.00e-056.32e-04162
GO:006082821LiverHCCregulation of canonical Wnt signaling pathway137/7958253/187231.15e-049.70e-04137
GO:0032006LiverHCCregulation of TOR signaling63/7958104/187231.50e-041.20e-0363
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:0032008LiverHCCpositive regulation of TOR signaling31/795847/187239.90e-045.71e-0331
GO:003249611LiverHCCresponse to lipopolysaccharide174/7958343/187231.19e-036.62e-03174
GO:00705361LiverHCCprotein K63-linked deubiquitination24/795835/187231.64e-038.61e-0324
GO:000223711LiverHCCresponse to molecule of bacterial origin181/7958363/187232.58e-031.24e-02181
GO:00711081LiverHCCprotein K48-linked deubiquitination23/795835/187234.72e-032.02e-0223
GO:1904263LiverHCCpositive regulation of TORC1 signaling14/795820/187231.21e-024.41e-0214
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:003249617Oral cavityOSCCresponse to lipopolysaccharide178/7305343/187237.27e-071.03e-05178
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04622Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
hsa046221Oral cavityOSCCRIG-I-like receptor signaling pathway41/370471/84651.20e-022.63e-021.34e-0241
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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
OTUD5SNVMissense_Mutationrs782666250c.667N>Ap.Ala223Thrp.A223TQ96G74protein_codingdeleterious(0)probably_damaging(1)TCGA-OL-A97C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
OTUD5SNVMissense_Mutationnovelc.1450N>Ap.Leu484Ilep.L484IQ96G74protein_codingtolerated(0.17)benign(0.177)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OTUD5SNVMissense_Mutationnovelc.723N>Tp.Glu241Aspp.E241DQ96G74protein_codingtolerated(0.72)benign(0.014)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OTUD5SNVMissense_Mutationnovelc.1433C>Ap.Pro478Glnp.P478QQ96G74protein_codingdeleterious(0)benign(0.202)TCGA-C5-A2M1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OTUD5SNVMissense_Mutationnovelc.839N>Ap.Gly280Aspp.G280DQ96G74protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OTUD5SNVMissense_Mutationc.596N>Gp.Gln199Argp.Q199RQ96G74protein_codingtolerated(0.52)benign(0.018)TCGA-JW-A5VH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
OTUD5SNVMissense_Mutationrs781873713c.1256G>Ap.Arg419Hisp.R419HQ96G74protein_codingtolerated(0.06)benign(0.031)TCGA-VS-A9UU-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OTUD5SNVMissense_Mutationnovelc.21N>Tp.Lys7Asnp.K7NQ96G74protein_codingdeleterious_low_confidence(0)benign(0.05)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OTUD5SNVMissense_Mutationc.1234N>Tp.Arg412Trpp.R412WQ96G74protein_codingdeleterious(0)benign(0.037)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
OTUD5SNVMissense_Mutationc.820N>Tp.Arg274Trpp.R274WQ96G74protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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