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: OTUD4

Gene summary for OTUD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OTUD4

Gene ID

54726

Gene nameOTU deubiquitinase 4
Gene AliasDUBA6
Cytomap4q31.21
Gene Typeprotein-coding
GO ID

GO:0001959

UniProtAcc

Q01804


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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
54726OTUD4S43HumanLiverCirrhotic3.79e-021.64e-02-0.0187
54726OTUD4HCC1_MengHumanLiverHCC1.48e-35-1.63e-020.0246
54726OTUD4HCC2_MengHumanLiverHCC9.01e-157.07e-020.0107
54726OTUD4HCC2HumanLiverHCC8.25e-083.10e+000.5341
54726OTUD4S028HumanLiverHCC1.09e-055.39e-010.2503
54726OTUD4S029HumanLiverHCC1.04e-054.96e-010.2581
54726OTUD4C04HumanOral cavityOSCC5.10e-095.99e-010.2633
54726OTUD4C21HumanOral cavityOSCC2.78e-125.64e-010.2678
54726OTUD4C30HumanOral cavityOSCC6.58e-197.33e-010.3055
54726OTUD4C43HumanOral cavityOSCC3.46e-091.50e-010.1704
54726OTUD4C46HumanOral cavityOSCC8.93e-072.22e-010.1673
54726OTUD4C51HumanOral cavityOSCC5.60e-095.70e-010.2674
54726OTUD4C57HumanOral cavityOSCC3.98e-031.60e-010.1679
54726OTUD4C08HumanOral cavityOSCC7.93e-041.51e-010.1919
54726OTUD4C09HumanOral cavityOSCC3.26e-041.23e-010.1431
54726OTUD4LN46HumanOral cavityOSCC4.64e-054.14e-010.1666
54726OTUD4EOLP-1HumanOral cavityEOLP3.55e-061.95e-01-0.0202
54726OTUD4NEOLP-1HumanOral cavityNEOLP2.06e-031.81e-01-0.0194
54726OTUD4NEOLP-2HumanOral cavityNEOLP2.43e-021.26e-01-0.0196
54726OTUD4SYSMH1HumanOral cavityOSCC4.21e-021.01e-010.1127
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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:190332012LiverCirrhoticregulation of protein modification by small protein conjugation or removal105/4634242/187231.43e-107.43e-09105
GO:00510546LiverCirrhoticpositive regulation of DNA metabolic process73/4634201/187231.60e-041.52e-0373
GO:00705553LiverCirrhoticresponse to interleukin-152/4634143/187231.27e-038.54e-0352
GO:005105211LiverCirrhoticregulation of DNA metabolic process114/4634359/187231.48e-039.85e-03114
GO:00900853LiverCirrhoticregulation of protein deubiquitination8/463412/187232.59e-031.53e-028
GO:0071347LiverCirrhoticcellular response to interleukin-141/4634113/187234.08e-032.19e-0241
GO:190332022LiverHCCregulation of protein modification by small protein conjugation or removal167/7958242/187234.99e-174.72e-15167
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:005105411LiverHCCpositive regulation of DNA metabolic process113/7958201/187235.76e-055.33e-04113
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:009008511LiverHCCregulation of protein deubiquitination11/795812/187235.97e-043.75e-0311
GO:00705551LiverHCCresponse to interleukin-180/7958143/187237.95e-044.77e-0380
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:00705361LiverHCCprotein K63-linked deubiquitination24/795835/187231.64e-038.61e-0324
GO:0002224LiverHCCtoll-like receptor signaling pathway67/7958121/187232.87e-031.34e-0267
GO:00622072LiverHCCregulation of pattern recognition receptor signaling pathway59/7958105/187233.18e-031.47e-0259
GO:00711081LiverHCCprotein K48-linked deubiquitination23/795835/187234.72e-032.02e-0223
GO:00713471LiverHCCcellular response to interleukin-161/7958113/187238.98e-033.46e-0261
GO:190332020Oral cavityOSCCregulation of protein modification by small protein conjugation or removal165/7305242/187232.52e-203.99e-18165
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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
OTUD4CAFBreastIDCATP13A3,VMP1,DDX21, etc.4.14e-02The 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.
OTUD4TREGCervixADJNCAM1,AC253572.2,HIST1H2BE, etc.1.33e-02The 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.
∗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
OTUD4SNVMissense_Mutationnovelc.2307G>Tp.Lys769Asnp.K769NQ01804protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OTUD4SNVMissense_Mutationc.1099C>Tp.His367Tyrp.H367YQ01804protein_codingtolerated(0.28)benign(0.341)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
OTUD4SNVMissense_Mutationc.2456C>Tp.Ser819Phep.S819FQ01804protein_codingdeleterious(0)benign(0.444)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
OTUD4SNVMissense_Mutationc.2830G>Ap.Ala944Thrp.A944TQ01804protein_codingtolerated(0.23)benign(0.046)TCGA-D8-A27E-01Breastbreast invasive carcinomaFemale>=65I/IIHormone Therapytamoxiphen+anastrazolumSD
OTUD4SNVMissense_Mutationnovelc.287N>Tp.Ser96Phep.S96FQ01804protein_codingdeleterious(0)possibly_damaging(0.836)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
OTUD4SNVMissense_Mutationnovelc.2380N>Tp.Pro794Serp.P794SQ01804protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
OTUD4SNVMissense_Mutationc.2919N>Tp.Arg973Serp.R973SQ01804protein_codingdeleterious(0)possibly_damaging(0.884)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OTUD4SNVMissense_Mutationc.23G>Ap.Arg8Glnp.R8QQ01804protein_codingdeleterious(0.04)benign(0.054)TCGA-A6-A566-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinPD
OTUD4SNVMissense_Mutationc.3071G>Ap.Arg1024Glnp.R1024QQ01804protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OTUD4SNVMissense_Mutationc.1083N>Tp.Arg361Serp.R361SQ01804protein_codingdeleterious(0.02)probably_damaging(0.978)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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