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: OTUB1

Gene summary for OTUB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OTUB1

Gene ID

55611

Gene nameOTU deubiquitinase, ubiquitin aldehyde binding 1
Gene AliasHSPC263
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

B3KUV5


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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
55611OTUB1HTA11_3410_2000001011HumanColorectumAD4.62e-072.09e-010.0155
55611OTUB1HTA11_2487_2000001011HumanColorectumSER2.21e-125.40e-01-0.1808
55611OTUB1HTA11_1938_2000001011HumanColorectumAD3.44e-083.47e-01-0.0811
55611OTUB1HTA11_78_2000001011HumanColorectumAD2.88e-052.30e-01-0.1088
55611OTUB1HTA11_347_2000001011HumanColorectumAD4.39e-164.08e-01-0.1954
55611OTUB1HTA11_411_2000001011HumanColorectumSER5.09e-079.48e-01-0.2602
55611OTUB1HTA11_2112_2000001011HumanColorectumSER3.09e-044.59e-01-0.2196
55611OTUB1HTA11_3361_2000001011HumanColorectumAD2.13e-115.64e-01-0.1207
55611OTUB1HTA11_83_2000001011HumanColorectumSER4.25e-052.96e-01-0.1526
55611OTUB1HTA11_696_2000001011HumanColorectumAD2.88e-265.35e-01-0.1464
55611OTUB1HTA11_866_2000001011HumanColorectumAD8.57e-072.33e-01-0.1001
55611OTUB1HTA11_1391_2000001011HumanColorectumAD1.09e-205.78e-01-0.059
55611OTUB1HTA11_2992_2000001011HumanColorectumSER3.76e-065.67e-01-0.1706
55611OTUB1HTA11_5212_2000001011HumanColorectumAD1.49e-054.58e-01-0.2061
55611OTUB1HTA11_5216_2000001011HumanColorectumSER7.72e-065.77e-01-0.1462
55611OTUB1HTA11_546_2000001011HumanColorectumAD3.46e-114.06e-01-0.0842
55611OTUB1HTA11_7862_2000001011HumanColorectumAD2.38e-022.30e-01-0.0179
55611OTUB1HTA11_866_3004761011HumanColorectumAD3.59e-112.60e-010.096
55611OTUB1HTA11_10711_2000001011HumanColorectumAD1.91e-082.88e-010.0338
55611OTUB1HTA11_7696_3000711011HumanColorectumAD3.98e-133.73e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0031396ColorectumADregulation of protein ubiquitination72/3918210/187234.50e-061.21e-0472
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0031397ColorectumADnegative regulation of protein ubiquitination34/391883/187232.66e-055.04e-0434
GO:2001020ColorectumADregulation of response to DNA damage stimulus71/3918219/187234.38e-057.65e-0471
GO:1903321ColorectumADnegative regulation of protein modification by small protein conjugation or removal37/391895/187234.49e-057.83e-0437
GO:0006282ColorectumADregulation of DNA repair42/3918130/187231.57e-031.32e-0242
GO:0033522ColorectumADhistone H2A ubiquitination12/391826/187233.47e-032.51e-0212
GO:0031056ColorectumADregulation of histone modification45/3918152/187237.05e-034.31e-0245
GO:0070534ColorectumADprotein K63-linked ubiquitination20/391856/187237.57e-034.58e-0220
GO:19033201ColorectumSERregulation of protein modification by small protein conjugation or removal70/2897242/187236.84e-084.42e-0670
GO:00313961ColorectumSERregulation of protein ubiquitination62/2897210/187231.69e-079.71e-0662
GO:00313971ColorectumSERnegative regulation of protein ubiquitination29/289783/187239.72e-063.22e-0429
GO:19033211ColorectumSERnegative regulation of protein modification by small protein conjugation or removal30/289795/187236.29e-051.46e-0330
GO:00510521ColorectumSERregulation of DNA metabolic process83/2897359/187238.03e-051.77e-0383
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00310561ColorectumSERregulation of histone modification37/2897152/187232.80e-032.50e-0237
GO:20010201ColorectumSERregulation of response to DNA damage stimulus49/2897219/187234.24e-033.45e-0249
GO:19033202ColorectumMSSregulation of protein modification by small protein conjugation or removal82/3467242/187237.49e-094.63e-0782
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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
OTUB1SNVMissense_Mutationc.404T>Cp.Ile135Thrp.I135TQ96FW1protein_codingtolerated(0.08)possibly_damaging(0.811)TCGA-D8-A27L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cuclophosphamideSD
OTUB1SNVMissense_Mutationrs745390279c.556G>Ap.Glu186Lysp.E186KQ96FW1protein_codingtolerated(0.18)benign(0.076)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
OTUB1insertionFrame_Shift_Insnovelc.138_139insGTAACATACCTGCTTCCAGATTCTAAGCp.Leu47ValfsTer26p.L47Vfs*26Q96FW1protein_codingTCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OTUB1deletionFrame_Shift_Delnovelc.667delNp.Leu223TrpfsTer164p.L223Wfs*164Q96FW1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
OTUB1SNVMissense_Mutationc.428N>Cp.Met143Thrp.M143TQ96FW1protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OTUB1SNVMissense_Mutationc.463N>Cp.Val155Leup.V155LQ96FW1protein_codingtolerated(1)benign(0)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
OTUB1SNVMissense_Mutationc.280C>Tp.Arg94Trpp.R94WQ96FW1protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
OTUB1SNVMissense_Mutationrs756050985c.592C>Tp.Arg198Trpp.R198WQ96FW1protein_codingtolerated(0.05)benign(0.017)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OTUB1SNVMissense_Mutationnovelc.527N>Ap.Arg176Glnp.R176QQ96FW1protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
OTUB1SNVMissense_Mutationrs147019398c.337N>Tp.Arg113Trpp.R113WQ96FW1protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AP-A051-01Endometriumuterine 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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