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: OTULIN

Gene summary for OTULIN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OTULIN

Gene ID

90268

Gene nameOTU deubiquitinase with linear linkage specificity
Gene AliasAIPDS
Cytomap5p15.2
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q96BN8


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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
90268OTULINLZE4THumanEsophagusESCC4.69e-044.45e-020.0811
90268OTULINLZE20THumanEsophagusESCC6.29e-036.57e-020.0662
90268OTULINLZE24THumanEsophagusESCC7.66e-051.54e-020.0596
90268OTULINP1T-EHumanEsophagusESCC2.12e-031.83e-010.0875
90268OTULINP2T-EHumanEsophagusESCC8.45e-194.20e-010.1177
90268OTULINP4T-EHumanEsophagusESCC2.94e-234.05e-010.1323
90268OTULINP5T-EHumanEsophagusESCC6.49e-194.06e-010.1327
90268OTULINP8T-EHumanEsophagusESCC7.27e-122.01e-010.0889
90268OTULINP9T-EHumanEsophagusESCC1.38e-172.02e-010.1131
90268OTULINP10T-EHumanEsophagusESCC2.74e-142.42e-010.116
90268OTULINP11T-EHumanEsophagusESCC4.79e-062.46e-010.1426
90268OTULINP12T-EHumanEsophagusESCC1.08e-031.49e-010.1122
90268OTULINP15T-EHumanEsophagusESCC1.95e-048.15e-020.1149
90268OTULINP16T-EHumanEsophagusESCC5.96e-061.62e-020.1153
90268OTULINP17T-EHumanEsophagusESCC9.93e-061.14e-010.1278
90268OTULINP20T-EHumanEsophagusESCC1.88e-055.74e-020.1124
90268OTULINP21T-EHumanEsophagusESCC6.38e-119.94e-020.1617
90268OTULINP22T-EHumanEsophagusESCC6.61e-121.01e-010.1236
90268OTULINP23T-EHumanEsophagusESCC9.13e-061.45e-010.108
90268OTULINP24T-EHumanEsophagusESCC6.66e-042.11e-030.1287
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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
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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:000275313EsophagusESCCcytoplasmic pattern recognition receptor signaling pathway41/855260/187233.25e-041.91e-0341
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:00108033EsophagusESCCregulation of tumor necrosis factor-mediated signaling pathway31/855247/187234.01e-031.62e-0231
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:00320882EsophagusESCCnegative regulation of NF-kappaB transcription factor activity54/855293/187231.08e-023.67e-0254
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
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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
OTULINdeletionFrame_Shift_Delnovelc.718delNp.Ala240ProfsTer34p.A240Pfs*34Q96BN8protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
OTULINSNVMissense_Mutationnovelc.680G>Tp.Ser227Ilep.S227IQ96BN8protein_codingtolerated(0.1)benign(0.116)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OTULINSNVMissense_Mutationnovelc.1013G>Ap.Arg338Glnp.R338QQ96BN8protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OTULINSNVMissense_Mutationnovelc.488N>Tp.Ser163Ilep.S163IQ96BN8protein_codingtolerated(0.35)benign(0.347)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
OTULINSNVMissense_Mutationc.962C>Gp.Thr321Serp.T321SQ96BN8protein_codingtolerated(0.08)benign(0.003)TCGA-AA-3681-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
OTULINSNVMissense_Mutationc.916C>Tp.Arg306Trpp.R306WQ96BN8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
OTULINSNVMissense_Mutationc.398C>Tp.Ala133Valp.A133VQ96BN8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OTULINSNVMissense_Mutationc.550N>Ap.Leu184Metp.L184MQ96BN8protein_codingtolerated(0.06)probably_damaging(0.976)TCGA-F5-6464-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
OTULINinsertionNonsense_Mutationnovelc.570_571insATAAAGAAGTGTTAACATp.Glu190_Ser191insIleLysLysCysTerHisp.E190_S191insIKKC*HQ96BN8protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
OTULINSNVMissense_Mutationnovelc.536N>Ap.Gly179Glup.G179EQ96BN8protein_codingdeleterious(0.03)benign(0.015)TCGA-A5-A0G1-01Endometriumuterine 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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