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: USP8

Gene summary for USP8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP8

Gene ID

9101

Gene nameubiquitin specific peptidase 8
Gene AliasHumORF8
Cytomap15q21.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A024R5S4


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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
9101USP8HTA11_3410_2000001011HumanColorectumAD3.50e-08-4.45e-010.0155
9101USP8HTA11_866_3004761011HumanColorectumAD1.15e-04-4.18e-010.096
9101USP8HTA11_7696_3000711011HumanColorectumAD1.49e-08-4.02e-010.0674
9101USP8HTA11_6818_2000001021HumanColorectumAD1.14e-02-4.12e-010.0588
9101USP8HTA11_99999970781_79442HumanColorectumMSS6.72e-07-4.70e-010.294
9101USP8HTA11_99999971662_82457HumanColorectumMSS1.53e-08-4.19e-010.3859
9101USP8HTA11_99999973899_84307HumanColorectumMSS7.07e-04-5.60e-010.2585
9101USP8HTA11_99999974143_84620HumanColorectumMSS9.94e-06-4.04e-010.3005
9101USP8A015-C-203HumanColorectumFAP1.18e-22-1.37e-02-0.1294
9101USP8A015-C-204HumanColorectumFAP2.24e-02-7.37e-02-0.0228
9101USP8A002-C-201HumanColorectumFAP8.61e-07-9.31e-020.0324
9101USP8A002-C-203HumanColorectumFAP3.03e-04-1.48e-010.2786
9101USP8A001-C-119HumanColorectumFAP9.80e-114.37e-01-0.1557
9101USP8A001-C-108HumanColorectumFAP3.33e-135.48e-02-0.0272
9101USP8A002-C-205HumanColorectumFAP2.03e-174.10e-02-0.1236
9101USP8A001-C-104HumanColorectumFAP1.72e-027.18e-020.0184
9101USP8A015-C-005HumanColorectumFAP9.54e-03-2.15e-01-0.0336
9101USP8A015-C-006HumanColorectumFAP4.14e-11-1.20e-01-0.0994
9101USP8A015-C-106HumanColorectumFAP1.00e-084.77e-02-0.0511
9101USP8A002-C-114HumanColorectumFAP1.08e-12-2.42e-02-0.1561
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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:000028115EsophagusESCCmitotic cytokinesis58/855271/187234.34e-101.15e-0858
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:006164015EsophagusESCCcytoskeleton-dependent cytokinesis72/8552100/187238.10e-081.39e-0672
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:009026316EsophagusESCCpositive regulation of canonical Wnt signaling pathway69/8552106/187234.22e-053.39e-0469
GO:003017716EsophagusESCCpositive regulation of Wnt signaling pathway87/8552140/187236.18e-054.73e-0487
GO:199009017EsophagusESCCcellular response to nerve growth factor stimulus38/855253/187231.10e-047.69e-0438
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:199008916EsophagusESCCresponse to nerve growth factor39/855256/187232.44e-041.51e-0339
GO:19016556EsophagusESCCcellular response to ketone59/855296/187231.32e-036.30e-0359
GO:003196020EsophagusESCCresponse to corticosteroid95/8552167/187232.27e-039.99e-0395
GO:005138420EsophagusESCCresponse to glucocorticoid85/8552148/187232.60e-031.11e-0285
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041374ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041375ColorectumMSSMitophagy - animal27/187572/84652.17e-031.10e-026.76e-0327
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041378ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041379ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa0413710ColorectumCRCMitophagy - animal17/109172/84658.74e-034.00e-022.71e-0217
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa0413711ColorectumCRCMitophagy - animal17/109172/84658.74e-034.00e-022.71e-0217
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa0413730EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04137113EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
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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
USP8SNVMissense_Mutationnovelc.1933G>Tp.Gly645Trpp.G645WP40818protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
USP8SNVMissense_Mutationnovelc.1993N>Cp.Thr665Prop.T665PP40818protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-A7-A3J1-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrazoleSD
USP8SNVMissense_Mutationc.3257N>Tp.His1086Leup.H1086LP40818protein_codingdeleterious(0)benign(0.087)TCGA-B6-A0RV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USP8SNVMissense_Mutationnovelc.424G>Ap.Gly142Argp.G142RP40818protein_codingtolerated(0.15)benign(0.023)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP8SNVMissense_Mutationc.2611G>Cp.Glu871Glnp.E871QP40818protein_codingdeleterious(0)probably_damaging(0.999)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
USP8insertionFrame_Shift_Insnovelc.810_811insCTTTTAATCAp.Gly271LeufsTer20p.G271Lfs*20P40818protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
USP8insertionNonsense_Mutationnovelc.811_812insAATAAGCATCAGGTTTTATACAATGAp.Gly271GlufsTer2p.G271Efs*2P40818protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
USP8SNVMissense_Mutationc.2159N>Ap.Pro720Glnp.P720QP40818protein_codingdeleterious(0)probably_damaging(0.994)TCGA-C5-A1BI-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
USP8SNVMissense_Mutationc.2502G>Tp.Met834Ilep.M834IP40818protein_codingtolerated(0.27)benign(0.086)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
USP8SNVMissense_Mutationc.475G>Cp.Asp159Hisp.D159HP40818protein_codingdeleterious(0.04)possibly_damaging(0.819)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<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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