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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:1990090ColorectumADcellular response to nerve growth factor stimulus26/391853/187234.87e-061.28e-0426
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0007265ColorectumADRas protein signal transduction104/3918337/187231.01e-052.35e-04104
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:1990089ColorectumADresponse to nerve growth factor26/391856/187231.71e-053.59e-0426
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0000910ColorectumADcytokinesis59/3918173/187233.74e-056.75e-0459
GO:0007032ColorectumADendosome organization33/391882/187235.30e-059.01e-0433
GO:0061640ColorectumADcytoskeleton-dependent cytokinesis37/3918100/187231.58e-042.20e-0337
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:1901654ColorectumADresponse to ketone59/3918194/187231.14e-031.04e-0259
GO:0030177ColorectumADpositive regulation of Wnt signaling pathway45/3918140/187231.23e-031.09e-0245
GO:0000281ColorectumADmitotic cytokinesis25/391871/187233.77e-032.65e-0225
GO:0099170ColorectumADpostsynaptic modulation of chemical synaptic transmission8/391815/187235.67e-033.64e-028
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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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