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: USP5

Gene summary for USP5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP5

Gene ID

8078

Gene nameubiquitin specific peptidase 5
Gene AliasISOT
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A140VJZ1


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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
8078USP5HTA11_3410_2000001011HumanColorectumAD9.57e-041.56e-010.0155
8078USP5HTA11_2487_2000001011HumanColorectumSER5.92e-042.68e-01-0.1808
8078USP5HTA11_1938_2000001011HumanColorectumAD8.81e-104.33e-01-0.0811
8078USP5HTA11_347_2000001011HumanColorectumAD2.10e-052.55e-01-0.1954
8078USP5HTA11_411_2000001011HumanColorectumSER5.24e-035.44e-01-0.2602
8078USP5HTA11_696_2000001011HumanColorectumAD4.25e-143.22e-01-0.1464
8078USP5HTA11_866_2000001011HumanColorectumAD2.71e-082.37e-01-0.1001
8078USP5HTA11_1391_2000001011HumanColorectumAD5.43e-104.42e-01-0.059
8078USP5HTA11_6801_2000001011HumanColorectumSER1.18e-074.91e-010.0171
8078USP5HTA11_7696_3000711011HumanColorectumAD4.40e-154.24e-010.0674
8078USP5HTA11_6818_2000001021HumanColorectumAD1.05e-022.43e-010.0588
8078USP5HTA11_99999970781_79442HumanColorectumMSS2.03e-264.74e-010.294
8078USP5HTA11_99999965062_69753HumanColorectumMSI-H6.62e-039.44e-010.3487
8078USP5HTA11_99999965104_69814HumanColorectumMSS1.57e-023.03e-010.281
8078USP5HTA11_99999971662_82457HumanColorectumMSS8.28e-244.91e-010.3859
8078USP5HTA11_99999974143_84620HumanColorectumMSS1.50e-082.94e-010.3005
8078USP5LZE4THumanEsophagusESCC9.29e-031.59e-010.0811
8078USP5LZE7THumanEsophagusESCC4.74e-043.83e-010.0667
8078USP5LZE8THumanEsophagusESCC1.12e-082.94e-010.067
8078USP5LZE24THumanEsophagusESCC3.28e-052.09e-010.0596
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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:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00096126BreastPrecancerresponse to mechanical stimulus23/1080216/187233.41e-032.85e-0223
GO:007099714BreastIDCneuron death57/1434361/187231.31e-077.38e-0657
GO:005140213BreastIDCneuron apoptotic process42/1434246/187237.21e-073.35e-0542
GO:000961211BreastIDCresponse to mechanical stimulus34/1434216/187234.59e-051.03e-0334
GO:00423912BreastIDCregulation of membrane potential49/1434434/187234.04e-033.25e-0249
GO:00015082BreastIDCaction potential19/1434134/187236.62e-034.62e-0219
GO:007099724BreastDCISneuron death57/1390361/187234.56e-082.84e-0657
GO:005140222BreastDCISneuron apoptotic process43/1390246/187231.16e-076.13e-0643
GO:000961221BreastDCISresponse to mechanical stimulus32/1390216/187231.36e-042.33e-0332
GO:00423911BreastDCISregulation of membrane potential47/1390434/187235.87e-034.20e-0247
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00096127CervixCCresponse to mechanical stimulus48/2311216/187233.23e-055.29e-0448
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:007099710CervixCCneuron death70/2311361/187237.50e-051.03e-0370
GO:005140210CervixCCneuron apoptotic process49/2311246/187234.48e-044.48e-0349
GO:00074923CervixCCendoderm development20/231177/187238.40e-047.30e-0320
GO:00434099CervixCCnegative regulation of MAPK cascade37/2311180/187231.17e-039.50e-0337
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
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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
USP5SNVMissense_Mutationc.103N>Ap.Asp35Asnp.D35NP45974protein_codingdeleterious(0.01)benign(0.124)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP5SNVMissense_Mutationc.891N>Cp.Glu297Aspp.E297DP45974protein_codingtolerated(0.09)benign(0.031)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP5SNVMissense_Mutationrs782807103c.221G>Ap.Arg74Glnp.R74QP45974protein_codingtolerated(0.08)benign(0.001)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP5SNVMissense_Mutationc.1725N>Tp.Lys575Asnp.K575NP45974protein_codingdeleterious(0)probably_damaging(0.988)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
USP5SNVMissense_Mutationnovelc.334N>Cp.Glu112Glnp.E112QP45974protein_codingtolerated(0.37)possibly_damaging(0.672)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP5insertionFrame_Shift_Insnovelc.339_340insGAAACCAGCCTGGGCAATATGGCAAGACCTCATCp.Phe114GlufsTer13p.F114Efs*13P45974protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP5insertionNonsense_Mutationnovelc.480_481insCCATTCTGACCTCCTATTGGACTCAGTTTCTTTTTTTCACCTACTp.Ala160_Ser161insProPheTerProProIleGlyLeuSerPhePhePheSerProThrp.A160_S161insPF*PPIGLSFFFSPTP45974protein_codingTCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
USP5deletionFrame_Shift_Delnovelc.851_852delNNp.Leu284GlnfsTer11p.L284Qfs*11P45974protein_codingTCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
USP5deletionFrame_Shift_Delc.1931delNp.Pro645LeufsTer45p.P645Lfs*45P45974protein_codingTCGA-E9-A226-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
USP5SNVMissense_Mutationnovelc.907N>Tp.Arg303Trpp.R303WP45974protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
8078USP5ENZYME, PROTEASEVIALININ AVIALININ A23791076
8078USP5ENZYME, PROTEASEinhibitor252166869
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