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: USP2

Gene summary for USP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP2

Gene ID

9099

Gene nameubiquitin specific peptidase 2
Gene AliasUBP41
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O75604


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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
9099USP2HTA11_347_2000001011HumanColorectumAD4.38e-021.18e-01-0.1954
9099USP2HTA11_696_2000001011HumanColorectumAD5.33e-062.05e-01-0.1464
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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
∗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:006113622LiverHCCregulation of proteasomal protein catabolic process134/7958187/187235.03e-164.09e-14134
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:00064732LiverHCCprotein acetylation135/7958201/187231.20e-125.92e-11135
GO:00435432LiverHCCprotein acylation157/7958243/187232.40e-121.12e-10157
GO:001056322LiverHCCnegative regulation of phosphorus metabolic process259/7958442/187234.29e-121.92e-10259
GO:00183942LiverHCCpeptidyl-lysine acetylation116/7958169/187235.11e-122.23e-10116
GO:004593622LiverHCCnegative regulation of phosphate metabolic process258/7958441/187236.00e-122.60e-10258
GO:000989522LiverHCCnegative regulation of catabolic process196/7958320/187237.98e-123.35e-10196
GO:003133022LiverHCCnegative regulation of cellular catabolic process164/7958262/187233.52e-111.35e-09164
GO:004232622LiverHCCnegative regulation of phosphorylation227/7958385/187233.98e-111.52e-09227
GO:005134822LiverHCCnegative regulation of transferase activity166/7958268/187238.97e-113.18e-09166
GO:00064752LiverHCCinternal protein amino acid acetylation107/7958160/187233.77e-101.23e-08107
GO:00183932LiverHCCinternal peptidyl-lysine acetylation105/7958158/187239.48e-102.90e-08105
GO:190589712LiverHCCregulation of response to endoplasmic reticulum stress62/795882/187231.06e-093.23e-0862
GO:00165732LiverHCChistone acetylation101/7958152/187231.99e-095.63e-08101
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:003367322LiverHCCnegative regulation of kinase activity144/7958237/187239.76e-092.45e-07144
GO:000193322LiverHCCnegative regulation of protein phosphorylation196/7958342/187231.95e-084.63e-07196
GO:00439671LiverHCChistone H4 acetylation50/795867/187239.14e-081.82e-0650
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
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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
USP2SNVMissense_Mutationrs369164717c.1216N>Tp.Arg406Trpp.R406WO75604protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP2SNVMissense_Mutationnovelc.1354N>Ap.Glu452Lysp.E452KO75604protein_codingtolerated(0.18)benign(0.058)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
USP2SNVMissense_Mutationnovelc.1743G>Ap.Met581Ilep.M581IO75604protein_codingtolerated(0.36)benign(0.034)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
USP2SNVMissense_Mutationrs756703374c.1688N>Ap.Arg563Hisp.R563HO75604protein_codingdeleterious(0)possibly_damaging(0.665)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
USP2SNVMissense_Mutationrs748109847c.1498C>Tp.Leu500Phep.L500FO75604protein_codingdeleterious(0)benign(0.424)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
USP2SNVMissense_Mutationnovelc.728N>Gp.Gln243Argp.Q243RO75604protein_codingtolerated(0.51)benign(0.107)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
USP2SNVMissense_Mutationrs373153803c.524N>Tp.Thr175Metp.T175MO75604protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.813)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
USP2SNVMissense_Mutationrs369895568c.704N>Tp.Thr235Metp.T235MO75604protein_codingtolerated(0.11)benign(0.003)TCGA-AA-3972-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
USP2SNVMissense_Mutationc.287C>Tp.Thr96Ilep.T96IO75604protein_codingtolerated_low_confidence(0.23)benign(0.282)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
USP2SNVMissense_Mutationc.626N>Ap.Ser209Tyrp.S209YO75604protein_codingdeleterious_low_confidence(0.03)benign(0.058)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<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
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASEQUINALIZARINQUINALIZARIN
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASETHONZONIUM BROMIDETHONZONIUM BROMIDE
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASEDEPHOSTATINDEPHOSTATIN
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASESURAMINSURAMIN
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASECALMIDAZOLIUM CHLORIDECALMIDAZOLIUM CHLORIDE
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASEZAPRINASTZAPRINAST
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASEGNF-PF-254CHEMBL461579
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASEJUGLONEJUGLONE
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASESENNOSIDE BSENNOSIDE B
9099USP2DRUGGABLE GENOME, ENZYME, TRANSCRIPTION FACTOR, PROTEASEELLAGIC ACIDELLAGIC ACID
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