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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:003133010CervixCCnegative regulation of cellular catabolic process63/2311262/187231.10e-075.68e-0663
GO:006113610CervixCCregulation of proteasomal protein catabolic process48/2311187/187234.63e-071.77e-0548
GO:190589710CervixCCregulation of response to endoplasmic reticulum stress27/231182/187239.24e-073.25e-0527
GO:000989510CervixCCnegative regulation of catabolic process69/2311320/187232.15e-066.55e-0569
GO:003497610CervixCCresponse to endoplasmic reticulum stress57/2311256/187235.81e-061.42e-0457
GO:19033639CervixCCnegative regulation of cellular protein catabolic process24/231175/187236.43e-061.55e-0424
GO:190357310CervixCCnegative regulation of response to endoplasmic reticulum stress17/231144/187238.57e-061.97e-0417
GO:19030519CervixCCnegative regulation of proteolysis involved in cellular protein catabolic process20/231164/187235.44e-058.04e-0420
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:004217710CervixCCnegative regulation of protein catabolic process30/2311121/187231.23e-041.53e-0330
GO:00074923CervixCCendoderm development20/231177/187238.40e-047.30e-0320
GO:00434099CervixCCnegative regulation of MAPK cascade37/2311180/187231.17e-039.50e-0337
GO:0001704CervixCCformation of primary germ layer27/2311121/187231.49e-031.16e-0227
GO:19017995CervixCCnegative regulation of proteasomal protein catabolic process13/231149/187235.34e-033.10e-0213
GO:00711083CervixCCprotein K48-linked deubiquitination10/231135/187237.99e-034.18e-0210
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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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