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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00181083Oral cavityOSCCpeptidyl-tyrosine phosphorylation177/7305375/187236.86e-043.83e-03177
GO:00017043Oral cavityOSCCformation of primary germ layer65/7305121/187237.08e-043.90e-0365
GO:00071629Oral cavityOSCCnegative regulation of cell adhesion145/7305303/187239.95e-045.18e-03145
GO:00610996Oral cavityOSCCnegative regulation of protein tyrosine kinase activity21/730531/187231.13e-035.75e-0321
GO:0050732Oral cavityOSCCnegative regulation of peptidyl-tyrosine phosphorylation35/730559/187231.24e-036.23e-0335
GO:00071789Oral cavityOSCCtransmembrane receptor protein serine/threonine kinase signaling pathway165/7305355/187232.31e-031.02e-02165
GO:00703045Oral cavityOSCCpositive regulation of stress-activated protein kinase signaling cascade66/7305128/187232.58e-031.13e-0266
GO:00328744Oral cavityOSCCpositive regulation of stress-activated MAPK cascade64/7305126/187234.67e-031.87e-0264
GO:003432916Oral cavityOSCCcell junction assembly190/7305420/187234.99e-031.96e-02190
GO:00706462Oral cavityOSCCprotein modification by small protein removal77/7305157/187236.55e-032.43e-0277
GO:0061097Oral cavityOSCCregulation of protein tyrosine kinase activity47/730590/187237.37e-032.73e-0247
GO:00434107Oral cavityOSCCpositive regulation of MAPK cascade213/7305480/187238.71e-033.16e-02213
GO:00165782Oral cavityOSCChistone deubiquitination15/730523/187239.84e-033.46e-0215
GO:00463301Oral cavityOSCCpositive regulation of JNK cascade46/730589/187231.01e-023.50e-0246
GO:0051348110Oral cavityLPnegative regulation of transferase activity106/4623268/187234.60e-081.61e-06106
GO:000734614Oral cavityLPregulation of mitotic cell cycle163/4623457/187237.64e-082.56e-06163
GO:001820513Oral cavityLPpeptidyl-lysine modification136/4623376/187233.64e-071.06e-05136
GO:0010563110Oral cavityLPnegative regulation of phosphorus metabolic process153/4623442/187231.47e-063.53e-05153
GO:004354312Oral cavityLPprotein acylation93/4623243/187231.65e-063.86e-0593
GO:0045936110Oral cavityLPnegative regulation of phosphate metabolic process152/4623441/187232.10e-064.77e-05152
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 6 7 

Top

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
Page: 1 2 3