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: USP3

Gene summary for USP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP3

Gene ID

9960

Gene nameubiquitin specific peptidase 3
Gene AliasSIH003
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9Y6I4


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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
9960USP3CCI_2HumanCervixCC1.24e-101.17e+000.5249
9960USP3CCI_3HumanCervixCC4.49e-035.46e-010.516
9960USP3HTA11_3410_2000001011HumanColorectumAD1.72e-39-8.69e-010.0155
9960USP3HTA11_2487_2000001011HumanColorectumSER5.27e-20-7.58e-01-0.1808
9960USP3HTA11_2951_2000001011HumanColorectumAD3.44e-04-8.02e-010.0216
9960USP3HTA11_1938_2000001011HumanColorectumAD4.98e-12-6.80e-01-0.0811
9960USP3HTA11_78_2000001011HumanColorectumAD2.79e-21-7.10e-01-0.1088
9960USP3HTA11_347_2000001011HumanColorectumAD3.81e-09-3.98e-01-0.1954
9960USP3HTA11_2112_2000001011HumanColorectumSER2.54e-06-9.38e-01-0.2196
9960USP3HTA11_3361_2000001011HumanColorectumAD1.80e-14-8.15e-01-0.1207
9960USP3HTA11_83_2000001011HumanColorectumSER1.16e-09-7.48e-01-0.1526
9960USP3HTA11_696_2000001011HumanColorectumAD1.15e-43-8.09e-01-0.1464
9960USP3HTA11_866_2000001011HumanColorectumAD4.05e-34-7.74e-01-0.1001
9960USP3HTA11_1391_2000001011HumanColorectumAD1.51e-07-5.14e-01-0.059
9960USP3HTA11_2992_2000001011HumanColorectumSER5.95e-04-7.26e-01-0.1706
9960USP3HTA11_5212_2000001011HumanColorectumAD2.21e-06-8.02e-01-0.2061
9960USP3HTA11_5216_2000001011HumanColorectumSER5.44e-03-5.92e-01-0.1462
9960USP3HTA11_546_2000001011HumanColorectumAD9.20e-13-8.52e-01-0.0842
9960USP3HTA11_9341_2000001011HumanColorectumSER1.38e-04-9.49e-01-0.00410000000000005
9960USP3HTA11_7862_2000001011HumanColorectumAD3.85e-08-8.12e-01-0.0179
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:000740910Oral cavityEOLPaxonogenesis66/2218418/187238.99e-034.13e-0266
GO:006156414Oral cavityEOLPaxon development72/2218467/187231.14e-025.00e-0272
GO:003164733Oral cavityNEOLPregulation of protein stability73/2005298/187237.46e-121.17e-0973
GO:005082133Oral cavityNEOLPprotein stabilization53/2005191/187234.09e-115.41e-0953
GO:001605532Oral cavityNEOLPWnt signaling pathway93/2005444/187231.35e-101.34e-0893
GO:019873832Oral cavityNEOLPcell-cell signaling by wnt93/2005446/187231.73e-101.66e-0893
GO:005109833Oral cavityNEOLPregulation of binding77/2005363/187232.91e-091.76e-0777
GO:005109933Oral cavityNEOLPpositive regulation of binding46/2005173/187233.51e-092.04e-0746
GO:003209231Oral cavityNEOLPpositive regulation of protein binding29/200585/187236.62e-093.54e-0729
GO:003011131Oral cavityNEOLPregulation of Wnt signaling pathway70/2005328/187231.17e-085.67e-0770
GO:001657031Oral cavityNEOLPhistone modification88/2005463/187235.59e-082.23e-0688
GO:006082831Oral cavityNEOLPregulation of canonical Wnt signaling pathway55/2005253/187232.23e-077.28e-0655
GO:006007031Oral cavityNEOLPcanonical Wnt signaling pathway62/2005303/187233.79e-071.15e-0562
GO:004339332Oral cavityNEOLPregulation of protein binding45/2005196/187235.56e-071.65e-0545
GO:009026331Oral cavityNEOLPpositive regulation of canonical Wnt signaling pathway29/2005106/187231.40e-063.56e-0529
GO:001050631Oral cavityNEOLPregulation of autophagy60/2005317/187238.06e-061.57e-0460
GO:003017723Oral cavityNEOLPpositive regulation of Wnt signaling pathway33/2005140/187239.57e-061.82e-0433
GO:003166831Oral cavityNEOLPcellular response to extracellular stimulus48/2005246/187232.80e-054.32e-0448
GO:006156421Oral cavityNEOLPaxon development78/2005467/187234.49e-056.26e-0478
GO:000740914Oral cavityNEOLPaxonogenesis71/2005418/187235.64e-057.62e-0471
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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
USP3insertionIn_Frame_Insnovelc.1363_1364insGCTTGACTGCTAAGACCATGTCTATAACTTTACp.Asp455delinsGlyLeuThrAlaLysThrMetSerIleThrLeuHisp.D455delinsGLTAKTMSITLHQ9Y6I4protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
USP3SNVMissense_Mutationrs771942475c.1426N>Ap.Ala476Thrp.A476TQ9Y6I4protein_codingdeleterious(0)probably_damaging(0.956)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP3SNVMissense_Mutationnovelc.944N>Cp.Gly315Alap.G315AQ9Y6I4protein_codingdeleterious(0.02)probably_damaging(0.984)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
USP3SNVMissense_Mutationnovelc.814N>Ap.Leu272Ilep.L272IQ9Y6I4protein_codingdeleterious(0.01)benign(0.442)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
USP3SNVMissense_Mutationnovelc.893N>Ap.Ser298Asnp.S298NQ9Y6I4protein_codingtolerated(0.48)benign(0.079)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
USP3SNVMissense_Mutationc.1146N>Cp.Leu382Phep.L382FQ9Y6I4protein_codingdeleterious(0.03)possibly_damaging(0.723)TCGA-AA-3681-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
USP3SNVMissense_Mutationc.1148N>Tp.Tyr383Phep.Y383FQ9Y6I4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3681-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
USP3SNVMissense_Mutationc.781N>Ap.Ala261Thrp.A261TQ9Y6I4protein_codingdeleterious(0)probably_damaging(0.922)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
USP3SNVMissense_Mutationc.931A>Gp.Thr311Alap.T311AQ9Y6I4protein_codingdeleterious(0.05)probably_damaging(0.914)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
USP3SNVMissense_Mutationc.781N>Ap.Ala261Thrp.A261TQ9Y6I4protein_codingdeleterious(0)probably_damaging(0.922)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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