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: USP32

Gene summary for USP32

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP32

Gene ID

84669

Gene nameubiquitin specific peptidase 32
Gene AliasNY-REN-60
Cytomap17q23.1-q23.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8NFA0


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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
84669USP32CCI_1HumanCervixCC7.75e-067.71e-010.528
84669USP32CCI_2HumanCervixCC2.53e-079.00e-010.5249
84669USP32CCI_3HumanCervixCC4.92e-116.58e-010.516
84669USP32CCII_1HumanCervixCC3.73e-033.38e-010.3249
84669USP32HTA11_3410_2000001011HumanColorectumAD3.24e-07-4.41e-010.0155
84669USP32HTA11_866_3004761011HumanColorectumAD3.25e-04-3.74e-010.096
84669USP32HTA11_7696_3000711011HumanColorectumAD2.66e-06-3.21e-010.0674
84669USP32HTA11_99999971662_82457HumanColorectumMSS2.14e-02-1.92e-010.3859
84669USP32HTA11_99999974143_84620HumanColorectumMSS6.08e-09-4.04e-010.3005
84669USP32A002-C-010HumanColorectumFAP5.99e-04-1.83e-010.242
84669USP32A001-C-207HumanColorectumFAP4.07e-03-2.58e-010.1278
84669USP32A015-C-203HumanColorectumFAP4.30e-25-3.67e-01-0.1294
84669USP32A015-C-204HumanColorectumFAP4.33e-03-2.18e-01-0.0228
84669USP32A014-C-040HumanColorectumFAP1.10e-03-2.29e-01-0.1184
84669USP32A002-C-201HumanColorectumFAP2.42e-13-3.69e-010.0324
84669USP32A002-C-203HumanColorectumFAP6.01e-05-2.04e-010.2786
84669USP32A001-C-119HumanColorectumFAP1.18e-04-2.44e-01-0.1557
84669USP32A001-C-108HumanColorectumFAP8.27e-12-2.35e-01-0.0272
84669USP32A002-C-205HumanColorectumFAP4.04e-19-3.87e-01-0.1236
84669USP32A001-C-104HumanColorectumFAP8.94e-04-2.26e-010.0184
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
∗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:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:0070646LiverNAFLDprotein modification by small protein removal29/1882157/187239.11e-041.09e-0229
GO:0016579LiverNAFLDprotein deubiquitination26/1882139/187231.35e-031.52e-0226
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
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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
USP32SNVMissense_Mutationnovelc.829G>Ap.Asp277Asnp.D277NQ8NFA0protein_codingdeleterious(0)possibly_damaging(0.837)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
USP32SNVMissense_Mutationc.1672N>Cp.Asp558Hisp.D558HQ8NFA0protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
USP32SNVMissense_Mutationrs138623701c.590N>Cp.Ile197Thrp.I197TQ8NFA0protein_codingtolerated(0.19)benign(0.158)TCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
USP32SNVMissense_Mutationc.40N>Ap.Glu14Lysp.E14KQ8NFA0protein_codingdeleterious(0.01)benign(0.005)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP32SNVMissense_Mutationnovelc.2146N>Gp.Ile716Valp.I716VQ8NFA0protein_codingdeleterious(0.03)benign(0.063)TCGA-AC-A3YJ-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
USP32SNVMissense_Mutationrs755492407c.4049N>Tp.Ser1350Leup.S1350LQ8NFA0protein_codingtolerated_low_confidence(0.28)benign(0.015)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP32SNVMissense_Mutationnovelc.2308N>Ap.Glu770Lysp.E770KQ8NFA0protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
USP32SNVMissense_Mutationc.3878N>Cp.Ile1293Thrp.I1293TQ8NFA0protein_codingdeleterious(0)possibly_damaging(0.696)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP32SNVMissense_Mutationrs768752626c.1883C>Tp.Pro628Leup.P628LQ8NFA0protein_codingtolerated(0.06)benign(0.048)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
USP32SNVMissense_Mutationc.4510N>Gp.Thr1504Alap.T1504AQ8NFA0protein_codingtolerated_low_confidence(0.46)benign(0.006)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=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
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