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: USP33

Gene summary for USP33

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP33

Gene ID

23032

Gene nameubiquitin specific peptidase 33
Gene AliasVDU1
Cytomap1p31.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8TEY7


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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
23032USP33CA_HPV_1HumanCervixCC3.31e-023.62e-020.0264
23032USP33CCI_1HumanCervixCC1.47e-027.50e-010.528
23032USP33CCI_2HumanCervixCC2.04e-081.09e+000.5249
23032USP33CCI_3HumanCervixCC1.18e-068.17e-010.516
23032USP33HTA11_3410_2000001011HumanColorectumAD2.04e-13-4.60e-010.0155
23032USP33HTA11_866_3004761011HumanColorectumAD3.16e-04-3.40e-010.096
23032USP33HTA11_7696_3000711011HumanColorectumAD7.63e-04-2.91e-010.0674
23032USP33HTA11_6818_2000001021HumanColorectumAD1.70e-05-4.78e-010.0588
23032USP33HTA11_99999973899_84307HumanColorectumMSS4.50e-02-4.38e-010.2585
23032USP33HTA11_99999974143_84620HumanColorectumMSS1.08e-15-5.34e-010.3005
23032USP33A001-C-207HumanColorectumFAP4.43e-03-1.68e-010.1278
23032USP33A015-C-203HumanColorectumFAP5.06e-21-3.20e-01-0.1294
23032USP33A015-C-204HumanColorectumFAP1.95e-05-2.25e-01-0.0228
23032USP33A014-C-040HumanColorectumFAP4.53e-04-3.22e-01-0.1184
23032USP33A002-C-201HumanColorectumFAP5.14e-14-1.99e-010.0324
23032USP33A002-C-203HumanColorectumFAP1.16e-04-2.38e-010.2786
23032USP33A001-C-119HumanColorectumFAP3.58e-03-3.05e-02-0.1557
23032USP33A001-C-108HumanColorectumFAP1.04e-09-6.55e-02-0.0272
23032USP33A002-C-205HumanColorectumFAP2.03e-19-2.46e-01-0.1236
23032USP33A015-C-005HumanColorectumFAP3.22e-05-2.58e-01-0.0336
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:0051099ColorectumADpositive regulation of binding66/3918173/187231.47e-076.64e-0666
GO:0043393ColorectumADregulation of protein binding68/3918196/187235.17e-061.34e-0468
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0032092ColorectumADpositive regulation of protein binding33/391885/187231.22e-041.78e-0333
GO:0042594ColorectumADresponse to starvation63/3918197/187231.77e-042.38e-0363
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0009267ColorectumADcellular response to starvation51/3918156/187233.90e-044.44e-0351
GO:0051100ColorectumADnegative regulation of binding50/3918162/187231.84e-031.51e-0250
GO:0031668ColorectumADcellular response to extracellular stimulus71/3918246/187231.86e-031.52e-0271
GO:0031669ColorectumADcellular response to nutrient levels63/3918215/187232.19e-031.73e-0263
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:0032091ColorectumADnegative regulation of protein binding30/391894/187238.26e-034.85e-0230
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:00510982ColorectumMSSregulation of binding113/3467363/187233.55e-092.41e-07113
GO:00508212ColorectumMSSprotein stabilization68/3467191/187231.53e-088.81e-0768
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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
USP33SNVMissense_Mutationc.1236C>Gp.Ile412Metp.I412MQ8TEY7protein_codingtolerated(0.23)benign(0.015)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
USP33SNVMissense_Mutationnovelc.1978C>Ap.Leu660Metp.L660MQ8TEY7protein_codingtolerated(0.07)possibly_damaging(0.688)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
USP33SNVMissense_Mutationc.1728N>Gp.Phe576Leup.F576LQ8TEY7protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
USP33SNVMissense_Mutationc.318C>Ap.Asn106Lysp.N106KQ8TEY7protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
USP33SNVMissense_Mutationnovelc.61A>Cp.Ser21Argp.S21RQ8TEY7protein_codingdeleterious_low_confidence(0.05)benign(0.076)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP33SNVMissense_Mutationc.1031N>Tp.Asn344Ilep.N344IQ8TEY7protein_codingtolerated(0.2)benign(0.102)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
USP33insertionNonsense_Mutationnovelc.2806_2807insCAGATCCATAGTATCCTTTGTAGTGTTGTAAATp.Glu936delinsAlaAspProTerTyrProLeuTerCysCysLysTerp.E936delinsADP*YPL*CCK*Q8TEY7protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP33SNVMissense_Mutationnovelc.2081T>Cp.Val694Alap.V694AQ8TEY7protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP33SNVMissense_Mutationc.968N>Tp.Ser323Phep.S323FQ8TEY7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
USP33SNVMissense_Mutationc.968N>Tp.Ser323Phep.S323FQ8TEY7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=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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