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: USP24

Gene summary for USP24

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP24

Gene ID

23358

Gene nameubiquitin specific peptidase 24
Gene AliasUSP24
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9UPU5


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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
23358USP24CCI_2HumanCervixCC1.50e-056.42e-010.5249
23358USP24CCI_3HumanCervixCC1.76e-075.75e-010.516
23358USP24HTA11_3410_2000001011HumanColorectumAD2.69e-17-6.28e-010.0155
23358USP24HTA11_2487_2000001011HumanColorectumSER1.03e-08-5.95e-01-0.1808
23358USP24HTA11_3361_2000001011HumanColorectumAD6.80e-07-6.01e-01-0.1207
23358USP24HTA11_696_2000001011HumanColorectumAD1.64e-18-4.82e-01-0.1464
23358USP24HTA11_866_2000001011HumanColorectumAD5.95e-08-4.28e-01-0.1001
23358USP24HTA11_5212_2000001011HumanColorectumAD4.77e-03-5.99e-01-0.2061
23358USP24HTA11_546_2000001011HumanColorectumAD6.93e-03-4.75e-01-0.0842
23358USP24HTA11_9341_2000001011HumanColorectumSER4.77e-02-7.90e-01-0.00410000000000005
23358USP24HTA11_866_3004761011HumanColorectumAD1.24e-09-5.59e-010.096
23358USP24HTA11_8622_2000001021HumanColorectumSER4.32e-03-5.29e-010.0528
23358USP24HTA11_10711_2000001011HumanColorectumAD2.91e-07-5.42e-010.0338
23358USP24HTA11_7696_3000711011HumanColorectumAD5.09e-17-5.54e-010.0674
23358USP24HTA11_99999970781_79442HumanColorectumMSS1.84e-05-3.61e-010.294
23358USP24HTA11_99999973899_84307HumanColorectumMSS8.95e-07-6.23e-010.2585
23358USP24HTA11_99999974143_84620HumanColorectumMSS1.20e-24-6.38e-010.3005
23358USP24F007HumanColorectumFAP2.37e-05-4.28e-010.1176
23358USP24A002-C-010HumanColorectumFAP1.66e-04-2.89e-010.242
23358USP24A001-C-207HumanColorectumFAP5.12e-08-4.15e-010.1278
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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
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
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: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
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:007064613ThyroidATCprotein modification by small protein removal71/6293157/187231.59e-037.99e-0371
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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
USP24SNVMissense_Mutationnovelc.5542N>Cp.Gly1848Argp.G1848RQ9UPU5protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
USP24SNVMissense_Mutationrs777733820c.3998N>Tp.Cys1333Phep.C1333FQ9UPU5protein_codingdeleterious(0)benign(0.16)TCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP24SNVMissense_Mutationnovelc.1672N>Ap.Leu558Metp.L558MQ9UPU5protein_codingtolerated(0.09)probably_damaging(0.979)TCGA-B6-A0RT-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USP24SNVMissense_Mutationrs764118354c.7739N>Ap.Gly2580Glup.G2580EQ9UPU5protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
USP24SNVMissense_Mutationc.4237N>Tp.Leu1413Phep.L1413FQ9UPU5protein_codingtolerated(0.13)probably_damaging(0.996)TCGA-D8-A1X6-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
USP24SNVMissense_Mutationc.6628N>Ap.Val2210Ilep.V2210IQ9UPU5protein_codingtolerated(0.36)benign(0.055)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
USP24SNVMissense_Mutationnovelc.5161N>Ap.Asp1721Asnp.D1721NQ9UPU5protein_codingdeleterious(0.01)benign(0.035)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
USP24SNVMissense_Mutationrs748267511c.716A>Gp.Asp239Glyp.D239GQ9UPU5protein_codingdeleterious(0)probably_damaging(0.971)TCGA-E9-A1NG-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
USP24SNVMissense_Mutationrs867800241c.4733C>Tp.Ser1578Leup.S1578LQ9UPU5protein_codingdeleterious(0)benign(0.281)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
USP24insertionFrame_Shift_Insnovelc.7128_7129insTGTGGACTp.Pro2377CysfsTer12p.P2377Cfs*12Q9UPU5protein_codingTCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
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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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