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: USP47

Gene summary for USP47

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP47

Gene ID

55031

Gene nameubiquitin specific peptidase 47
Gene AliasTRFP
Cytomap11p15.3
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

Q68D97


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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
55031USP47CCI_2HumanCervixCC5.49e-035.13e-010.5249
55031USP47CCI_3HumanCervixCC1.60e-035.47e-010.516
55031USP47HTA11_3410_2000001011HumanColorectumAD7.18e-16-6.56e-010.0155
55031USP47HTA11_2487_2000001011HumanColorectumSER3.48e-03-5.42e-01-0.1808
55031USP47HTA11_3361_2000001011HumanColorectumAD2.20e-08-7.41e-01-0.1207
55031USP47HTA11_696_2000001011HumanColorectumAD7.07e-18-5.53e-01-0.1464
55031USP47HTA11_866_2000001011HumanColorectumAD9.10e-15-4.79e-01-0.1001
55031USP47HTA11_1391_2000001011HumanColorectumAD1.35e-02-4.22e-01-0.059
55031USP47HTA11_5212_2000001011HumanColorectumAD5.25e-03-7.51e-01-0.2061
55031USP47HTA11_546_2000001011HumanColorectumAD2.27e-02-4.79e-01-0.0842
55031USP47HTA11_866_3004761011HumanColorectumAD2.98e-12-6.71e-010.096
55031USP47HTA11_8622_2000001021HumanColorectumSER1.83e-02-6.95e-010.0528
55031USP47HTA11_10711_2000001011HumanColorectumAD9.32e-07-6.27e-010.0338
55031USP47HTA11_7696_3000711011HumanColorectumAD2.14e-21-5.54e-010.0674
55031USP47HTA11_6818_2000001021HumanColorectumAD3.64e-04-6.33e-010.0588
55031USP47HTA11_99999970781_79442HumanColorectumMSS6.31e-06-3.74e-010.294
55031USP47HTA11_99999971662_82457HumanColorectumMSS1.52e-09-4.39e-010.3859
55031USP47HTA11_99999973899_84307HumanColorectumMSS5.62e-05-6.66e-010.2585
55031USP47HTA11_99999974143_84620HumanColorectumMSS1.58e-25-6.47e-010.3005
55031USP47A015-C-203HumanColorectumFAP6.69e-28-2.14e-01-0.1294
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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
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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:200011610CervixCCregulation of cysteine-type endopeptidase activity61/2311235/187238.69e-097.22e-0761
GO:004328110CervixCCregulation of cysteine-type endopeptidase activity involved in apoptotic process55/2311209/187232.77e-081.95e-0655
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:200123410CervixCCnegative regulation of apoptotic signaling pathway56/2311224/187231.39e-076.70e-0656
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00712148CervixCCcellular response to abiotic stimulus69/2311331/187237.36e-061.73e-0469
GO:01040048CervixCCcellular response to environmental stimulus69/2311331/187237.36e-061.73e-0469
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
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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
USP47SNVMissense_Mutationrs754155092c.2314N>Tp.Arg772Cysp.R772CQ96K76protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP47SNVMissense_Mutationc.3127N>Cp.Glu1043Glnp.E1043QQ96K76protein_codingtolerated(0.25)benign(0.047)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP47SNVMissense_Mutationnovelc.81N>Cp.Met27Ilep.M27IQ96K76protein_codingtolerated_low_confidence(0.19)benign(0)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP47SNVMissense_Mutationc.4046G>Ap.Arg1349Hisp.R1349HQ96K76protein_codingtolerated(0.09)benign(0)TCGA-BH-A18F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
USP47SNVMissense_Mutationc.3865C>Tp.His1289Tyrp.H1289YQ96K76protein_codingdeleterious(0.01)benign(0.101)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
USP47SNVMissense_Mutationc.2879N>Gp.Asp960Glyp.D960GQ96K76protein_codingtolerated(0.06)probably_damaging(0.971)TCGA-D8-A27I-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadrimycin+cyclophosphamideSD
USP47SNVMissense_Mutationc.1726N>Cp.Asp576Hisp.D576HQ96K76protein_codingtolerated(0.1)benign(0)TCGA-EW-A1P4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
USP47SNVMissense_Mutationnovelc.3742G>Cp.Glu1248Glnp.E1248QQ96K76protein_codingdeleterious(0.04)probably_damaging(0.954)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
USP47insertionFrame_Shift_Insnovelc.3125_3126insGTCCCTCp.Asp1042GlufsTer4p.D1042Efs*4Q96K76protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP47SNVMissense_Mutationnovelc.1153N>Ap.Leu385Metp.L385MQ96K76protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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