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: USP1

Gene summary for USP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP1

Gene ID

7398

Gene nameubiquitin specific peptidase 1
Gene AliasUBP
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

O94782


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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
7398USP1GSM4909281HumanBreastIDC1.99e-155.59e-010.21
7398USP1GSM4909282HumanBreastIDC6.34e-114.95e-01-0.0288
7398USP1GSM4909285HumanBreastIDC4.08e-194.50e-010.21
7398USP1GSM4909286HumanBreastIDC1.90e-114.78e-010.1081
7398USP1GSM4909287HumanBreastIDC3.37e-105.37e-010.2057
7398USP1GSM4909293HumanBreastIDC4.70e-021.68e-010.1581
7398USP1GSM4909311HumanBreastIDC1.09e-07-1.44e-010.1534
7398USP1GSM4909319HumanBreastIDC2.99e-09-6.62e-020.1563
7398USP1DCIS2HumanBreastDCIS9.40e-422.07e-010.0085
7398USP1LZE2DHumanEsophagusHGIN8.33e-052.54e-010.0642
7398USP1LZE2THumanEsophagusESCC2.09e-067.14e-010.082
7398USP1LZE3DHumanEsophagusHGIN1.74e-024.99e-010.0668
7398USP1LZE4THumanEsophagusESCC1.36e-062.61e-010.0811
7398USP1LZE7THumanEsophagusESCC3.96e-106.55e-010.0667
7398USP1LZE20THumanEsophagusESCC2.62e-042.01e-010.0662
7398USP1LZE24THumanEsophagusESCC9.63e-185.05e-010.0596
7398USP1LZE6THumanEsophagusESCC4.43e-052.03e-010.0845
7398USP1P1T-EHumanEsophagusESCC5.22e-034.35e-010.0875
7398USP1P2T-EHumanEsophagusESCC1.80e-511.17e+000.1177
7398USP1P4T-EHumanEsophagusESCC2.36e-166.02e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:000691316ProstateTumornucleocytoplasmic transport97/3246301/187231.78e-101.05e-0897
GO:005116916ProstateTumornuclear transport97/3246301/187231.78e-101.05e-0897
GO:190165418ProstateTumorresponse to ketone70/3246194/187232.69e-101.48e-0870
GO:004254218ProstateTumorresponse to hydrogen peroxide57/3246146/187233.91e-102.06e-0857
GO:005254819ProstateTumorregulation of endopeptidase activity126/3246432/187235.86e-103.01e-08126
GO:000030219ProstateTumorresponse to reactive oxygen species76/3246222/187237.85e-103.84e-0876
GO:004217718ProstateTumornegative regulation of protein catabolic process49/3246121/187231.53e-097.19e-0849
GO:004232618ProstateTumornegative regulation of phosphorylation112/3246385/187236.17e-092.42e-07112
GO:004593619ProstateTumornegative regulation of phosphate metabolic process124/3246441/187239.08e-093.44e-07124
GO:001056319ProstateTumornegative regulation of phosphorus metabolic process124/3246442/187231.05e-083.88e-07124
GO:000989518ProstateTumornegative regulation of catabolic process96/3246320/187231.40e-085.07e-0796
GO:001003819ProstateTumorresponse to metal ion107/3246373/187233.02e-089.77e-07107
GO:004586119ProstateTumornegative regulation of proteolysis102/3246351/187233.09e-089.94e-07102
GO:003133019ProstateTumornegative regulation of cellular catabolic process81/3246262/187234.42e-081.37e-0681
GO:001657013ProstateTumorhistone modification126/3246463/187235.51e-081.65e-06126
GO:190589719ProstateTumorregulation of response to endoplasmic reticulum stress35/324682/187236.76e-081.95e-0635
GO:003196017ProstateTumorresponse to corticosteroid57/3246167/187231.11e-072.94e-0657
GO:005134819ProstateTumornegative regulation of transferase activity81/3246268/187231.30e-073.35e-0681
GO:005138417ProstateTumorresponse to glucocorticoid52/3246148/187231.38e-073.50e-0652
GO:200005918ProstateTumornegative regulation of ubiquitin-dependent protein catabolic process24/324648/187232.17e-075.26e-0624
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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
USP1SNVMissense_Mutationc.1516N>Ap.Cys506Serp.C506SO94782protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
USP1SNVMissense_Mutationc.1058N>Tp.Ser353Phep.S353FO94782protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
USP1SNVMissense_Mutationnovelc.127C>Gp.Gln43Glup.Q43EO94782protein_codingtolerated(0.18)benign(0.104)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
USP1SNVMissense_Mutationrs772351967c.962N>Gp.Tyr321Cysp.Y321CO94782protein_codingtolerated(0.19)benign(0)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP1SNVMissense_Mutationc.670N>Gp.Lys224Glup.K224EO94782protein_codingtolerated(0.82)benign(0.033)TCGA-AN-A0AL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USP1SNVMissense_Mutationc.1881N>Tp.Leu627Phep.L627FO94782protein_codingdeleterious(0.04)benign(0.376)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
USP1SNVMissense_Mutationnovelc.219G>Cp.Lys73Asnp.K73NO94782protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
USP1insertionIn_Frame_Insnovelc.395_396insCGTTACTTCCAAp.Asp131_Lys132insAsnValThrSerp.D131_K132insNVTSO94782protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
USP1insertionFrame_Shift_Insnovelc.2072_2073insCTGCAGGTGCCCACCACCACGCCCGGCTAATTTTTTGTATTTTp.Ser692CysfsTer15p.S692Cfs*15O94782protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
USP1SNVMissense_Mutationnovelc.748G>Ap.Glu250Lysp.E250KO94782protein_codingtolerated(0.21)benign(0.341)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
7398USP1DNA REPAIR, PROTEASE, ENZYMEGNF-PF-5510CHEMBL578741
7398USP1DNA REPAIR, PROTEASE, ENZYMECLOFENOXYDECLOFENOXYDE
7398USP1DNA REPAIR, PROTEASE, ENZYMEGW7074CHEMBL72365
7398USP1DNA REPAIR, PROTEASE, ENZYMECETRIMIDECETRIMIDE
7398USP1DNA REPAIR, PROTEASE, ENZYMEBENZIODARONEBENZIODARONE
7398USP1DNA REPAIR, PROTEASE, ENZYMEGNF-PF-4579CHEMBL584626
7398USP1DNA REPAIR, PROTEASE, ENZYMEAMYLMETACRESOLAMYLMETACRESOL
7398USP1DNA REPAIR, PROTEASE, ENZYMEDIHYDROGAMBOGIC ACIDDIHYDROGAMBOGIC ACID
7398USP1DNA REPAIR, PROTEASE, ENZYMEBEXAROTENEBEXAROTENE
7398USP1DNA REPAIR, PROTEASE, ENZYMEDITHIAZANINEDITHIAZANINE
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