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: USP45

Gene summary for USP45

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP45

Gene ID

85015

Gene nameubiquitin specific peptidase 45
Gene AliasLCA19
Cytomap6q16.2
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q70EL2


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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
85015USP45NAFLD1HumanLiverNAFLD1.14e-033.64e-01-0.04
85015USP45HCC1_MengHumanLiverHCC2.12e-08-1.37e-020.0246
85015USP45HCC2_MengHumanLiverHCC2.32e-041.46e-020.0107
85015USP45HCC1HumanLiverHCC4.41e-021.75e+000.5336
85015USP45HCC2HumanLiverHCC5.81e-041.22e+000.5341
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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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
USP45SNVMissense_Mutationnovelc.1004A>Cp.Lys335Thrp.K335TQ70EL2protein_codingdeleterious(0.01)possibly_damaging(0.899)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP45SNVMissense_Mutationnovelc.2102N>Ap.Arg701Lysp.R701KQ70EL2protein_codingtolerated(0.24)probably_damaging(0.999)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP45SNVMissense_Mutationrs201236782c.2198N>Gp.Tyr733Cysp.Y733CQ70EL2protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP45SNVMissense_Mutationc.520G>Ap.Glu174Lysp.E174KQ70EL2protein_codingtolerated(0.13)benign(0.036)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
USP45SNVMissense_Mutationc.654N>Ap.Met218Ilep.M218IQ70EL2protein_codingtolerated(0.47)benign(0.264)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP45SNVMissense_Mutationc.241N>Cp.Asp81Hisp.D81HQ70EL2protein_codingdeleterious(0)probably_damaging(0.99)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
USP45insertionFrame_Shift_Insnovelc.2212_2213insCCACCTCAGCCTCCCCAAGTGCTGAGATp.His738ProfsTer11p.H738Pfs*11Q70EL2protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
USP45deletionFrame_Shift_Delnovelc.1522delNp.Ser508GlnfsTer57p.S508Qfs*57Q70EL2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
USP45SNVMissense_Mutationnovelc.1001N>Cp.Arg334Thrp.R334TQ70EL2protein_codingdeleterious(0)probably_damaging(0.94)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
USP45SNVMissense_Mutationnovelc.862N>Tp.Asp288Tyrp.D288YQ70EL2protein_codingdeleterious(0)possibly_damaging(0.827)TCGA-FU-A3HZ-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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