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: USP4

Gene summary for USP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP4

Gene ID

7375

Gene nameubiquitin specific peptidase 4
Gene AliasUNP
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000244

UniProtAcc

Q13107


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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
7375USP4LZE4THumanEsophagusESCC4.63e-133.22e-010.0811
7375USP4LZE7THumanEsophagusESCC2.43e-042.85e-010.0667
7375USP4LZE8THumanEsophagusESCC1.96e-039.50e-020.067
7375USP4LZE22THumanEsophagusESCC2.12e-053.91e-010.068
7375USP4LZE24THumanEsophagusESCC2.95e-142.93e-010.0596
7375USP4P1T-EHumanEsophagusESCC6.26e-042.28e-010.0875
7375USP4P2T-EHumanEsophagusESCC1.34e-183.51e-010.1177
7375USP4P4T-EHumanEsophagusESCC1.89e-214.95e-010.1323
7375USP4P5T-EHumanEsophagusESCC6.58e-122.21e-010.1327
7375USP4P8T-EHumanEsophagusESCC9.77e-091.99e-010.0889
7375USP4P9T-EHumanEsophagusESCC1.11e-123.07e-010.1131
7375USP4P10T-EHumanEsophagusESCC9.81e-234.08e-010.116
7375USP4P11T-EHumanEsophagusESCC7.00e-165.24e-010.1426
7375USP4P12T-EHumanEsophagusESCC4.56e-214.02e-010.1122
7375USP4P15T-EHumanEsophagusESCC1.17e-163.22e-010.1149
7375USP4P16T-EHumanEsophagusESCC1.63e-184.47e-010.1153
7375USP4P17T-EHumanEsophagusESCC1.31e-022.80e-010.1278
7375USP4P19T-EHumanEsophagusESCC2.52e-066.24e-010.1662
7375USP4P20T-EHumanEsophagusESCC8.87e-204.24e-010.1124
7375USP4P21T-EHumanEsophagusESCC1.20e-183.57e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00703713BreastIDCERK1 and ERK2 cascade43/1434330/187234.28e-045.84e-0343
GO:00703733BreastIDCnegative regulation of ERK1 and ERK2 cascade14/143478/187232.21e-032.06e-0214
GO:00703722BreastIDCregulation of ERK1 and ERK2 cascade37/1434309/187234.53e-033.49e-0237
GO:007037111BreastDCISERK1 and ERK2 cascade41/1390330/187238.11e-049.32e-0341
GO:007037311BreastDCISnegative regulation of ERK1 and ERK2 cascade14/139078/187231.65e-031.64e-0214
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
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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
USP4SNVMissense_Mutationc.290N>Ap.Pro97Hisp.P97HQ13107protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
USP4SNVMissense_Mutationnovelc.1675C>Tp.Arg559Trpp.R559WQ13107protein_codingdeleterious(0)probably_damaging(0.978)TCGA-AC-A2QI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
USP4SNVMissense_Mutationc.944C>Gp.Ser315Cysp.S315CQ13107protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP4SNVMissense_Mutationnovelc.884N>Gp.Ser295Cysp.S295CQ13107protein_codingtolerated(0.17)possibly_damaging(0.566)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP4SNVMissense_Mutationnovelc.542N>Ap.Thr181Lysp.T181KQ13107protein_codingdeleterious(0)possibly_damaging(0.788)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
USP4SNVMissense_Mutationc.241N>Gp.Gln81Glup.Q81EQ13107protein_codingtolerated(0.27)possibly_damaging(0.633)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
USP4SNVMissense_Mutationnovelc.23N>Ap.Arg8Hisp.R8HQ13107protein_codingtolerated_low_confidence(0.16)benign(0)TCGA-E9-A54X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP4insertionFrame_Shift_Insnovelc.2080_2081insTTTGTATTTGGATGTGTCACTTCTTp.Gln694LeufsTer34p.Q694Lfs*34Q13107protein_codingTCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP4deletionFrame_Shift_Delnovelc.1830delNp.Lys611SerfsTer4p.K611Sfs*4Q13107protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
USP4SNVMissense_Mutationrs148734128c.2204G>Ap.Arg735Glnp.R735QQ13107protein_codingtolerated(0.8)benign(0.063)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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