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:007121412LungAIScellular response to abiotic stimulus51/1849331/187239.10e-041.21e-0251
GO:010400412LungAIScellular response to environmental stimulus51/1849331/187239.10e-041.21e-0251
GO:005254813LungAISregulation of endopeptidase activity63/1849432/187231.06e-031.38e-0263
GO:000037713LungAISRNA splicing, via transesterification reactions with bulged adenosine as nucleophile49/1849320/187231.30e-031.63e-0249
GO:000039813LungAISmRNA splicing, via spliceosome49/1849320/187231.30e-031.63e-0249
GO:004328113LungAISregulation of cysteine-type endopeptidase activity involved in apoptotic process35/1849209/187231.31e-031.63e-0235
GO:000863012LungAISintrinsic apoptotic signaling pathway in response to DNA damage20/184999/187231.46e-031.77e-0220
GO:200011613LungAISregulation of cysteine-type endopeptidase activity38/1849235/187231.62e-031.87e-0238
GO:000037513LungAISRNA splicing, via transesterification reactions49/1849324/187231.69e-031.93e-0249
GO:003030712LungAISpositive regulation of cell growth29/1849166/187231.70e-031.93e-0229
GO:190222911LungAISregulation of intrinsic apoptotic signaling pathway in response to DNA damage10/184936/187231.98e-032.18e-0210
GO:00094162LungAISresponse to light stimulus47/1849320/187233.72e-033.48e-0247
GO:20010211LungAISnegative regulation of response to DNA damage stimulus16/184981/187235.23e-034.49e-0216
GO:000838023LungMIACRNA splicing44/967434/187231.56e-051.07e-0344
GO:001657022LungMIAChistone modification45/967463/187233.58e-051.97e-0345
GO:000037723LungMIACRNA splicing, via transesterification reactions with bulged adenosine as nucleophile33/967320/187231.27e-045.13e-0333
GO:000039823LungMIACmRNA splicing, via spliceosome33/967320/187231.27e-045.13e-0333
GO:000037523LungMIACRNA splicing, via transesterification reactions33/967324/187231.61e-046.19e-0333
GO:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:009719320Oral cavityOSCCintrinsic apoptotic signaling pathway202/7305288/187234.64e-271.73e-24202
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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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