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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00902634LiverNAFLDpositive regulation of canonical Wnt signaling pathway21/1882106/187231.81e-031.86e-0221
GO:20010206LiverNAFLDregulation of response to DNA damage stimulus36/1882219/187232.14e-032.08e-0236
GO:00971937LiverNAFLDintrinsic apoptotic signaling pathway44/1882288/187233.24e-032.88e-0244
GO:00459275LiverNAFLDpositive regulation of growth40/1882259/187234.00e-033.35e-0240
GO:1901987LiverNAFLDregulation of cell cycle phase transition56/1882390/187234.01e-033.36e-0256
GO:00303075LiverNAFLDpositive regulation of cell growth28/1882166/187234.35e-033.57e-0228
GO:19033217LiverNAFLDnegative regulation of protein modification by small protein conjugation or removal18/188295/187236.05e-034.54e-0218
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:200123312LiverCirrhoticregulation of apoptotic signaling pathway163/4634356/187232.62e-184.43e-16163
GO:009719312LiverCirrhoticintrinsic apoptotic signaling pathway130/4634288/187232.69e-142.45e-12130
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
GO:005254812LiverCirrhoticregulation of endopeptidase activity172/4634432/187232.12e-121.58e-10172
GO:20012427LiverCirrhoticregulation of intrinsic apoptotic signaling pathway82/4634164/187232.35e-121.71e-1082
GO:20012347LiverCirrhoticnegative regulation of apoptotic signaling pathway102/4634224/187238.40e-125.60e-10102
GO:00432817LiverCirrhoticregulation of cysteine-type endopeptidase activity involved in apoptotic process91/4634209/187231.91e-097.98e-0891
GO:004586112LiverCirrhoticnegative regulation of proteolysis136/4634351/187233.46e-091.42e-07136
GO:20001167LiverCirrhoticregulation of cysteine-type endopeptidase activity97/4634235/187231.61e-085.99e-0797
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
GO:005134612LiverCirrhoticnegative regulation of hydrolase activity139/4634379/187231.24e-073.42e-06139
GO:00431546LiverCirrhoticnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process40/463478/187234.00e-079.39e-0640
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 6 7 8 9 

Top

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
Page: 1