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: USP39

Gene summary for USP39

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP39

Gene ID

10713

Gene nameubiquitin specific peptidase 39
Gene Alias65K
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

Q53GS9


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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
10713USP39LZE2THumanEsophagusESCC3.84e-085.19e-010.082
10713USP39LZE4THumanEsophagusESCC4.25e-184.18e-010.0811
10713USP39LZE7THumanEsophagusESCC1.29e-137.91e-010.0667
10713USP39LZE8THumanEsophagusESCC5.17e-082.28e-010.067
10713USP39LZE20THumanEsophagusESCC1.25e-048.65e-020.0662
10713USP39LZE22THumanEsophagusESCC4.72e-034.26e-010.068
10713USP39LZE24THumanEsophagusESCC8.48e-234.34e-010.0596
10713USP39LZE21THumanEsophagusESCC8.97e-104.96e-010.0655
10713USP39LZE6THumanEsophagusESCC1.38e-074.40e-010.0845
10713USP39P1T-EHumanEsophagusESCC4.65e-073.90e-010.0875
10713USP39P2T-EHumanEsophagusESCC1.20e-438.92e-010.1177
10713USP39P4T-EHumanEsophagusESCC5.66e-256.70e-010.1323
10713USP39P5T-EHumanEsophagusESCC1.56e-133.54e-010.1327
10713USP39P8T-EHumanEsophagusESCC1.14e-183.95e-010.0889
10713USP39P9T-EHumanEsophagusESCC3.33e-173.74e-010.1131
10713USP39P10T-EHumanEsophagusESCC1.56e-131.78e-010.116
10713USP39P11T-EHumanEsophagusESCC1.53e-175.19e-010.1426
10713USP39P12T-EHumanEsophagusESCC2.15e-388.36e-010.1122
10713USP39P15T-EHumanEsophagusESCC3.82e-448.49e-010.1149
10713USP39P16T-EHumanEsophagusESCC3.52e-437.96e-010.1153
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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
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
∗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:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
GO:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
GO:007182620Oral cavityOSCCribonucleoprotein complex subunit organization152/7305227/187231.05e-171.01e-15152
GO:002261820Oral cavityOSCCribonucleoprotein complex assembly146/7305220/187231.53e-161.23e-14146
GO:00002456Oral cavityOSCCspliceosomal complex assembly45/730579/187239.13e-044.81e-0345
GO:00706462Oral cavityOSCCprotein modification by small protein removal77/7305157/187236.55e-032.43e-0277
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0008380110Oral cavityLPRNA splicing237/4623434/187231.82e-413.79e-38237
GO:0000375110Oral cavityLPRNA splicing, via transesterification reactions181/4623324/187231.36e-331.70e-30181
GO:0000377110Oral cavityLPRNA splicing, via transesterification reactions with bulged adenosine as nucleophile179/4623320/187232.48e-332.22e-30179
GO:0000398110Oral cavityLPmRNA splicing, via spliceosome179/4623320/187232.48e-332.22e-30179
GO:0071826110Oral cavityLPribonucleoprotein complex subunit organization130/4623227/187237.54e-263.63e-23130
GO:0022618110Oral cavityLPribonucleoprotein complex assembly125/4623220/187231.76e-246.91e-22125
GO:000024513Oral cavityLPspliceosomal complex assembly34/462379/187232.65e-042.75e-0334
GO:002261329SkincSCCribonucleoprotein complex biogenesis302/4864463/187235.13e-723.22e-68302
GO:0008380112SkincSCCRNA splicing263/4864434/187232.45e-535.13e-50263
GO:0000375112SkincSCCRNA splicing, via transesterification reactions201/4864324/187234.07e-435.10e-40201
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304026Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
hsa0304036Oral cavityLPSpliceosome106/2418217/84651.30e-102.40e-091.55e-09106
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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
USP39SNVMissense_Mutationc.786N>Gp.Ile262Metp.I262MQ53GS9protein_codingtolerated(0.11)possibly_damaging(0.544)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP39SNVMissense_Mutationnovelc.863N>Ap.Arg288Glnp.R288QQ53GS9protein_codingdeleterious(0.03)possibly_damaging(0.701)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP39SNVMissense_Mutationc.344N>Cp.Val115Alap.V115AQ53GS9protein_codingtolerated(0.07)benign(0.038)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP39SNVMissense_Mutationc.1235N>Gp.Gln412Argp.Q412RQ53GS9protein_codingdeleterious(0)probably_damaging(0.955)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP39SNVMissense_Mutationrs769633859c.569C>Tp.Thr190Metp.T190MQ53GS9protein_codingtolerated(0.07)benign(0.134)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
USP39SNVMissense_Mutationc.469G>Ap.Val157Ilep.V157IQ53GS9protein_codingdeleterious(0.04)possibly_damaging(0.531)TCGA-GI-A2C8-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificAdriamycinSD
USP39insertionNonsense_Mutationnovelc.429_430insGGCTAGGAATACCTAACTTCCTGGGAATGCAGCCTGTCAAGGCCp.Gln144GlyfsTer2p.Q144Gfs*2Q53GS9protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
USP39deletionFrame_Shift_Delnovelc.722delNp.Gln241ArgfsTer40p.Q241Rfs*40Q53GS9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
USP39SNVMissense_Mutationrs749981625c.1544G>Ap.Arg515Glnp.R515QQ53GS9protein_codingdeleterious(0)possibly_damaging(0.731)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP39SNVMissense_Mutationnovelc.121G>Ap.Ala41Thrp.A41TQ53GS9protein_codingtolerated_low_confidence(0.62)benign(0)TCGA-IR-A3LL-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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