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: USP42

Gene summary for USP42

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP42

Gene ID

84132

Gene nameubiquitin specific peptidase 42
Gene AliasUSP42
Cytomap7p22.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9H9J4


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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
84132USP42LZE4THumanEsophagusESCC3.61e-142.18e-010.0811
84132USP42LZE7THumanEsophagusESCC3.87e-042.22e-010.0667
84132USP42LZE20THumanEsophagusESCC5.19e-061.24e-010.0662
84132USP42LZE24THumanEsophagusESCC2.48e-113.76e-010.0596
84132USP42P1T-EHumanEsophagusESCC3.76e-072.86e-010.0875
84132USP42P2T-EHumanEsophagusESCC9.48e-234.77e-010.1177
84132USP42P4T-EHumanEsophagusESCC2.35e-192.17e-010.1323
84132USP42P5T-EHumanEsophagusESCC3.08e-141.53e-010.1327
84132USP42P8T-EHumanEsophagusESCC7.98e-112.33e-010.0889
84132USP42P9T-EHumanEsophagusESCC1.73e-153.05e-010.1131
84132USP42P10T-EHumanEsophagusESCC7.33e-203.03e-010.116
84132USP42P11T-EHumanEsophagusESCC4.31e-154.76e-010.1426
84132USP42P12T-EHumanEsophagusESCC1.21e-184.08e-010.1122
84132USP42P15T-EHumanEsophagusESCC1.11e-235.54e-010.1149
84132USP42P16T-EHumanEsophagusESCC3.31e-294.10e-010.1153
84132USP42P17T-EHumanEsophagusESCC1.48e-052.52e-010.1278
84132USP42P20T-EHumanEsophagusESCC1.72e-103.23e-010.1124
84132USP42P21T-EHumanEsophagusESCC3.49e-121.73e-010.1617
84132USP42P22T-EHumanEsophagusESCC5.45e-161.79e-010.1236
84132USP42P23T-EHumanEsophagusESCC1.22e-103.00e-010.108
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:00706462Oral cavityOSCCprotein modification by small protein removal77/7305157/187236.55e-032.43e-0277
GO:007064611Oral cavityEOLPprotein modification by small protein removal33/2218157/187237.04e-045.78e-0333
GO:00165792Oral cavityEOLPprotein deubiquitination28/2218139/187233.29e-031.90e-0228
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:007064613ThyroidATCprotein modification by small protein removal71/6293157/187231.59e-037.99e-0371
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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
USP42SNVMissense_Mutationnovelc.496N>Tp.Ala166Serp.A166SQ9H9J4protein_codingdeleterious(0.02)possibly_damaging(0.776)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
USP42SNVMissense_Mutationrs752099114c.563G>Ap.Arg188Lysp.R188KQ9H9J4protein_codingtolerated(1)benign(0.01)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
USP42SNVMissense_Mutationnovelc.3943N>Tp.Gly1315Cysp.G1315CQ9H9J4protein_codingdeleterious_low_confidence(0)probably_damaging(0.99)TCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
USP42SNVMissense_Mutationc.3790N>Gp.Leu1264Valp.L1264VQ9H9J4protein_codingtolerated(0.47)benign(0.037)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
USP42SNVMissense_Mutationrs752099114c.563N>Ap.Arg188Lysp.R188KQ9H9J4protein_codingtolerated(1)benign(0.01)TCGA-BH-A0HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
USP42SNVMissense_Mutationrs752099114c.563G>Ap.Arg188Lysp.R188KQ9H9J4protein_codingtolerated(1)benign(0.01)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
USP42SNVMissense_Mutationnovelc.2495N>Gp.Ser832Cysp.S832CQ9H9J4protein_codingdeleterious(0.04)possibly_damaging(0.639)TCGA-D8-A73U-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
USP42SNVMissense_Mutationc.302T>Gp.Leu101Argp.L101RQ9H9J4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E2-A14Q-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
USP42SNVMissense_Mutationrs866850561c.3479N>Ap.Arg1160Glnp.R1160QQ9H9J4protein_codingdeleterious(0.02)possibly_damaging(0.855)TCGA-E2-A1LB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
USP42insertionNonsense_Mutationnovelc.1348_1349insCCTCAGGCCAAGTTGAGGGGTAp.Gly450AlafsTer8p.G450Afs*8Q9H9J4protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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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