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: USP18

Gene summary for USP18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP18

Gene ID

11274

Gene nameubiquitin specific peptidase 18
Gene AliasISG43
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0001959

UniProtAcc

Q9UMW8


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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
11274USP18LZE24THumanEsophagusESCC5.01e-245.61e-010.0596
11274USP18P2T-EHumanEsophagusESCC5.95e-296.14e-010.1177
11274USP18P4T-EHumanEsophagusESCC3.48e-082.09e-010.1323
11274USP18P5T-EHumanEsophagusESCC1.88e-112.88e-010.1327
11274USP18P8T-EHumanEsophagusESCC1.62e-132.32e-010.0889
11274USP18P9T-EHumanEsophagusESCC1.75e-194.19e-010.1131
11274USP18P10T-EHumanEsophagusESCC3.97e-041.03e-010.116
11274USP18P11T-EHumanEsophagusESCC2.96e-186.41e-010.1426
11274USP18P12T-EHumanEsophagusESCC1.96e-051.67e-010.1122
11274USP18P15T-EHumanEsophagusESCC3.26e-029.31e-020.1149
11274USP18P16T-EHumanEsophagusESCC8.84e-059.88e-020.1153
11274USP18P17T-EHumanEsophagusESCC7.64e-082.84e-010.1278
11274USP18P20T-EHumanEsophagusESCC2.18e-031.21e-010.1124
11274USP18P21T-EHumanEsophagusESCC2.02e-061.97e-010.1617
11274USP18P22T-EHumanEsophagusESCC1.66e-028.94e-020.1236
11274USP18P23T-EHumanEsophagusESCC2.37e-123.10e-010.108
11274USP18P24T-EHumanEsophagusESCC7.31e-143.35e-010.1287
11274USP18P26T-EHumanEsophagusESCC4.44e-081.96e-010.1276
11274USP18P27T-EHumanEsophagusESCC2.56e-162.74e-010.1055
11274USP18P28T-EHumanEsophagusESCC5.17e-274.43e-010.1149
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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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:003434013EsophagusESCCresponse to type I interferon48/855258/187236.18e-091.26e-0748
GO:00603375EsophagusESCCtype I interferon signaling pathway41/855250/187231.35e-072.17e-0641
GO:00713575EsophagusESCCcellular response to type I interferon42/855252/187232.15e-073.30e-0642
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:000283212EsophagusESCCnegative regulation of response to biotic stimulus72/8552108/187238.36e-068.11e-0572
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:00603385EsophagusESCCregulation of type I interferon-mediated signaling pathway29/855236/187231.91e-051.67e-0429
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:00507775EsophagusESCCnegative regulation of immune response112/8552194/187234.67e-042.62e-03112
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:00458245EsophagusESCCnegative regulation of innate immune response45/855271/187231.98e-038.90e-0345
GO:00359703EsophagusESCCpeptidyl-threonine dephosphorylation13/855216/187234.05e-031.62e-0213
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:00603392EsophagusESCCnegative regulation of type I interferon-mediated signaling pathway15/855220/187237.60e-032.71e-0215
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
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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
USP18SNVMissense_Mutationnovelc.783N>Gp.Ile261Metp.I261MQ9UMW8protein_codingtolerated(0.14)possibly_damaging(0.501)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP18deletionFrame_Shift_Delnovelc.59delCp.Ser20CysfsTer17p.S20Cfs*17Q9UMW8protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
USP18SNVMissense_Mutationc.87N>Cp.Lys29Asnp.K29NQ9UMW8protein_codingtolerated(0.13)benign(0.001)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
USP18SNVMissense_Mutationnovelc.773G>Ap.Arg258Glnp.R258QQ9UMW8protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
USP18SNVMissense_Mutationc.475N>Ap.His159Asnp.H159NQ9UMW8protein_codingtolerated(0.13)benign(0.083)TCGA-CM-4744-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
USP18SNVMissense_Mutationrs769160740c.130N>Tp.Arg44Cysp.R44CQ9UMW8protein_codingtolerated(0.18)benign(0)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
USP18SNVMissense_Mutationc.140N>Tp.Ala47Valp.A47VQ9UMW8protein_codingtolerated(0.16)benign(0.122)TCGA-AG-3894-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapy5-fluorouracilCR
USP18SNVMissense_Mutationnovelc.744N>Tp.Leu248Phep.L248FQ9UMW8protein_codingdeleterious(0.01)possibly_damaging(0.603)TCGA-EI-7002-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyirinotecan+5-fluorouracilimSD
USP18SNVMissense_Mutationnovelc.136A>Gp.Arg46Glyp.R46GQ9UMW8protein_codingtolerated(0.72)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
USP18SNVMissense_Mutationnovelc.377N>Ap.Cys126Tyrp.C126YQ9UMW8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A1DO-01Endometriumuterine corpus endometrioid 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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