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: USP38

Gene summary for USP38

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP38

Gene ID

84640

Gene nameubiquitin specific peptidase 38
Gene AliasHP43.8KD
Cytomap4q31.21
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q8NB14


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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
84640USP38P21T-EHumanEsophagusESCC5.24e-11-1.38e-020.1617
84640USP38P22T-EHumanEsophagusESCC1.74e-112.34e-020.1236
84640USP38P23T-EHumanEsophagusESCC6.26e-06-2.35e-020.108
84640USP38P24T-EHumanEsophagusESCC1.04e-11-2.20e-020.1287
84640USP38P26T-EHumanEsophagusESCC3.20e-151.23e-010.1276
84640USP38P27T-EHumanEsophagusESCC4.83e-161.47e-020.1055
84640USP38P28T-EHumanEsophagusESCC5.85e-081.67e-010.1149
84640USP38P30T-EHumanEsophagusESCC7.70e-067.94e-030.137
84640USP38P31T-EHumanEsophagusESCC3.80e-08-5.34e-020.1251
84640USP38P32T-EHumanEsophagusESCC2.71e-085.22e-030.1666
84640USP38P36T-EHumanEsophagusESCC2.32e-022.54e-010.1187
84640USP38P37T-EHumanEsophagusESCC2.47e-08-1.02e-020.1371
84640USP38P39T-EHumanEsophagusESCC5.87e-08-1.05e-010.0894
84640USP38P40T-EHumanEsophagusESCC7.24e-07-1.18e-020.109
84640USP38P42T-EHumanEsophagusESCC2.78e-051.63e-010.1175
84640USP38P44T-EHumanEsophagusESCC1.40e-06-7.37e-020.1096
84640USP38P47T-EHumanEsophagusESCC1.25e-105.12e-040.1067
84640USP38P49T-EHumanEsophagusESCC1.72e-055.50e-010.1768
84640USP38P52T-EHumanEsophagusESCC2.76e-112.03e-010.1555
84640USP38P54T-EHumanEsophagusESCC9.23e-036.11e-020.0975
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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
∗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
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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
USP38SNVMissense_Mutationc.773N>Gp.Thr258Argp.T258RQ8NB14protein_codingdeleterious(0)possibly_damaging(0.586)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
USP38SNVMissense_Mutationc.825N>Gp.Ile275Metp.I275MQ8NB14protein_codingtolerated(0.07)probably_damaging(0.973)TCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
USP38SNVMissense_Mutationc.115N>Cp.Glu39Glnp.E39QQ8NB14protein_codingtolerated(0.46)benign(0.001)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
USP38SNVMissense_Mutationc.115G>Cp.Glu39Glnp.E39QQ8NB14protein_codingtolerated(0.46)benign(0.001)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
USP38SNVMissense_Mutationc.286N>Gp.Leu96Valp.L96VQ8NB14protein_codingtolerated(0.28)benign(0.007)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
USP38SNVMissense_Mutationc.236T>Cp.Phe79Serp.F79SQ8NB14protein_codingdeleterious(0.01)possibly_damaging(0.452)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
USP38SNVMissense_Mutationc.1603A>Gp.Arg535Glyp.R535GQ8NB14protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
USP38SNVMissense_Mutationc.2855C>Tp.Thr952Ilep.T952IQ8NB14protein_codingtolerated(0.18)benign(0.042)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
USP38SNVMissense_Mutationnovelc.326N>Cp.Asn109Thrp.N109TQ8NB14protein_codingtolerated(0.65)benign(0.031)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
USP38SNVMissense_Mutationc.2171N>Gp.Tyr724Cysp.Y724CQ8NB14protein_codingdeleterious(0)possibly_damaging(0.81)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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