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: USP13

Gene summary for USP13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP13

Gene ID

8975

Gene nameubiquitin specific peptidase 13
Gene AliasISOT3
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A0A6YZ17


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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
8975USP13LZE7THumanEsophagusESCC1.79e-052.92e-010.0667
8975USP13P2T-EHumanEsophagusESCC1.82e-337.70e-010.1177
8975USP13P4T-EHumanEsophagusESCC5.30e-245.51e-010.1323
8975USP13P5T-EHumanEsophagusESCC4.74e-599.97e-010.1327
8975USP13P8T-EHumanEsophagusESCC2.41e-069.52e-020.0889
8975USP13P10T-EHumanEsophagusESCC7.91e-112.33e-010.116
8975USP13P11T-EHumanEsophagusESCC2.07e-053.54e-010.1426
8975USP13P12T-EHumanEsophagusESCC1.89e-194.08e-010.1122
8975USP13P15T-EHumanEsophagusESCC1.18e-133.53e-010.1149
8975USP13P16T-EHumanEsophagusESCC7.41e-305.01e-010.1153
8975USP13P22T-EHumanEsophagusESCC9.15e-173.70e-010.1236
8975USP13P23T-EHumanEsophagusESCC1.35e-041.62e-010.108
8975USP13P24T-EHumanEsophagusESCC3.23e-061.24e-010.1287
8975USP13P26T-EHumanEsophagusESCC2.77e-294.96e-010.1276
8975USP13P27T-EHumanEsophagusESCC9.38e-274.80e-010.1055
8975USP13P28T-EHumanEsophagusESCC1.83e-102.22e-010.1149
8975USP13P30T-EHumanEsophagusESCC7.29e-133.83e-010.137
8975USP13P31T-EHumanEsophagusESCC2.63e-091.81e-010.1251
8975USP13P32T-EHumanEsophagusESCC1.60e-184.28e-010.1666
8975USP13P36T-EHumanEsophagusESCC3.73e-031.80e-010.1187
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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
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:1903364111EsophagusESCCpositive regulation of cellular protein catabolic process117/8552155/187233.25e-141.66e-12117
GO:1901800110EsophagusESCCpositive regulation of proteasomal protein catabolic process91/8552114/187236.74e-143.34e-1291
GO:1903052110EsophagusESCCpositive regulation of proteolysis involved in cellular protein catabolic process101/8552133/187239.58e-134.19e-11101
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:1905897111EsophagusESCCregulation of response to endoplasmic reticulum stress63/855282/187238.16e-091.66e-0763
GO:190589813EsophagusESCCpositive regulation of response to endoplasmic reticulum stress29/855235/187236.61e-066.75e-0529
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
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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
USP13SNVMissense_Mutationnovelc.1117G>Cp.Asp373Hisp.D373HQ92995protein_codingdeleterious(0.01)benign(0.118)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
USP13SNVMissense_Mutationc.1960G>Cp.Asp654Hisp.D654HQ92995protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
USP13SNVMissense_Mutationnovelc.169N>Cp.Asn57Hisp.N57HQ92995protein_codingdeleterious(0)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP13SNVMissense_Mutationrs201476527c.727N>Ap.Gly243Argp.G243RQ92995protein_codingdeleterious(0.02)probably_damaging(0.948)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP13SNVMissense_Mutationc.2390N>Ap.Pro797Hisp.P797HQ92995protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
USP13deletionFrame_Shift_Delc.347delNp.Leu118Terp.L118*Q92995protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
USP13SNVMissense_Mutationnovelc.2147C>Tp.Ala716Valp.A716VQ92995protein_codingtolerated(0.15)benign(0.013)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP13SNVMissense_Mutationnovelc.2446G>Ap.Gly816Argp.G816RQ92995protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP13SNVMissense_Mutationnovelc.223N>Ap.Glu75Lysp.E75KQ92995protein_codingtolerated(0.47)benign(0.023)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
USP13SNVMissense_Mutationnovelc.1586N>Ap.Arg529Lysp.R529KQ92995protein_codingtolerated(0.74)benign(0.216)TCGA-ZJ-AAXD-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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