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: USP40

Gene summary for USP40

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP40

Gene ID

55230

Gene nameubiquitin specific peptidase 40
Gene AliasUSP40
Cytomap2q37.1
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9NVE5


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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
55230USP40LZE4THumanEsophagusESCC2.56e-051.67e-010.0811
55230USP40LZE24THumanEsophagusESCC5.10e-122.66e-010.0596
55230USP40LZE21THumanEsophagusESCC1.27e-032.99e-010.0655
55230USP40P2T-EHumanEsophagusESCC5.86e-091.80e-010.1177
55230USP40P4T-EHumanEsophagusESCC1.16e-102.58e-010.1323
55230USP40P5T-EHumanEsophagusESCC4.61e-061.23e-010.1327
55230USP40P8T-EHumanEsophagusESCC5.56e-172.72e-010.0889
55230USP40P9T-EHumanEsophagusESCC1.13e-051.50e-010.1131
55230USP40P10T-EHumanEsophagusESCC9.67e-182.69e-010.116
55230USP40P12T-EHumanEsophagusESCC5.15e-152.92e-010.1122
55230USP40P15T-EHumanEsophagusESCC1.46e-174.12e-010.1149
55230USP40P16T-EHumanEsophagusESCC2.24e-142.78e-010.1153
55230USP40P20T-EHumanEsophagusESCC8.14e-061.75e-010.1124
55230USP40P21T-EHumanEsophagusESCC2.56e-091.88e-010.1617
55230USP40P22T-EHumanEsophagusESCC1.13e-091.72e-010.1236
55230USP40P23T-EHumanEsophagusESCC6.25e-051.03e-010.108
55230USP40P24T-EHumanEsophagusESCC1.97e-102.06e-010.1287
55230USP40P26T-EHumanEsophagusESCC2.80e-081.30e-010.1276
55230USP40P27T-EHumanEsophagusESCC1.38e-111.79e-010.1055
55230USP40P28T-EHumanEsophagusESCC1.66e-122.82e-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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:00316477LiverNAFLDregulation of protein stability61/1882298/187235.00e-084.71e-0661
GO:0070646LiverNAFLDprotein modification by small protein removal29/1882157/187239.11e-041.09e-0229
GO:0016579LiverNAFLDprotein deubiquitination26/1882139/187231.35e-031.52e-0226
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:00165791LiverHCCprotein deubiquitination78/7958139/187238.13e-044.87e-0378
GO:00316478LungIACregulation of protein stability62/2061298/187235.37e-073.32e-0562
GO:003164713LungAISregulation of protein stability62/1849298/187231.06e-081.63e-0662
GO:0031647113ThyroidPTCregulation of protein stability174/5968298/187232.05e-214.05e-19174
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:00165794ThyroidPTCprotein deubiquitination59/5968139/187235.50e-032.50e-0259
GO:003164734ThyroidATCregulation of protein stability177/6293298/187234.08e-206.46e-18177
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
USP40SNVMissense_Mutationc.1846N>Ap.Asp616Asnp.D616NQ9NVE5protein_codingdeleterious(0.05)benign(0.191)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP40SNVMissense_Mutationnovelc.82N>Cp.Asn28Hisp.N28HQ9NVE5protein_codingdeleterious(0.03)benign(0.412)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP40SNVMissense_Mutationnovelc.1227N>Gp.Ile409Metp.I409MQ9NVE5protein_codingtolerated(0.07)benign(0.031)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
USP40SNVMissense_Mutationc.3391N>Cp.Ile1131Leup.I1131LQ9NVE5protein_codingtolerated(0.49)benign(0.254)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
USP40SNVMissense_Mutationnovelc.2138N>Tp.Thr713Metp.T713MQ9NVE5protein_codingtolerated(0.11)possibly_damaging(0.472)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
USP40insertionFrame_Shift_Insnovelc.3493_3494insTACCAAGACAAAGCAGAGAAGTCGGAGAp.Gly1165ValfsTer24p.G1165Vfs*24Q9NVE5protein_codingTCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
USP40insertionFrame_Shift_Insnovelc.3206_3207insATCGAACGGATTCATCATTGCTCCCGTCGCTCTGCCCCCTTATTCTp.Leu1070SerfsTer38p.L1070Sfs*38Q9NVE5protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
USP40deletionFrame_Shift_Delrs766340074c.3477delAp.Lys1159AsnfsTer12p.K1159Nfs*12Q9NVE5protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP40deletionFrame_Shift_Delnovelc.3046delGp.Ala1016ProfsTer2p.A1016Pfs*2Q9NVE5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
USP40SNVMissense_Mutationnovelc.2434A>Gp.Arg812Glyp.R812GQ9NVE5protein_codingdeleterious(0)probably_damaging(0.983)TCGA-2W-A8YY-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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