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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: USP37

Gene summary for USP37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP37

Gene ID

57695

Gene nameubiquitin specific peptidase 37
Gene AliasUSP37
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

A0A024R416


Top

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
57695USP37CCI_1HumanCervixCC2.08e-024.76e-010.528
57695USP37CCI_2HumanCervixCC1.05e-045.55e-010.5249
57695USP37CCI_3HumanCervixCC7.02e-105.93e-010.516
57695USP37LZE4THumanEsophagusESCC1.50e-153.59e-010.0811
57695USP37LZE7THumanEsophagusESCC2.86e-022.79e-010.0667
57695USP37LZE8THumanEsophagusESCC8.71e-081.51e-010.067
57695USP37LZE24THumanEsophagusESCC1.39e-061.74e-010.0596
57695USP37P2T-EHumanEsophagusESCC2.23e-223.48e-010.1177
57695USP37P4T-EHumanEsophagusESCC6.78e-061.45e-010.1323
57695USP37P5T-EHumanEsophagusESCC1.92e-081.62e-010.1327
57695USP37P8T-EHumanEsophagusESCC9.23e-161.92e-010.0889
57695USP37P9T-EHumanEsophagusESCC6.56e-111.37e-010.1131
57695USP37P10T-EHumanEsophagusESCC2.56e-122.13e-010.116
57695USP37P11T-EHumanEsophagusESCC3.46e-052.70e-010.1426
57695USP37P12T-EHumanEsophagusESCC4.06e-122.83e-010.1122
57695USP37P15T-EHumanEsophagusESCC3.58e-113.57e-010.1149
57695USP37P16T-EHumanEsophagusESCC2.42e-132.57e-010.1153
57695USP37P20T-EHumanEsophagusESCC1.62e-172.69e-010.1124
57695USP37P21T-EHumanEsophagusESCC1.34e-162.11e-010.1617
57695USP37P22T-EHumanEsophagusESCC4.61e-092.49e-010.1236
Page: 1 2 3 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00000824CervixCCG1/S transition of mitotic cell cycle49/2311214/187231.16e-052.48e-0449
GO:00448434CervixCCcell cycle G1/S phase transition53/2311241/187231.76e-053.32e-0453
GO:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00711083CervixCCprotein K48-linked deubiquitination10/231135/187237.99e-034.18e-0210
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
USP37SNVMissense_Mutationc.607N>Cp.Glu203Glnp.E203QQ86T82protein_codingtolerated(0.15)possibly_damaging(0.494)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
USP37SNVMissense_Mutationc.899N>Cp.Arg300Thrp.R300TQ86T82protein_codingtolerated(0.09)possibly_damaging(0.815)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP37SNVMissense_Mutationc.554N>Gp.Ser185Cysp.S185CQ86T82protein_codingtolerated(0.06)benign(0.343)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP37SNVMissense_Mutationnovelc.722N>Ap.Thr241Asnp.T241NQ86T82protein_codingtolerated(0.51)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP37SNVMissense_Mutationrs542019194c.18N>Gp.Ile6Metp.I6MQ86T82protein_codingtolerated(0.07)benign(0.24)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
USP37SNVMissense_Mutationc.652N>Cp.Asp218Hisp.D218HQ86T82protein_codingdeleterious(0.04)probably_damaging(0.972)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
USP37SNVMissense_Mutationnovelc.1675N>Tp.Leu559Phep.L559FQ86T82protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
USP37insertionNonsense_Mutationnovelc.2896_2897insGACp.Ser966delinsTerp.S966delins*Q86T82protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USP37insertionNonsense_Mutationnovelc.2895_2896insCTCTTCATGTTACACTAAp.Gln965_Ser966insLeuPheMetLeuHisTerp.Q965_S966insLFMLH*Q86T82protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USP37SNVMissense_Mutationc.1056N>Ap.Met352Ilep.M352IQ86T82protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
Page: 1 2 3 4 5 6 7 8 9 

Top

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
Page: 1