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: SENP2

Gene summary for SENP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SENP2

Gene ID

59343

Gene nameSUMO specific peptidase 2
Gene AliasAXAM2
Cytomap3q27.2
Gene Typeprotein-coding
GO ID

GO:0006403

UniProtAcc

Q9HC62


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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
59343SENP2EEC-subject3HumanEndometriumEEC2.05e-02-3.18e-02-0.2525
59343SENP2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.95e-07-2.95e-02-0.1869
59343SENP2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.87e-05-1.32e-02-0.1883
59343SENP2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.17e-032.70e-02-0.1934
59343SENP2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC9.12e-09-1.01e-02-0.1917
59343SENP2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.15e-082.34e-02-0.1916
59343SENP2LZE2THumanEsophagusESCC1.04e-033.45e-010.082
59343SENP2LZE4THumanEsophagusESCC5.14e-052.47e-010.0811
59343SENP2LZE7THumanEsophagusESCC1.13e-064.06e-010.0667
59343SENP2LZE8THumanEsophagusESCC1.47e-049.69e-020.067
59343SENP2LZE20THumanEsophagusESCC3.49e-041.16e-010.0662
59343SENP2LZE24THumanEsophagusESCC6.86e-144.80e-010.0596
59343SENP2P1T-EHumanEsophagusESCC7.10e-084.55e-010.0875
59343SENP2P2T-EHumanEsophagusESCC2.58e-611.03e+000.1177
59343SENP2P4T-EHumanEsophagusESCC2.07e-297.02e-010.1323
59343SENP2P5T-EHumanEsophagusESCC1.02e-041.79e-010.1327
59343SENP2P8T-EHumanEsophagusESCC7.54e-294.17e-010.0889
59343SENP2P9T-EHumanEsophagusESCC6.43e-133.15e-010.1131
59343SENP2P10T-EHumanEsophagusESCC2.40e-214.55e-010.116
59343SENP2P11T-EHumanEsophagusESCC4.00e-053.19e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:190332022LiverHCCregulation of protein modification by small protein conjugation or removal167/7958242/187234.99e-174.72e-15167
GO:005123621LiverHCCestablishment of RNA localization121/7958166/187231.61e-151.19e-13121
GO:005065711LiverHCCnucleic acid transport118/7958163/187238.30e-155.60e-13118
GO:005065811LiverHCCRNA transport118/7958163/187238.30e-155.60e-13118
GO:001593111LiverHCCnucleobase-containing compound transport150/7958222/187233.17e-142.03e-12150
GO:005102811LiverHCCmRNA transport97/7958130/187239.00e-145.23e-1297
GO:003139622LiverHCCregulation of protein ubiquitination142/7958210/187231.39e-137.81e-12142
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:19033221LiverHCCpositive regulation of protein modification by small protein conjugation or removal94/7958138/187239.87e-103.01e-0894
GO:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:00313981LiverHCCpositive regulation of protein ubiquitination79/7958119/187231.18e-072.26e-0679
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:003139722LiverHCCnegative regulation of protein ubiquitination54/795883/187232.76e-052.86e-0454
GO:00706461LiverHCCprotein modification by small protein removal91/7958157/187236.50e-055.92e-0491
GO:190332122LiverHCCnegative regulation of protein modification by small protein conjugation or removal58/795895/187232.01e-041.56e-0358
GO:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
GO:00316482LiverHCCprotein destabilization29/795846/187233.95e-031.74e-0229
GO:19033208LungIACregulation of protein modification by small protein conjugation or removal64/2061242/187231.38e-114.83e-0964
GO:00160556LungIACWnt signaling pathway95/2061444/187231.13e-102.80e-0895
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa043108LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431011LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431041LungMIACWnt signaling pathway21/507171/84651.30e-031.40e-021.01e-0221
hsa0431051LungMIACWnt signaling pathway21/507171/84651.30e-031.40e-021.01e-0221
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030134Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
hsa0431016Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
hsa030135Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
hsa0431017Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
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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
SENP2SNVMissense_Mutationnovelc.106C>Gp.Leu36Valp.L36VQ9HC62protein_codingtolerated_low_confidence(0.25)benign(0)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SENP2SNVMissense_Mutationrs772605303c.1090N>Ap.Asp364Asnp.D364NQ9HC62protein_codingtolerated(0.5)possibly_damaging(0.642)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SENP2insertionFrame_Shift_Insnovelc.1748_1749insAp.Leu584ProfsTer93p.L584Pfs*93Q9HC62protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SENP2insertionNonsense_Mutationnovelc.1750_1751insGCGCCTGGCCAAGAATGTGAACp.Leu584ArgfsTer7p.L584Rfs*7Q9HC62protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SENP2SNVMissense_Mutationnovelc.633G>Tp.Glu211Aspp.E211DQ9HC62protein_codingtolerated(0.45)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SENP2SNVMissense_Mutationc.799N>Gp.Gln267Glup.Q267EQ9HC62protein_codingtolerated(0.44)benign(0.036)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SENP2SNVMissense_Mutationnovelc.616N>Ap.Glu206Lysp.E206KQ9HC62protein_codingdeleterious(0)probably_damaging(0.971)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SENP2SNVMissense_Mutationc.80N>Ap.Leu27Glnp.L27QQ9HC62protein_codingtolerated_low_confidence(0.09)possibly_damaging(0.881)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SENP2SNVMissense_Mutationrs772605303c.1090G>Ap.Asp364Asnp.D364NQ9HC62protein_codingtolerated(0.5)possibly_damaging(0.642)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SENP2SNVMissense_Mutationnovelc.1565N>Tp.Ser522Ilep.S522IQ9HC62protein_codingtolerated(0.75)benign(0)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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
59343SENP2ENZYME, PROTEASEN-ETHYLMALEIMIDEN-ETHYLMALEIMIDE22801642
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