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: SENP7

Gene summary for SENP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SENP7

Gene ID

57337

Gene nameSUMO specific peptidase 7
Gene AliasSENP7
Cytomap3q12.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

J3QT09


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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
57337SENP7LZE4THumanEsophagusESCC1.35e-082.69e-010.0811
57337SENP7LZE5THumanEsophagusESCC2.60e-062.41e-010.0514
57337SENP7LZE7THumanEsophagusESCC9.24e-031.00e-010.0667
57337SENP7LZE8THumanEsophagusESCC2.98e-041.28e-010.067
57337SENP7LZE20THumanEsophagusESCC5.43e-071.14e-010.0662
57337SENP7LZE22THumanEsophagusESCC8.65e-031.53e-010.068
57337SENP7LZE24THumanEsophagusESCC1.55e-244.56e-010.0596
57337SENP7P1T-EHumanEsophagusESCC1.77e-072.20e-010.0875
57337SENP7P2T-EHumanEsophagusESCC2.35e-078.67e-020.1177
57337SENP7P4T-EHumanEsophagusESCC8.41e-121.64e-010.1323
57337SENP7P5T-EHumanEsophagusESCC5.52e-081.07e-010.1327
57337SENP7P8T-EHumanEsophagusESCC3.07e-223.41e-010.0889
57337SENP7P9T-EHumanEsophagusESCC1.21e-131.82e-010.1131
57337SENP7P10T-EHumanEsophagusESCC1.75e-253.66e-010.116
57337SENP7P11T-EHumanEsophagusESCC8.42e-051.07e-010.1426
57337SENP7P12T-EHumanEsophagusESCC1.06e-121.90e-010.1122
57337SENP7P15T-EHumanEsophagusESCC4.75e-132.18e-010.1149
57337SENP7P16T-EHumanEsophagusESCC2.32e-212.23e-010.1153
57337SENP7P17T-EHumanEsophagusESCC1.27e-041.99e-010.1278
57337SENP7P19T-EHumanEsophagusESCC1.04e-043.95e-010.1662
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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
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:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00182059ThyroidPTCpeptidyl-lysine modification188/5968376/187231.34e-137.09e-12188
GO:00706465ThyroidPTCprotein modification by small protein removal71/5968157/187233.03e-042.12e-0371
GO:001820516ThyroidATCpeptidyl-lysine modification193/6293376/187236.92e-133.06e-11193
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
SENP7SNVMissense_Mutationnovelc.2385N>Ap.Asp795Glup.D795EQ9BQF6protein_codingtolerated(0.27)benign(0.003)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SENP7SNVMissense_Mutationnovelc.2405N>Cp.His802Prop.H802PQ9BQF6protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SENP7SNVMissense_Mutationc.2941N>Tp.Pro981Serp.P981SQ9BQF6protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SENP7SNVMissense_Mutationc.331C>Gp.Arg111Glyp.R111GQ9BQF6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
SENP7SNVMissense_Mutationnovelc.3009C>Ap.Phe1003Leup.F1003LQ9BQF6protein_codingdeleterious(0)benign(0.193)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
SENP7SNVMissense_Mutationrs765866688c.248N>Ap.Arg83Glnp.R83QQ9BQF6protein_codingtolerated(0.49)benign(0.055)TCGA-OL-A66L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SENP7SNVMissense_Mutationnovelc.175N>Gp.Leu59Valp.L59VQ9BQF6protein_codingtolerated(0.39)benign(0.001)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SENP7SNVMissense_Mutationnovelc.1970N>Tp.Trp657Leup.W657LQ9BQF6protein_codingtolerated(0.62)benign(0.052)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
SENP7SNVMissense_Mutationc.3143N>Ap.Ser1048Asnp.S1048NQ9BQF6protein_codingtolerated(0.06)benign(0.025)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SENP7SNVMissense_Mutationc.2424N>Gp.Phe808Leup.F808LQ9BQF6protein_codingdeleterious(0)probably_damaging(0.98)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<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
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASEDIHYDROXANTHOHUMOLDIHYDROXANTHOHUMOL
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASETCMDC-124307CHEMBL546865
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASE4-PHENYLAMINO-[1,2]NAPHTHOQUINONECHEMBL299853
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASEGNF-PF-5159CHEMBL1493528
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASEGNF-PF-4068CHEMBL584668
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASE2-(4-NITROBENZYLSULFANYL)BENZOXAZOLECHEMBL412603
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASEGNF-PF-5151CHEMBL576208
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASEXANTHOANGELOL BXANTHOANGELOL B
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASEGNF-PF-992CHEMBL602561
57337SENP7ENZYME, DRUGGABLE GENOME, PROTEASEDNDI1417156CHEMBL1504679
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