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: DNPEP

Gene summary for DNPEP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNPEP

Gene ID

23549

Gene nameaspartyl aminopeptidase
Gene AliasASPEP
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

B7Z7F0


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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
23549DNPEPHTA11_2487_2000001011HumanColorectumSER1.93e-022.45e-01-0.1808
23549DNPEPHTA11_78_2000001011HumanColorectumAD1.55e-043.23e-01-0.1088
23549DNPEPHTA11_347_2000001011HumanColorectumAD8.03e-072.65e-01-0.1954
23549DNPEPHTA11_83_2000001011HumanColorectumSER1.90e-033.22e-01-0.1526
23549DNPEPHTA11_696_2000001011HumanColorectumAD8.61e-033.23e-01-0.1464
23549DNPEPHTA11_866_3004761011HumanColorectumAD2.52e-053.09e-010.096
23549DNPEPHTA11_99999971662_82457HumanColorectumMSS2.79e-033.83e-010.3859
23549DNPEPHTA11_99999974143_84620HumanColorectumMSS4.76e-095.04e-010.3005
23549DNPEPA015-C-203HumanColorectumFAP1.61e-045.30e-02-0.1294
23549DNPEPA001-C-108HumanColorectumFAP8.96e-04-9.94e-02-0.0272
23549DNPEPA015-C-104HumanColorectumFAP3.22e-05-7.40e-02-0.1899
23549DNPEPA002-C-016HumanColorectumFAP1.45e-04-1.11e-010.0521
23549DNPEPA002-C-116HumanColorectumFAP3.79e-05-1.35e-01-0.0452
23549DNPEPLZE4THumanEsophagusESCC7.30e-062.34e-010.0811
23549DNPEPLZE7THumanEsophagusESCC2.01e-082.16e-010.0667
23549DNPEPLZE8THumanEsophagusESCC2.64e-103.13e-010.067
23549DNPEPLZE20THumanEsophagusESCC2.63e-052.40e-010.0662
23549DNPEPLZE22THumanEsophagusESCC1.57e-035.06e-010.068
23549DNPEPLZE24THumanEsophagusESCC5.82e-308.34e-010.0596
23549DNPEPLZE21THumanEsophagusESCC5.39e-042.85e-010.0655
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
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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
DNPEPSNVMissense_Mutationnovelc.559N>Tp.Ile187Phep.I187Fprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A3KC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNPEPSNVMissense_Mutationnovelc.214N>Ap.Glu72Lysp.E72Kprotein_codingtolerated(0.06)benign(0.056)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DNPEPSNVMissense_Mutationc.278N>Ap.Ala93Aspp.A93Dprotein_codingdeleterious(0)probably_damaging(0.966)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
DNPEPSNVMissense_Mutationnovelc.590T>Gp.Phe197Cysp.F197Cprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-AB28-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
DNPEPSNVMissense_Mutationc.958G>Cp.Glu320Glnp.E320Qprotein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNPEPSNVMissense_Mutationnovelc.341A>Gp.Asp114Glyp.D114Gprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNPEPSNVMissense_Mutationnovelc.828N>Gp.Ile276Metp.I276Mprotein_codingdeleterious(0)probably_damaging(0.945)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNPEPSNVMissense_Mutationrs781324438c.1168G>Ap.Val390Metp.V390Mprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DNPEPSNVMissense_Mutationc.583G>Ap.Glu195Lysp.E195Kprotein_codingtolerated(0.15)possibly_damaging(0.703)TCGA-AA-3680-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicPD
DNPEPSNVMissense_Mutationc.1196N>Tp.Tyr399Phep.Y399Fprotein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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
23549DNPEPENZYME, NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, PROTEASEinhibitor252166877
23549DNPEPENZYME, NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, PROTEASEQGC-001
23549DNPEPENZYME, NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, PROTEASEinhibitorCHEMBL2103847TOSEDOSTAT
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