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: DPP9

Gene summary for DPP9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPP9

Gene ID

91039

Gene namedipeptidyl peptidase 9
Gene AliasDP9
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q86TI2


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
91039DPP9HTA11_3410_2000001011HumanColorectumAD2.15e-026.63e-020.0155
91039DPP9HTA11_2487_2000001011HumanColorectumSER1.77e-024.19e-01-0.1808
91039DPP9HTA11_347_2000001011HumanColorectumAD7.60e-124.30e-01-0.1954
91039DPP9HTA11_83_2000001011HumanColorectumSER8.97e-045.01e-01-0.1526
91039DPP9HTA11_696_2000001011HumanColorectumAD3.20e-063.99e-01-0.1464
91039DPP9HTA11_1391_2000001011HumanColorectumAD3.63e-075.03e-01-0.059
91039DPP9A015-C-203HumanColorectumFAP2.18e-04-7.91e-02-0.1294
91039DPP9A002-C-205HumanColorectumFAP5.47e-04-1.47e-01-0.1236
91039DPP9A015-C-104HumanColorectumFAP1.75e-06-3.11e-02-0.1899
91039DPP9A002-C-016HumanColorectumFAP1.97e-03-1.77e-010.0521
91039DPP9A002-C-116HumanColorectumFAP8.97e-07-1.20e-01-0.0452
91039DPP9A018-E-020HumanColorectumFAP4.44e-03-1.77e-01-0.2034
91039DPP9F034HumanColorectumFAP1.55e-03-1.34e-01-0.0665
91039DPP9LZE4THumanEsophagusESCC3.28e-062.31e-010.0811
91039DPP9LZE7THumanEsophagusESCC8.40e-083.91e-010.0667
91039DPP9LZE24THumanEsophagusESCC2.35e-071.93e-010.0596
91039DPP9P1T-EHumanEsophagusESCC7.82e-175.88e-010.0875
91039DPP9P2T-EHumanEsophagusESCC1.61e-097.69e-020.1177
91039DPP9P4T-EHumanEsophagusESCC2.64e-052.08e-010.1323
91039DPP9P5T-EHumanEsophagusESCC2.99e-121.16e-010.1327
Page: 1 2 3 4 5 6 

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.

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
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
DPP9SNVMissense_Mutationc.119N>Ap.Arg40Glnp.R40QQ86TI2protein_codingtolerated(0.57)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DPP9SNVMissense_Mutationc.1008G>Cp.Arg336Serp.R336SQ86TI2protein_codingdeleterious(0.03)benign(0.021)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
DPP9SNVMissense_Mutationc.22C>Ap.Arg8Serp.R8SQ86TI2protein_codingdeleterious_low_confidence(0.01)benign(0.071)TCGA-C8-A12U-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DPP9SNVMissense_Mutationnovelc.1347N>Cp.Trp449Cysp.W449CQ86TI2protein_codingdeleterious(0)probably_damaging(1)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
DPP9deletionFrame_Shift_Delnovelc.8_9delAGp.Lys3SerfsTer2p.K3Sfs*2Q86TI2protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
DPP9insertionFrame_Shift_Insnovelc.83_84insTp.Glu28AspfsTer21p.E28Dfs*21Q86TI2protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPP9insertionIn_Frame_Insnovelc.82_83insCTTCCTTTTACAAAATAGp.Ala27_Glu28insAlaSerPheTyrLysIlep.A27_E28insASFYKIQ86TI2protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPP9deletionFrame_Shift_Delnovelc.2613delNp.Arg872AlafsTer47p.R872Afs*47Q86TI2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DPP9SNVMissense_Mutationc.896N>Ap.Leu299Hisp.L299HQ86TI2protein_codingtolerated(0.54)benign(0.005)TCGA-FU-A23K-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
DPP9SNVMissense_Mutationrs762557101c.1019A>Gp.Lys340Argp.K340RQ86TI2protein_codingtolerated(0.35)possibly_damaging(0.828)TCGA-UC-A7PI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 6 7 8 9 10 

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
91039DPP9PROTEASE, ENZYME, DRUGGABLE GENOMETalabostatTALABOSTAT
91039DPP9PROTEASE, ENZYME, DRUGGABLE GENOMEThiomorpholine derivative 2
91039DPP9PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor252166752
91039DPP9PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor363894186TALABOSTAT
91039DPP9PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor363894187
91039DPP9PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor363894200TENELIGLIPTIN
91039DPP9PROTEASE, ENZYME, DRUGGABLE GENOMEThiomorpholine derivative 1
91039DPP9PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor252166751
Page: 1