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: DPP7

Gene summary for DPP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPP7

Gene ID

29952

Gene namedipeptidyl peptidase 7
Gene AliasDPP2
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9UHL4


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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
29952DPP7CA_HPV_1HumanCervixCC7.10e-05-2.22e-010.0264
29952DPP7CA_HPV_3HumanCervixCC7.30e-077.61e-020.0414
29952DPP7CCI_1HumanCervixCC7.01e-07-6.08e-010.528
29952DPP7CCI_2HumanCervixCC2.32e-03-5.42e-010.5249
29952DPP7CCI_3HumanCervixCC3.43e-06-5.51e-010.516
29952DPP7TumorHumanCervixCC1.14e-06-2.60e-010.1241
29952DPP7sample3HumanCervixCC1.11e-07-2.37e-010.1387
29952DPP7H2HumanCervixHSIL_HPV1.18e-02-2.90e-010.0632
29952DPP7L1HumanCervixCC1.21e-07-2.99e-010.0802
29952DPP7T3HumanCervixCC9.25e-07-2.37e-010.1389
29952DPP7HTA11_347_2000001011HumanColorectumAD1.76e-024.63e-02-0.1954
29952DPP7HTA11_696_2000001011HumanColorectumAD3.25e-036.46e-02-0.1464
29952DPP7HTA11_866_3004761011HumanColorectumAD8.08e-061.77e-010.096
29952DPP7HTA11_10711_2000001011HumanColorectumAD1.26e-021.21e-010.0338
29952DPP7HTA11_7696_3000711011HumanColorectumAD1.86e-031.33e-010.0674
29952DPP7HTA11_6818_2000001021HumanColorectumAD2.60e-032.82e-010.0588
29952DPP7HTA11_99999970781_79442HumanColorectumMSS6.89e-041.48e-010.294
29952DPP7HTA11_99999965104_69814HumanColorectumMSS5.92e-083.08e-010.281
29952DPP7HTA11_99999971662_82457HumanColorectumMSS2.72e-062.43e-010.3859
29952DPP7HTA11_99999974143_84620HumanColorectumMSS4.60e-092.31e-010.3005
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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
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
DPP7SNVMissense_Mutationc.545N>Ap.Ala182Glup.A182EQ9UHL4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
DPP7SNVMissense_Mutationc.1102N>Cp.Phe368Leup.F368LQ9UHL4protein_codingdeleterious(0)probably_damaging(0.96)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DPP7deletionFrame_Shift_Delnovelc.596delNp.Asn199ThrfsTer57p.N199Tfs*57Q9UHL4protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DPP7SNVMissense_Mutationrs146742762c.1306N>Ap.Val436Ilep.V436IQ9UHL4protein_codingtolerated(1)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DPP7SNVMissense_Mutationc.1205G>Ap.Gly402Aspp.G402DQ9UHL4protein_codingtolerated(0.88)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DPP7deletionFrame_Shift_Delc.1212_1213delCAp.Arg405SerfsTer55p.R405Sfs*55Q9UHL4protein_codingTCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
DPP7deletionFrame_Shift_Delc.1205delGp.Gly402ValfsTer28p.G402Vfs*28Q9UHL4protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DPP7SNVMissense_Mutationrs770245778c.1303N>Ap.Ala435Thrp.A435TQ9UHL4protein_codingdeleterious(0)possibly_damaging(0.661)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DPP7SNVMissense_Mutationrs777004339c.613N>Ap.Val205Ilep.V205IQ9UHL4protein_codingtolerated(0.1)benign(0.383)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
DPP7SNVMissense_Mutationrs756944196c.1219N>Ap.Ala407Thrp.A407TQ9UHL4protein_codingtolerated(0.2)possibly_damaging(0.811)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMECRWCYVOHVXAEMF-LBPRGKRZSA-N
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMEBDBM50382283
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMEUS8470836, 8
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMEUS8470836, 2
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMEinhibitor178103152
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMEUS8470836, 5
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMEBDBM50434165
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMEBDBM50434164
29952DPP7PROTEASE, ENZYME, DRUGGABLE GENOMEUS8470836, 6
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