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: DPP8

Gene summary for DPP8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPP8

Gene ID

54878

Gene namedipeptidyl peptidase 8
Gene AliasDP8
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A024R5Z6


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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
54878DPP8LZE4THumanEsophagusESCC5.55e-091.93e-010.0811
54878DPP8LZE7THumanEsophagusESCC6.75e-084.29e-010.0667
54878DPP8LZE20THumanEsophagusESCC8.07e-061.63e-010.0662
54878DPP8LZE24THumanEsophagusESCC5.95e-072.08e-010.0596
54878DPP8P1T-EHumanEsophagusESCC4.70e-073.54e-010.0875
54878DPP8P2T-EHumanEsophagusESCC6.65e-143.17e-010.1177
54878DPP8P4T-EHumanEsophagusESCC9.16e-183.32e-010.1323
54878DPP8P5T-EHumanEsophagusESCC2.21e-071.29e-010.1327
54878DPP8P8T-EHumanEsophagusESCC1.56e-223.18e-010.0889
54878DPP8P9T-EHumanEsophagusESCC3.82e-122.43e-010.1131
54878DPP8P10T-EHumanEsophagusESCC3.56e-173.39e-010.116
54878DPP8P11T-EHumanEsophagusESCC2.41e-092.45e-010.1426
54878DPP8P12T-EHumanEsophagusESCC6.88e-133.62e-010.1122
54878DPP8P15T-EHumanEsophagusESCC1.53e-164.13e-010.1149
54878DPP8P16T-EHumanEsophagusESCC4.07e-133.69e-010.1153
54878DPP8P19T-EHumanEsophagusESCC3.36e-045.71e-010.1662
54878DPP8P20T-EHumanEsophagusESCC7.95e-122.70e-010.1124
54878DPP8P21T-EHumanEsophagusESCC1.30e-081.49e-010.1617
54878DPP8P22T-EHumanEsophagusESCC1.72e-171.45e-010.1236
54878DPP8P23T-EHumanEsophagusESCC5.42e-163.54e-010.108
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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
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
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
DPP8SNVMissense_Mutationnovelc.703G>Ap.Asp235Asnp.D235NQ6V1X1protein_codingdeleterious(0)probably_damaging(0.949)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPP8SNVMissense_Mutationc.550N>Cp.Ser184Argp.S184RQ6V1X1protein_codingdeleterious(0.01)benign(0.367)TCGA-AR-A1AV-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
DPP8SNVMissense_Mutationnovelc.1524N>Gp.Ile508Metp.I508MQ6V1X1protein_codingdeleterious(0.03)benign(0.062)TCGA-AR-A2LH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
DPP8SNVMissense_Mutationnovelc.1087G>Ap.Glu363Lysp.E363KQ6V1X1protein_codingdeleterious(0.05)benign(0.348)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DPP8SNVMissense_Mutationc.736N>Ap.Glu246Lysp.E246KQ6V1X1protein_codingdeleterious(0)probably_damaging(0.944)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPP8insertionIn_Frame_Insnovelc.596_597insGGGp.Gln199_Gln200insGlyp.Q199_Q200insGQ6V1X1protein_codingTCGA-A8-A08O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelPD
DPP8insertionFrame_Shift_Insnovelc.595_596insCTGGGCGACAGp.Gln199ProfsTer8p.Q199Pfs*8Q6V1X1protein_codingTCGA-A8-A08O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelPD
DPP8SNVMissense_Mutationrs746990491c.1312N>Gp.Ile438Valp.I438VQ6V1X1protein_codingtolerated(0.36)benign(0.163)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DPP8SNVMissense_Mutationnovelc.421N>Tp.Ala141Serp.A141SQ6V1X1protein_codingtolerated(0.34)benign(0.01)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DPP8SNVMissense_Mutationc.1879N>Tp.Leu627Phep.L627FQ6V1X1protein_codingtolerated(0.7)benign(0.157)TCGA-EK-A2PG-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
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor178103150
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor252166751
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMEThiomorpholine derivative 1
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMEThiomorpholine derivative 2
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor252166752
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor363894200TENELIGLIPTIN
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMETalabostatTALABOSTAT
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor363894187
54878DPP8DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor363894186TALABOSTAT
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