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: DPP6

Gene summary for DPP6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPP6

Gene ID

1804

Gene namedipeptidyl peptidase like 6
Gene AliasDPL1
Cytomap7q36.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A7E2E4


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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
1804DPP6HTA11_3410_2000001011HumanColorectumAD1.19e-20-6.52e-010.0155
1804DPP6HTA11_2487_2000001011HumanColorectumSER5.24e-06-5.30e-01-0.1808
1804DPP6HTA11_1938_2000001011HumanColorectumAD1.61e-05-5.62e-01-0.0811
1804DPP6HTA11_78_2000001011HumanColorectumAD9.75e-06-4.81e-01-0.1088
1804DPP6HTA11_347_2000001011HumanColorectumAD4.08e-03-3.01e-01-0.1954
1804DPP6HTA11_3361_2000001011HumanColorectumAD6.37e-06-5.67e-01-0.1207
1804DPP6HTA11_83_2000001011HumanColorectumSER2.43e-04-5.66e-01-0.1526
1804DPP6HTA11_696_2000001011HumanColorectumAD2.26e-15-4.81e-01-0.1464
1804DPP6HTA11_866_2000001011HumanColorectumAD8.53e-13-5.08e-01-0.1001
1804DPP6HTA11_1391_2000001011HumanColorectumAD5.41e-08-4.88e-01-0.059
1804DPP6HTA11_866_3004761011HumanColorectumAD4.74e-14-6.01e-010.096
1804DPP6HTA11_8622_2000001021HumanColorectumSER5.71e-03-6.30e-010.0528
1804DPP6HTA11_10711_2000001011HumanColorectumAD3.04e-10-6.37e-010.0338
1804DPP6HTA11_7696_3000711011HumanColorectumAD5.47e-17-5.68e-010.0674
1804DPP6HTA11_99999970781_79442HumanColorectumMSS5.15e-20-5.99e-010.294
1804DPP6HTA11_99999971662_82457HumanColorectumMSS2.81e-14-5.32e-010.3859
1804DPP6HTA11_99999974143_84620HumanColorectumMSS2.84e-21-5.97e-010.3005
1804DPP6A015-C-203HumanColorectumFAP1.93e-18-3.97e-01-0.1294
1804DPP6A015-C-204HumanColorectumFAP3.47e-02-2.25e-01-0.0228
1804DPP6A014-C-040HumanColorectumFAP1.32e-03-3.03e-01-0.1184
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:00726591ColorectumSERprotein localization to plasma membrane92/2897284/187236.36e-131.86e-1092
GO:19907781ColorectumSERprotein localization to cell periphery98/2897333/187236.09e-119.57e-0998
GO:00726592ColorectumMSSprotein localization to plasma membrane113/3467284/187233.23e-171.55e-14113
GO:19907782ColorectumMSSprotein localization to cell periphery120/3467333/187232.02e-145.47e-12120
GO:00726594ColorectumFAPprotein localization to plasma membrane95/2622284/187234.86e-179.93e-1495
GO:19907784ColorectumFAPprotein localization to cell periphery100/2622333/187232.19e-142.68e-11100
GO:0010959ColorectumFAPregulation of metal ion transport83/2622406/187232.06e-042.96e-0383
GO:1904062ColorectumFAPregulation of cation transmembrane transport69/2622357/187233.06e-032.30e-0269
GO:00726595ColorectumCRCprotein localization to plasma membrane80/2078284/187231.36e-154.07e-1280
GO:19907785ColorectumCRCprotein localization to cell periphery85/2078333/187238.75e-141.05e-1085
GO:00109591ColorectumCRCregulation of metal ion transport69/2078406/187232.05e-043.48e-0369
GO:19040621ColorectumCRCregulation of cation transmembrane transport58/2078357/187231.89e-031.93e-0258
GO:1901379ColorectumCRCregulation of potassium ion transmembrane transport20/207895/187233.46e-032.94e-0220
GO:0043266ColorectumCRCregulation of potassium ion transport22/2078109/187233.87e-033.22e-0222
GO:007265914EndometriumAEHprotein localization to plasma membrane63/2100284/187237.58e-083.92e-0663
GO:19907789EndometriumAEHprotein localization to cell periphery68/2100333/187236.38e-072.38e-0568
GO:00109597EndometriumAEHregulation of metal ion transport66/2100406/187231.24e-031.07e-0266
GO:19013793EndometriumAEHregulation of potassium ion transmembrane transport20/210095/187233.91e-032.64e-0220
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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
DPP6SNVMissense_Mutationrs773332474c.2302G>Ap.Glu768Lysp.E768KP42658protein_codingtolerated(0.09)possibly_damaging(0.728)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DPP6SNVMissense_Mutationc.379N>Gp.Gln127Glup.Q127EP42658protein_codingtolerated(0.27)benign(0.142)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DPP6SNVMissense_Mutationc.1723N>Cp.Asp575Hisp.D575HP42658protein_codingtolerated(0.13)possibly_damaging(0.571)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DPP6SNVMissense_Mutationnovelc.1798N>Ap.Glu600Lysp.E600KP42658protein_codingtolerated(0.9)benign(0)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
DPP6SNVMissense_Mutationrs746793201c.2122G>Ap.Val708Metp.V708MP42658protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
DPP6SNVMissense_Mutationc.468C>Ap.Phe156Leup.F156LP42658protein_codingtolerated(0.91)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DPP6SNVMissense_Mutationc.418N>Tp.Asp140Tyrp.D140YP42658protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DPP6SNVMissense_Mutationc.551N>Ap.Ile184Asnp.I184NP42658protein_codingdeleterious(0)possibly_damaging(0.709)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DPP6SNVMissense_Mutationc.1159A>Gp.Lys387Glup.K387EP42658protein_codingdeleterious(0.01)benign(0.017)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
DPP6deletionFrame_Shift_Delnovelc.1130delNp.Met378Terp.M378*P42658protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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
1804DPP6DRUGGABLE GENOME, ENZYME, TRANSPORTER, PROTEASEethanolALCOHOL32451486
1804DPP6DRUGGABLE GENOME, ENZYME, TRANSPORTER, PROTEASEhaloperidolHALOPERIDOL27023437
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