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: ENTPD5

Gene summary for ENTPD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENTPD5

Gene ID

957

Gene nameectonucleoside triphosphate diphosphohydrolase 5 (inactive)
Gene AliasCD39L4
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A024R6D3


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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
957ENTPD5HTA11_3410_2000001011HumanColorectumAD5.15e-09-4.60e-010.0155
957ENTPD5HTA11_347_2000001011HumanColorectumAD3.69e-105.71e-01-0.1954
957ENTPD5HTA11_866_3004761011HumanColorectumAD4.88e-07-4.30e-010.096
957ENTPD5HTA11_7696_3000711011HumanColorectumAD4.03e-02-2.66e-010.0674
957ENTPD5HTA11_6818_2000001021HumanColorectumAD1.61e-05-5.64e-010.0588
957ENTPD5HTA11_99999970781_79442HumanColorectumMSS7.26e-17-5.12e-010.294
957ENTPD5HTA11_99999965104_69814HumanColorectumMSS4.43e-04-5.01e-010.281
957ENTPD5HTA11_99999971662_82457HumanColorectumMSS1.33e-17-5.06e-010.3859
957ENTPD5HTA11_99999973899_84307HumanColorectumMSS2.19e-03-5.48e-010.2585
957ENTPD5HTA11_99999974143_84620HumanColorectumMSS1.96e-22-5.54e-010.3005
957ENTPD5F007HumanColorectumFAP2.12e-02-2.97e-010.1176
957ENTPD5A002-C-010HumanColorectumFAP2.02e-03-2.40e-010.242
957ENTPD5A001-C-207HumanColorectumFAP2.23e-04-3.93e-010.1278
957ENTPD5A015-C-203HumanColorectumFAP3.03e-24-4.65e-01-0.1294
957ENTPD5A015-C-204HumanColorectumFAP2.23e-06-3.14e-01-0.0228
957ENTPD5A014-C-040HumanColorectumFAP1.84e-03-4.17e-01-0.1184
957ENTPD5A002-C-201HumanColorectumFAP4.29e-13-4.38e-010.0324
957ENTPD5A002-C-203HumanColorectumFAP6.02e-08-2.96e-010.2786
957ENTPD5A001-C-119HumanColorectumFAP1.54e-11-5.33e-01-0.1557
957ENTPD5A001-C-108HumanColorectumFAP5.23e-19-3.84e-01-0.0272
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:00067575ColorectumCRCATP generation from ADP26/207882/187234.27e-073.37e-0526
GO:00091355ColorectumCRCpurine nucleoside diphosphate metabolic process30/2078103/187234.56e-073.39e-0530
GO:00091795ColorectumCRCpurine ribonucleoside diphosphate metabolic process30/2078103/187234.56e-073.39e-0530
GO:00092594ColorectumCRCribonucleotide metabolic process75/2078385/187237.83e-075.04e-0575
GO:00091855ColorectumCRCribonucleoside diphosphate metabolic process30/2078106/187238.96e-075.71e-0530
GO:00725215ColorectumCRCpurine-containing compound metabolic process79/2078416/187231.15e-066.75e-0579
GO:00196934ColorectumCRCribose phosphate metabolic process75/2078396/187232.36e-061.13e-0475
GO:00060905ColorectumCRCpyruvate metabolic process29/2078106/187232.88e-061.33e-0429
GO:19035803ColorectumCRCpositive regulation of ATP metabolic process15/207838/187235.82e-062.28e-0415
GO:00459813ColorectumCRCpositive regulation of nucleotide metabolic process16/207843/187237.05e-062.64e-0416
GO:19005443ColorectumCRCpositive regulation of purine nucleotide metabolic process16/207843/187237.05e-062.64e-0416
GO:00061655ColorectumCRCnucleoside diphosphate phosphorylation26/207899/187232.04e-055.93e-0426
GO:00346555ColorectumCRCnucleobase-containing compound catabolic process73/2078407/187232.28e-056.57e-0473
GO:00091325ColorectumCRCnucleoside diphosphate metabolic process30/2078124/187232.78e-057.52e-0430
GO:00469395ColorectumCRCnucleotide phosphorylation26/2078101/187232.98e-057.82e-0426
GO:00442705ColorectumCRCcellular nitrogen compound catabolic process78/2078451/187234.48e-051.07e-0378
GO:00467005ColorectumCRCheterocycle catabolic process77/2078445/187234.92e-051.14e-0377
GO:00061103ColorectumCRCregulation of glycolytic process15/207845/187236.10e-051.35e-0315
GO:00160524ColorectumCRCcarbohydrate catabolic process34/2078154/187236.37e-051.39e-0334
GO:00091175ColorectumCRCnucleotide metabolic process81/2078489/187231.45e-042.65e-0381
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa002405EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0024012EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
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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
ENTPD5SNVMissense_Mutationc.1183N>Cp.Asp395Hisp.D395HO75356protein_codingdeleterious(0.04)possibly_damaging(0.781)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ENTPD5SNVMissense_Mutationc.412G>Cp.Glu138Glnp.E138QO75356protein_codingtolerated(0.21)possibly_damaging(0.751)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENTPD5SNVMissense_Mutationnovelc.804N>Gp.Phe268Leup.F268LO75356protein_codingtolerated(1)probably_damaging(0.998)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
ENTPD5insertionNonsense_Mutationnovelc.519_520insTATTTAGAGCTGGCTCTCATTTGACAGGTCAGCTGCATGp.Gly173_Ile174insTyrLeuGluLeuAlaLeuIleTerGlnValSerCysMetp.G173_I174insYLELALI*QVSCMO75356protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
ENTPD5SNVMissense_Mutationrs757235389c.134N>Tp.Ala45Valp.A45VO75356protein_codingtolerated(0.27)benign(0.037)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ENTPD5SNVMissense_Mutationnovelc.596A>Tp.Asp199Valp.D199VO75356protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ENTPD5SNVMissense_Mutationnovelc.987C>Ap.Phe329Leup.F329LO75356protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ENTPD5SNVMissense_Mutationnovelc.987N>Ap.Phe329Leup.F329LO75356protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ENTPD5SNVMissense_Mutationnovelc.1241N>Cp.Leu414Serp.L414SO75356protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-B5-A1MW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
ENTPD5SNVMissense_Mutationnovelc.983C>Tp.Ala328Valp.A328VO75356protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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