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:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0009135ColorectumADpurine nucleoside diphosphate metabolic process47/3918103/187231.61e-089.22e-0747
GO:0009179ColorectumADpurine ribonucleoside diphosphate metabolic process47/3918103/187231.61e-089.22e-0747
GO:0006090ColorectumADpyruvate metabolic process47/3918106/187234.85e-082.55e-0647
GO:0009185ColorectumADribonucleoside diphosphate metabolic process47/3918106/187234.85e-082.55e-0647
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
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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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