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: ENTPD2

Gene summary for ENTPD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENTPD2

Gene ID

954

Gene nameectonucleoside triphosphate diphosphohydrolase 2
Gene AliasCD39L1
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9Y5L3


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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
954ENTPD2LZE7THumanEsophagusESCC4.90e-044.64e-010.0667
954ENTPD2P2T-EHumanEsophagusESCC2.51e-102.95e-010.1177
954ENTPD2P4T-EHumanEsophagusESCC5.08e-041.03e-010.1323
954ENTPD2P8T-EHumanEsophagusESCC8.33e-173.56e-010.0889
954ENTPD2P11T-EHumanEsophagusESCC5.97e-051.95e-010.1426
954ENTPD2P16T-EHumanEsophagusESCC9.79e-225.08e-010.1153
954ENTPD2P20T-EHumanEsophagusESCC1.27e-071.59e-010.1124
954ENTPD2P21T-EHumanEsophagusESCC1.03e-265.56e-010.1617
954ENTPD2P22T-EHumanEsophagusESCC9.17e-033.69e-020.1236
954ENTPD2P24T-EHumanEsophagusESCC7.90e-071.30e-010.1287
954ENTPD2P26T-EHumanEsophagusESCC9.78e-031.03e-010.1276
954ENTPD2P28T-EHumanEsophagusESCC1.92e-071.46e-010.1149
954ENTPD2P30T-EHumanEsophagusESCC2.22e-021.06e-010.137
954ENTPD2P32T-EHumanEsophagusESCC8.85e-087.83e-020.1666
954ENTPD2P37T-EHumanEsophagusESCC1.76e-122.53e-010.1371
954ENTPD2P39T-EHumanEsophagusESCC1.98e-035.66e-020.0894
954ENTPD2P52T-EHumanEsophagusESCC1.20e-102.66e-010.1555
954ENTPD2P56T-EHumanEsophagusESCC4.18e-024.42e-010.1613
954ENTPD2P57T-EHumanEsophagusESCC3.37e-067.92e-020.0926
954ENTPD2P61T-EHumanEsophagusESCC2.79e-038.49e-020.099
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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
∗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:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:000913219EsophagusESCCnucleoside diphosphate metabolic process77/8552124/187231.65e-041.09e-0377
GO:000918520EsophagusESCCribonucleoside diphosphate metabolic process66/8552106/187234.21e-042.39e-0366
GO:000913520EsophagusESCCpurine nucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
GO:000917920EsophagusESCCpurine ribonucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
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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
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-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
ENTPD2SNVMissense_Mutationc.434A>Gp.His145Argp.H145RQ9Y5L3protein_codingtolerated(0.35)benign(0.003)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENTPD2SNVMissense_Mutationc.400N>Cp.Glu134Glnp.E134QQ9Y5L3protein_codingtolerated(0.47)benign(0.021)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ENTPD2SNVMissense_Mutationrs138022111c.563N>Ap.Arg188Glnp.R188QQ9Y5L3protein_codingtolerated(0.52)benign(0.003)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENTPD2SNVMissense_Mutationc.280N>Gp.Gln94Glup.Q94EQ9Y5L3protein_codingtolerated(0.43)benign(0.011)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENTPD2SNVMissense_Mutationc.1418N>Tp.Ser473Phep.S473FQ9Y5L3protein_codingtolerated(0.41)benign(0)TCGA-E2-A15P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ENTPD2SNVMissense_Mutationnovelc.1085C>Ap.Pro362Hisp.P362HQ9Y5L3protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-EW-A1IX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
ENTPD2SNVMissense_Mutationc.1298N>Tp.Ala433Valp.A433VQ9Y5L3protein_codingdeleterious(0.01)benign(0.077)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ENTPD2SNVMissense_Mutationrs770323046c.562C>Tp.Arg188Trpp.R188WQ9Y5L3protein_codingdeleterious(0)possibly_damaging(0.874)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ENTPD2SNVMissense_Mutationc.1100N>Gp.Gln367Argp.Q367RQ9Y5L3protein_codingtolerated(0.33)benign(0.006)TCGA-DM-A28C-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ENTPD2SNVMissense_Mutationrs753972936c.1414N>Ap.Ala472Thrp.A472TQ9Y5L3protein_codingtolerated(0.32)benign(0)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<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
954ENTPD2ENZYMEinhibitor315661118CHEMBL469212
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