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: ENTPD1

Gene summary for ENTPD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENTPD1

Gene ID

953

Gene nameectonucleoside triphosphate diphosphohydrolase 1
Gene AliasATPDase
Cytomap10q24.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P49961


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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
953ENTPD1male-WTAHumanThyroidPTC5.86e-487.58e-010.1037
953ENTPD1PTC01HumanThyroidPTC2.77e-491.15e+000.1899
953ENTPD1PTC03HumanThyroidPTC1.37e-381.63e+000.1784
953ENTPD1PTC04HumanThyroidPTC4.23e-286.46e-010.1927
953ENTPD1PTC05HumanThyroidPTC1.37e-371.67e+000.2065
953ENTPD1PTC06HumanThyroidPTC1.19e-842.48e+000.2057
953ENTPD1PTC07HumanThyroidPTC1.39e-921.83e+000.2044
953ENTPD1ATC13HumanThyroidATC1.90e-143.49e-010.34
953ENTPD1ATC5HumanThyroidATC1.03e-133.86e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:0034655112ThyroidPTCnucleobase-containing compound catabolic process211/5968407/187232.72e-172.52e-15211
GO:0046700111ThyroidPTCheterocycle catabolic process221/5968445/187232.43e-151.72e-13221
GO:0044270111ThyroidPTCcellular nitrogen compound catabolic process223/5968451/187233.34e-152.31e-13223
GO:0019439111ThyroidPTCaromatic compound catabolic process225/5968467/187238.51e-144.71e-12225
GO:1901361111ThyroidPTCorganic cyclic compound catabolic process231/5968495/187232.55e-121.12e-10231
GO:0042060112ThyroidPTCwound healing190/5968422/187237.72e-091.92e-07190
GO:000913225ThyroidPTCnucleoside diphosphate metabolic process64/5968124/187233.80e-064.78e-0564
GO:000675325ThyroidPTCnucleoside phosphate metabolic process205/5968497/187235.24e-066.35e-05205
GO:003465525ThyroidATCnucleobase-containing compound catabolic process217/6293407/187231.20e-161.04e-14217
GO:004670024ThyroidATCheterocycle catabolic process228/6293445/187237.26e-154.50e-13228
GO:004427025ThyroidATCcellular nitrogen compound catabolic process229/6293451/187232.25e-141.27e-12229
GO:001943924ThyroidATCaromatic compound catabolic process232/6293467/187233.05e-131.44e-11232
GO:004206034ThyroidATCwound healing210/6293422/187233.33e-121.37e-10210
GO:190136124ThyroidATCorganic cyclic compound catabolic process238/6293495/187231.12e-114.12e-10238
GO:0006753111ThyroidATCnucleoside phosphate metabolic process219/6293497/187235.92e-078.29e-06219
GO:0009132111ThyroidATCnucleoside diphosphate metabolic process64/6293124/187232.59e-052.22e-0464
GO:000759618ThyroidATCblood coagulation93/6293217/187232.69e-031.23e-0293
GO:000759918ThyroidATChemostasis94/6293222/187233.92e-031.70e-0294
GO:005081718ThyroidATCcoagulation94/6293222/187233.92e-031.70e-0294
GO:0050878112ThyroidATCregulation of body fluid levels149/6293379/187231.08e-023.90e-02149
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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
ENTPD1ADORA2AENTPD1_ADORA2ACD39CervixCC
ENTPD1ADORA2BENTPD1_ADORA2BCD39CervixCC
ENTPD1ADORA2AENTPD1_ADORA2ACD39EsophagusESCC
ENTPD1ADORA2BENTPD1_ADORA2BCD39EsophagusESCC
ENTPD1ADORA2AENTPD1_ADORA2ACD39GCADJ
ENTPD1ADORA2BENTPD1_ADORA2BCD39HNSCCADJ
ENTPD1ADORA2BENTPD1_ADORA2BCD39HNSCCOSCC
ENTPD1TMIGD3ENTPD1_TMIGD3CD39HNSCCOSCC
ENTPD1ADORA2BENTPD1_ADORA2BCD39HNSCCPrecancer
ENTPD1ADORA2BENTPD1_ADORA2BCD39LungAAH
ENTPD1ADORA2BENTPD1_ADORA2BCD39ProstateBPH
ENTPD1ADORA2AENTPD1_ADORA2ACD39ProstateHealthy
ENTPD1ADORA2AENTPD1_ADORA2ACD39SkinAK
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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
ENTPD1SNVMissense_Mutationc.1375G>Cp.Asp459Hisp.D459HP49961protein_codingdeleterious(0)probably_damaging(0.968)TCGA-BH-A203-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ENTPD1insertionNonsense_Mutationnovelc.818_819insGTAAGGGTCACCAGAGGTATAATTCTCTTACAAGACCTTCTp.Leu274Terp.L274*P49961protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ENTPD1SNVMissense_Mutationc.405N>Tp.Glu135Aspp.E135DP49961protein_codingtolerated(0.08)benign(0.187)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ENTPD1SNVMissense_Mutationc.1327N>Ap.Ala443Thrp.A443TP49961protein_codingtolerated(0.39)benign(0.017)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ENTPD1SNVMissense_Mutationnovelc.1531N>Gp.Phe511Valp.F511VP49961protein_codingtolerated(0.06)benign(0.173)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ENTPD1SNVMissense_Mutationnovelc.817N>Ap.Ala273Thrp.A273TP49961protein_codingdeleterious(0.01)probably_damaging(0.972)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
ENTPD1SNVMissense_Mutationnovelc.466N>Ap.Leu156Metp.L156MP49961protein_codingtolerated(0.17)benign(0.045)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ENTPD1SNVMissense_Mutationrs200983851c.440N>Ap.Arg147Glnp.R147QP49961protein_codingdeleterious(0.04)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ENTPD1SNVMissense_Mutationnovelc.667N>Tp.Ala223Serp.A223SP49961protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ENTPD1SNVMissense_Mutationnovelc.1341N>Tp.Glu447Aspp.E447DP49961protein_codingtolerated(0.29)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
953ENTPD1DRUGGABLE GENOME, CELL SURFACE, ENZYMEinhibitor315661108CHEMBL608559
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