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: ENTPD4

Gene summary for ENTPD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENTPD4

Gene ID

9583

Gene nameectonucleoside triphosphate diphosphohydrolase 4
Gene AliasLALP70
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9Y227


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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
9583ENTPD4LZE4THumanEsophagusESCC1.53e-111.67e-010.0811
9583ENTPD4LZE7THumanEsophagusESCC3.87e-092.33e-010.0667
9583ENTPD4LZE8THumanEsophagusESCC3.40e-123.11e-010.067
9583ENTPD4LZE24THumanEsophagusESCC6.55e-101.27e-010.0596
9583ENTPD4LZE21THumanEsophagusESCC2.07e-031.69e-010.0655
9583ENTPD4P1T-EHumanEsophagusESCC3.34e-052.80e-010.0875
9583ENTPD4P2T-EHumanEsophagusESCC5.51e-293.70e-010.1177
9583ENTPD4P4T-EHumanEsophagusESCC1.91e-223.02e-010.1323
9583ENTPD4P5T-EHumanEsophagusESCC7.90e-042.22e-020.1327
9583ENTPD4P8T-EHumanEsophagusESCC1.36e-242.28e-010.0889
9583ENTPD4P9T-EHumanEsophagusESCC4.01e-129.10e-020.1131
9583ENTPD4P10T-EHumanEsophagusESCC8.13e-182.04e-010.116
9583ENTPD4P11T-EHumanEsophagusESCC2.62e-082.51e-010.1426
9583ENTPD4P12T-EHumanEsophagusESCC5.00e-101.18e-010.1122
9583ENTPD4P15T-EHumanEsophagusESCC6.45e-067.30e-020.1149
9583ENTPD4P16T-EHumanEsophagusESCC1.43e-212.28e-010.1153
9583ENTPD4P19T-EHumanEsophagusESCC5.47e-044.06e-010.1662
9583ENTPD4P20T-EHumanEsophagusESCC3.79e-162.84e-010.1124
9583ENTPD4P21T-EHumanEsophagusESCC2.48e-191.39e-010.1617
9583ENTPD4P22T-EHumanEsophagusESCC1.20e-142.10e-010.1236
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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
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
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: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:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:0009141111EsophagusESCCnucleoside triphosphate metabolic process78/8552112/187232.36e-073.59e-0678
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:000919918EsophagusESCCribonucleoside triphosphate metabolic process61/855289/187231.07e-051.01e-0461
GO:000913219EsophagusESCCnucleoside diphosphate metabolic process77/8552124/187231.65e-041.09e-0377
GO:000918520EsophagusESCCribonucleoside diphosphate metabolic process66/8552106/187234.21e-042.39e-0366
GO:00062203EsophagusESCCpyrimidine nucleotide metabolic process35/855250/187234.33e-042.44e-0335
GO:00091473EsophagusESCCpyrimidine nucleoside triphosphate metabolic process20/855225/187234.81e-042.69e-0320
GO:00725273EsophagusESCCpyrimidine-containing compound metabolic process52/855282/187239.03e-044.61e-0352
GO:000913520EsophagusESCCpurine nucleoside diphosphate metabolic process63/8552103/187231.10e-035.52e-0363
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa002405EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0024012EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
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
ENTPD4SNVMissense_Mutationnovelc.369N>Ap.Met123Ilep.M123IQ9Y227protein_codingdeleterious(0.01)possibly_damaging(0.833)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ENTPD4SNVMissense_Mutationc.1514N>Tp.Ser505Leup.S505LQ9Y227protein_codingtolerated(0.12)benign(0.206)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ENTPD4SNVMissense_Mutationc.436C>Gp.Pro146Alap.P146AQ9Y227protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ENTPD4SNVMissense_Mutationrs759956146c.844N>Ap.Glu282Lysp.E282KQ9Y227protein_codingdeleterious(0)probably_damaging(0.975)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
ENTPD4SNVMissense_Mutationrs760898941c.1838N>Tp.Pro613Leup.P613LQ9Y227protein_codingdeleterious_low_confidence(0.01)benign(0.023)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ENTPD4SNVMissense_Mutationrs372875344c.1088C>Tp.Pro363Leup.P363LQ9Y227protein_codingdeleterious(0)benign(0.313)TCGA-FU-A5XV-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ENTPD4SNVMissense_Mutationc.883N>Ap.Glu295Lysp.E295KQ9Y227protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-A6-6649-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
ENTPD4SNVMissense_Mutationc.357N>Gp.Asp119Glup.D119EQ9Y227protein_codingtolerated(0.05)possibly_damaging(0.466)TCGA-AA-3489-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ENTPD4SNVMissense_Mutationc.1019N>Ap.Arg340Lysp.R340KQ9Y227protein_codingtolerated(0.3)benign(0.007)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ENTPD4SNVMissense_Mutationnovelc.1031N>Tp.Asn344Ilep.N344IQ9Y227protein_codingtolerated(0.22)benign(0.167)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=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
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