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: ENTPD6

Gene summary for ENTPD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENTPD6

Gene ID

955

Gene nameectonucleoside triphosphate diphosphohydrolase 6
Gene AliasCD39L2
Cytomap20p11.21
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O75354


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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
955ENTPD6LZE2THumanEsophagusESCC2.33e-035.41e-010.082
955ENTPD6LZE4THumanEsophagusESCC1.75e-031.97e-010.0811
955ENTPD6LZE5THumanEsophagusESCC1.06e-021.11e-010.0514
955ENTPD6LZE7THumanEsophagusESCC1.21e-103.50e-010.0667
955ENTPD6LZE20THumanEsophagusESCC5.36e-039.71e-020.0662
955ENTPD6LZE22THumanEsophagusESCC1.15e-063.30e-010.068
955ENTPD6LZE24THumanEsophagusESCC1.57e-062.62e-010.0596
955ENTPD6LZE21THumanEsophagusESCC6.73e-083.18e-010.0655
955ENTPD6P1T-EHumanEsophagusESCC6.52e-093.68e-010.0875
955ENTPD6P2T-EHumanEsophagusESCC1.03e-417.77e-010.1177
955ENTPD6P4T-EHumanEsophagusESCC7.32e-182.76e-010.1323
955ENTPD6P5T-EHumanEsophagusESCC4.42e-128.92e-020.1327
955ENTPD6P8T-EHumanEsophagusESCC1.06e-151.74e-010.0889
955ENTPD6P9T-EHumanEsophagusESCC1.55e-112.21e-010.1131
955ENTPD6P10T-EHumanEsophagusESCC2.65e-521.00e+000.116
955ENTPD6P11T-EHumanEsophagusESCC8.91e-125.52e-010.1426
955ENTPD6P12T-EHumanEsophagusESCC2.81e-328.43e-010.1122
955ENTPD6P15T-EHumanEsophagusESCC5.36e-213.84e-010.1149
955ENTPD6P16T-EHumanEsophagusESCC1.96e-501.01e+000.1153
955ENTPD6P17T-EHumanEsophagusESCC5.69e-073.72e-010.1278
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:000913219EsophagusESCCnucleoside diphosphate metabolic process77/8552124/187231.65e-041.09e-0377
GO:190136111LiverCirrhoticorganic cyclic compound catabolic process213/4634495/187231.58e-193.67e-17213
GO:001943911LiverCirrhoticaromatic compound catabolic process202/4634467/187236.93e-191.28e-16202
GO:004427011LiverCirrhoticcellular nitrogen compound catabolic process195/4634451/187232.99e-184.94e-16195
GO:004670011LiverCirrhoticheterocycle catabolic process192/4634445/187237.17e-181.12e-15192
GO:003465511LiverCirrhoticnucleobase-containing compound catabolic process171/4634407/187239.07e-159.33e-13171
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:001003812LiverCirrhoticresponse to metal ion150/4634373/187232.27e-111.37e-09150
GO:000913212LiverCirrhoticnucleoside diphosphate metabolic process58/4634124/187237.88e-082.33e-0658
GO:005159211LiverCirrhoticresponse to calcium ion61/4634149/187239.47e-061.38e-0461
GO:1901292LiverCirrhoticnucleoside phosphate catabolic process36/463483/187231.54e-041.47e-0336
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
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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
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa00240LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa002401LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
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
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa002404Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0024011Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0123221Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
hsa0024021Oral cavityLPPyrimidine metabolism28/241858/84651.12e-035.02e-033.24e-0328
hsa0123231Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
hsa0024031Oral cavityLPPyrimidine metabolism28/241858/84651.12e-035.02e-033.24e-0328
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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
ENTPD6SNVMissense_Mutationrs777289378c.680N>Tp.Ser227Leup.S227LO75354protein_codingtolerated(1)probably_damaging(0.975)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENTPD6SNVMissense_Mutationrs145110271c.841N>Tp.Arg281Trpp.R281WO75354protein_codingdeleterious(0)probably_damaging(0.912)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENTPD6SNVMissense_Mutationc.1264N>Gp.Gln422Glup.Q422EO75354protein_codingtolerated(1)benign(0.003)TCGA-EW-A1J6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ENTPD6SNVMissense_Mutationnovelc.1082C>Tp.Ser361Leup.S361LO75354protein_codingtolerated(0.35)benign(0.015)TCGA-C5-A1ML-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ENTPD6SNVMissense_Mutationc.569N>Ap.Gly190Glup.G190EO75354protein_codingtolerated(0.73)possibly_damaging(0.463)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ENTPD6SNVMissense_Mutationrs145110271c.841N>Tp.Arg281Trpp.R281WO75354protein_codingdeleterious(0)probably_damaging(0.912)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ENTPD6SNVMissense_Mutationnovelc.1156N>Cp.Tyr386Hisp.Y386HO75354protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ENTPD6SNVMissense_Mutationnovelc.1368N>Cp.Lys456Asnp.K456NO75354protein_codingdeleterious(0)probably_damaging(0.976)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ENTPD6SNVMissense_Mutationc.1000N>Cp.Trp334Argp.W334RO75354protein_codingdeleterious(0)probably_damaging(0.959)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ENTPD6SNVMissense_Mutationrs376852747c.1420N>Ap.Asp474Asnp.D474NO75354protein_codingtolerated(0.15)benign(0.37)TCGA-G4-6627-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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