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: NT5E

Gene summary for NT5E

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NT5E

Gene ID

4907

Gene name5'-nucleotidase ecto
Gene AliasCALJA
Cytomap6q14.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P21589


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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
4907NT5EHTA11_2487_2000001011HumanColorectumSER1.92e-033.55e-01-0.1808
4907NT5EHTA11_78_2000001011HumanColorectumAD2.45e-116.13e-01-0.1088
4907NT5EHTA11_347_2000001011HumanColorectumAD2.71e-094.53e-01-0.1954
4907NT5EHTA11_6801_2000001011HumanColorectumSER2.61e-057.26e-010.0171
4907NT5EHTA11_6818_2000001021HumanColorectumAD1.10e-044.15e-010.0588
4907NT5EHTA11_99999971662_82457HumanColorectumMSS4.18e-022.47e-010.3859
4907NT5ELZE22THumanEsophagusESCC1.73e-022.83e-010.068
4907NT5ELZE6THumanEsophagusESCC5.75e-045.11e-010.0845
4907NT5EP5T-EHumanEsophagusESCC9.38e-041.30e-010.1327
4907NT5EP8T-EHumanEsophagusESCC3.73e-451.08e+000.0889
4907NT5EP9T-EHumanEsophagusESCC3.93e-154.82e-010.1131
4907NT5EP10T-EHumanEsophagusESCC2.43e-043.44e-010.116
4907NT5EP11T-EHumanEsophagusESCC6.64e-033.35e-010.1426
4907NT5EP15T-EHumanEsophagusESCC1.04e-023.25e-010.1149
4907NT5EP19T-EHumanEsophagusESCC4.95e-027.55e-010.1662
4907NT5EP21T-EHumanEsophagusESCC1.13e-531.50e+000.1617
4907NT5EP23T-EHumanEsophagusESCC4.71e-052.89e-010.108
4907NT5EP24T-EHumanEsophagusESCC5.64e-054.01e-010.1287
4907NT5EP30T-EHumanEsophagusESCC4.12e-057.73e-010.137
4907NT5EP32T-EHumanEsophagusESCC2.39e-309.62e-010.1666
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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
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
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: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: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: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
GO:0046031ColorectumADADP metabolic process41/391890/187231.37e-076.42e-0641
GO:0009132ColorectumADnucleoside diphosphate metabolic process49/3918124/187231.75e-065.31e-0549
GO:0072522ColorectumADpurine-containing compound biosynthetic process68/3918200/187231.12e-052.55e-0468
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0009126ColorectumADpurine nucleoside monophosphate metabolic process19/391844/187237.13e-047.21e-0319
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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
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
NT5ESNVMissense_Mutationc.1423N>Gp.Leu475Valp.L475VP21589protein_codingtolerated(0.14)benign(0.065)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
NT5ESNVMissense_Mutationc.355G>Cp.Glu119Glnp.E119QP21589protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NT5ESNVMissense_Mutationc.693N>Tp.Gln231Hisp.Q231HP21589protein_codingdeleterious(0.01)probably_damaging(0.942)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
NT5ESNVMissense_Mutationc.1051N>Gp.Gln351Glup.Q351EP21589protein_codingtolerated(0.75)benign(0.013)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NT5EinsertionFrame_Shift_Insnovelc.1422_1423insTGGGTTGCp.Leu475TrpfsTer24p.L475Wfs*24P21589protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NT5EinsertionFrame_Shift_Insnovelc.380_381insACCTAATCATTTCACCATGGAGTTCTTCCCCAGATGTGAAACTGCTGp.Ile128ProfsTer29p.I128Pfs*29P21589protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NT5EinsertionFrame_Shift_Insnovelc.1633_1634insATGCTGGACCTGTCATTTTAGCTACTTATTCCAAp.Arg545HisfsTer50p.R545Hfs*50P21589protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
NT5ESNVMissense_Mutationc.1132N>Ap.Glu378Lysp.E378KP21589protein_codingtolerated(0.26)benign(0.068)TCGA-LP-A4AU-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
NT5ESNVMissense_Mutationc.1061G>Ap.Arg354Hisp.R354HP21589protein_codingdeleterious(0)probably_damaging(0.995)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
NT5ESNVMissense_Mutationrs775412849c.817N>Tp.Arg273Trpp.R273WP21589protein_codingdeleterious(0)possibly_damaging(0.836)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEinhibitor404859154
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEPMID28870136-Compound-64
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEPMID28870136-Compound-44
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEPMID28870136-Compound-50
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEINOSITOLINOSITOL2847980
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEPMID28870136-Compound-58
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEPMID28870136-Compound-57
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEPMID28870136-Compound-38
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEPMID28870136-Compound-42
4907NT5EENZYME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEPMID28870136-Compound-51
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