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: NT5C

Gene summary for NT5C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NT5C

Gene ID

30833

Gene name5', 3'-nucleotidase, cytosolic
Gene AliasDNT
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000255

UniProtAcc

Q8TCD5


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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
30833NT5CLZE2DHumanEsophagusHGIN3.51e-044.29e-010.0642
30833NT5CLZE2THumanEsophagusESCC1.15e-069.43e-010.082
30833NT5CLZE4THumanEsophagusESCC1.78e-319.27e-010.0811
30833NT5CLZE7THumanEsophagusESCC1.71e-055.30e-010.0667
30833NT5CLZE8THumanEsophagusESCC2.34e-02-2.32e-020.067
30833NT5CLZE20THumanEsophagusESCC1.12e-104.21e-010.0662
30833NT5CLZE21D1HumanEsophagusHGIN5.88e-078.64e-010.0632
30833NT5CLZE22D1HumanEsophagusHGIN2.96e-116.48e-010.0595
30833NT5CLZE22THumanEsophagusESCC5.80e-109.59e-010.068
30833NT5CLZE24THumanEsophagusESCC5.71e-411.26e+000.0596
30833NT5CLZE22D3HumanEsophagusHGIN2.10e-074.96e-010.0653
30833NT5CLZE21THumanEsophagusESCC1.36e-131.11e+000.0655
30833NT5CP1T-EHumanEsophagusESCC1.36e-158.33e-010.0875
30833NT5CP2T-EHumanEsophagusESCC2.35e-559.43e-010.1177
30833NT5CP4T-EHumanEsophagusESCC1.01e-501.14e+000.1323
30833NT5CP5T-EHumanEsophagusESCC6.49e-346.79e-010.1327
30833NT5CP8T-EHumanEsophagusESCC2.36e-631.05e+000.0889
30833NT5CP9T-EHumanEsophagusESCC2.34e-551.26e+000.1131
30833NT5CP10T-EHumanEsophagusESCC1.34e-971.56e+000.116
30833NT5CP11T-EHumanEsophagusESCC7.35e-331.78e+000.1426
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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
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:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:00196939CervixCCribose phosphate metabolic process72/2311396/187234.49e-044.48e-0372
GO:00092599CervixCCribonucleotide metabolic process70/2311385/187235.35e-045.18e-0370
GO:00442709CervixCCcellular nitrogen compound catabolic process79/2311451/187237.80e-046.91e-0379
GO:000915010CervixCCpurine ribonucleotide metabolic process66/2311368/187231.09e-039.07e-0366
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:00194398CervixCCaromatic compound catabolic process79/2311467/187232.14e-031.54e-0279
GO:000616310CervixCCpurine nucleotide metabolic process67/2311396/187234.41e-032.69e-0267
GO:007252110CervixCCpurine-containing compound metabolic process69/2311416/187236.27e-033.54e-0269
GO:19013618CervixCCorganic cyclic compound catabolic process80/2311495/187236.77e-033.72e-0280
GO:000911710CervixCCnucleotide metabolic process79/2311489/187237.16e-033.85e-0279
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
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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
NT5CinsertionFrame_Shift_Insnovelc.565_566insCTCACGCCTATAATCCCAGCACTTTGGGAp.Glu189AlafsTer13p.E189Afs*13Q8TCD5protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
NT5CSNVMissense_Mutationrs146917283c.272C>Tp.Pro91Leup.P91LQ8TCD5protein_codingtolerated(0.06)benign(0.085)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NT5CSNVMissense_Mutationc.395N>Tp.Arg132Metp.R132MQ8TCD5protein_codingdeleterious(0)possibly_damaging(0.892)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NT5CSNVMissense_Mutationc.305T>Cp.Leu102Prop.L102PQ8TCD5protein_codingdeleterious(0.01)benign(0.051)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NT5CSNVMissense_Mutationnovelc.445N>Tp.Val149Phep.V149FQ8TCD5protein_codingdeleterious(0.01)benign(0.225)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NT5CSNVMissense_Mutationc.226N>Tp.Pro76Serp.P76SQ8TCD5protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NT5CSNVMissense_Mutationnovelc.191N>Cp.Val64Alap.V64AQ8TCD5protein_codingdeleterious(0.02)benign(0.272)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NT5CSNVMissense_Mutationrs576379965c.478C>Tp.His160Tyrp.H160YQ8TCD5protein_codingdeleterious(0)probably_damaging(0.995)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NT5CSNVMissense_Mutationnovelc.524N>Tp.Pro175Leup.P175LQ8TCD5protein_codingdeleterious(0.01)benign(0.059)TCGA-BG-A2L7-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
NT5CSNVMissense_Mutationnovelc.598N>Tp.Arg200Trpp.R200WQ8TCD5protein_codingdeleterious_low_confidence(0)benign(0)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
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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
30833NT5CENZYMElamivudineLAMIVUDINE
30833NT5CENZYMEgemcitabineGEMCITABINE25162786
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