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: NT5C3A

Gene summary for NT5C3A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NT5C3A

Gene ID

51251

Gene name5'-nucleotidase, cytosolic IIIA
Gene AliasNT5C3
Cytomap7p14.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A024RA81


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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
51251NT5C3ALZE4THumanEsophagusESCC5.56e-084.74e-010.0811
51251NT5C3ALZE5THumanEsophagusESCC4.89e-042.63e-010.0514
51251NT5C3ALZE7THumanEsophagusESCC5.79e-105.34e-010.0667
51251NT5C3ALZE8THumanEsophagusESCC4.09e-084.07e-010.067
51251NT5C3ALZE20THumanEsophagusESCC3.51e-143.90e-010.0662
51251NT5C3ALZE22THumanEsophagusESCC1.79e-064.52e-010.068
51251NT5C3ALZE24D1HumanEsophagusHGIN1.29e-024.07e-010.054
51251NT5C3ALZE24THumanEsophagusESCC6.04e-187.41e-010.0596
51251NT5C3ALZE21THumanEsophagusESCC1.12e-073.31e-010.0655
51251NT5C3ALZE6THumanEsophagusESCC1.13e-065.07e-010.0845
51251NT5C3AP1T-EHumanEsophagusESCC3.96e-076.36e-010.0875
51251NT5C3AP2T-EHumanEsophagusESCC2.40e-347.32e-010.1177
51251NT5C3AP4T-EHumanEsophagusESCC3.45e-248.26e-010.1323
51251NT5C3AP5T-EHumanEsophagusESCC1.22e-212.66e-010.1327
51251NT5C3AP8T-EHumanEsophagusESCC3.08e-254.88e-010.0889
51251NT5C3AP9T-EHumanEsophagusESCC7.90e-216.22e-010.1131
51251NT5C3AP10T-EHumanEsophagusESCC1.43e-457.19e-010.116
51251NT5C3AP11T-EHumanEsophagusESCC2.00e-191.08e+000.1426
51251NT5C3AP12T-EHumanEsophagusESCC3.46e-306.42e-010.1122
51251NT5C3AP15T-EHumanEsophagusESCC2.26e-348.60e-010.1149
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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:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00725273EsophagusESCCpyrimidine-containing compound metabolic process52/855282/187239.03e-044.61e-0352
GO:00091163EsophagusESCCnucleoside metabolic process39/855262/187234.68e-031.82e-0239
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:00096155LiverCirrhoticresponse to virus126/4634367/187232.10e-052.77e-04126
GO:19016572LiverCirrhoticglycosyl compound metabolic process37/463488/187232.70e-042.40e-0337
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:0009116LiverCirrhoticnucleoside metabolic process25/463462/187234.90e-032.56e-0225
GO:0051607LiverCirrhoticdefense response to virus84/4634265/187236.02e-033.00e-0284
GO:0140546LiverCirrhoticdefense response to symbiont84/4634265/187236.02e-033.00e-0284
GO:0072527LiverCirrhoticpyrimidine-containing compound metabolic process30/463482/187231.12e-024.92e-0230
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
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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
NT5C3ASNVMissense_Mutationrs751646719c.760N>Tp.Asp254Tyrp.D254YQ9H0P0protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NT5C3ASNVMissense_Mutationc.913G>Ap.Asp305Asnp.D305NQ9H0P0protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NT5C3ASNVMissense_Mutationc.356N>Gp.Glu119Glyp.E119GQ9H0P0protein_codingtolerated(0.11)possibly_damaging(0.797)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NT5C3ASNVMissense_Mutationrs772942875c.397N>Ap.Ala133Thrp.A133TQ9H0P0protein_codingdeleterious(0)possibly_damaging(0.644)TCGA-AA-3855-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NT5C3ASNVMissense_Mutationc.742C>Ap.His248Asnp.H248NQ9H0P0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NT5C3ASNVMissense_Mutationnovelc.831C>Ap.Asp277Glup.D277EQ9H0P0protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NT5C3ASNVMissense_Mutationc.787N>Gp.Phe263Valp.F263VQ9H0P0protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
NT5C3AinsertionFrame_Shift_Insnovelc.709-1_709insATTTTGATGAAACTp.Gly237IlefsTer15p.G237Ifs*15Q9H0P0protein_codingTCGA-SS-A7HO-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinPD
NT5C3ASNVMissense_Mutationc.518N>Gp.Ile173Serp.I173SQ9H0P0protein_codingtolerated(0.07)possibly_damaging(0.462)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NT5C3ASNVMissense_Mutationnovelc.281N>Ap.Ser94Asnp.S94NQ9H0P0protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AJ-A2QK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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
51251NT5C3AENZYMEcytarabineCYTARABINE25000516
51251NT5C3AENZYMEidarubicinIDARUBICIN25000516
51251NT5C3AENZYMEgemcitabineGEMCITABINE22838949
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