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: NAPRT

Gene summary for NAPRT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NAPRT

Gene ID

93100

Gene namenicotinate phosphoribosyltransferase
Gene AliasNAPRT1
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6XQN6


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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
93100NAPRTLZE4THumanEsophagusESCC3.87e-175.93e-010.0811
93100NAPRTLZE5THumanEsophagusESCC2.04e-075.21e-010.0514
93100NAPRTLZE7THumanEsophagusESCC1.68e-062.58e-010.0667
93100NAPRTLZE8THumanEsophagusESCC1.04e-055.77e-020.067
93100NAPRTLZE20THumanEsophagusESCC1.00e-115.08e-010.0662
93100NAPRTLZE22D1HumanEsophagusHGIN2.25e-072.00e-010.0595
93100NAPRTLZE22THumanEsophagusESCC1.77e-076.68e-010.068
93100NAPRTLZE24THumanEsophagusESCC4.69e-247.01e-010.0596
93100NAPRTLZE21THumanEsophagusESCC2.72e-079.85e-010.0655
93100NAPRTP1T-EHumanEsophagusESCC7.20e-209.23e-010.0875
93100NAPRTP2T-EHumanEsophagusESCC8.53e-212.52e-010.1177
93100NAPRTP4T-EHumanEsophagusESCC1.54e-03-2.90e-020.1323
93100NAPRTP5T-EHumanEsophagusESCC5.66e-184.06e-010.1327
93100NAPRTP8T-EHumanEsophagusESCC4.21e-295.96e-010.0889
93100NAPRTP9T-EHumanEsophagusESCC5.29e-399.74e-010.1131
93100NAPRTP10T-EHumanEsophagusESCC1.47e-305.30e-010.116
93100NAPRTP11T-EHumanEsophagusESCC1.22e-221.39e+000.1426
93100NAPRTP15T-EHumanEsophagusESCC1.41e-234.34e-010.1149
93100NAPRTP16T-EHumanEsophagusESCC1.62e-233.08e-010.1153
93100NAPRTP17T-EHumanEsophagusESCC7.59e-041.29e-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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:000911720EsophagusHGINnucleotide metabolic process92/2587489/187231.11e-031.36e-0292
GO:00091659EsophagusHGINnucleotide biosynthetic process53/2587254/187231.24e-031.49e-0253
GO:000675320EsophagusHGINnucleoside phosphate metabolic process93/2587497/187231.25e-031.49e-0293
GO:19012939EsophagusHGINnucleoside phosphate biosynthetic process53/2587256/187231.49e-031.73e-0253
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:00430941EsophagusESCCcellular metabolic compound salvage18/855226/187231.32e-024.31e-0218
GO:000697912LiverCirrhoticresponse to oxidative stress196/4634446/187232.80e-195.86e-17196
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
GO:00091654LiverCirrhoticnucleotide biosynthetic process89/4634254/187231.45e-041.40e-0389
GO:19012934LiverCirrhoticnucleoside phosphate biosynthetic process89/4634256/187231.97e-041.82e-0389
GO:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:000916512LiverHCCnucleotide biosynthetic process150/7958254/187236.79e-081.40e-06150
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
NAPRTSNVMissense_Mutationc.1325N>Gp.Glu442Glyp.E442GQ6XQN6protein_codingtolerated(0.14)benign(0.13)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
NAPRTSNVMissense_Mutationnovelc.1174N>Tp.Gly392Cysp.G392CQ6XQN6protein_codingdeleterious(0)probably_damaging(1)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NAPRTSNVMissense_Mutationrs199590650c.1528N>Tp.Arg510Trpp.R510WQ6XQN6protein_codingdeleterious(0.02)possibly_damaging(0.72)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NAPRTSNVMissense_Mutationnovelc.1324N>Cp.Glu442Glnp.E442QQ6XQN6protein_codingtolerated(0.14)benign(0.236)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NAPRTSNVMissense_Mutationrs780656692c.514N>Tp.Arg172Trpp.R172WQ6XQN6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NAPRTSNVMissense_Mutationc.1169N>Tp.Ser390Phep.S390FQ6XQN6protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-AZ-4614-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NAPRTdeletionFrame_Shift_Delc.1205delGp.Gly402AlafsTer5p.G402Afs*5Q6XQN6protein_codingTCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
NAPRTSNVMissense_Mutationrs373219862c.667N>Ap.Glu223Lysp.E223KQ6XQN6protein_codingtolerated(0.05)possibly_damaging(0.535)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NAPRTSNVMissense_Mutationrs369217099c.1078G>Ap.Glu360Lysp.E360KQ6XQN6protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NAPRTSNVMissense_Mutationc.1579N>Tp.Ala527Serp.A527SQ6XQN6protein_codingtolerated(0.7)benign(0.006)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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
93100NAPRTNAGNE-61724097869
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