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: NMNAT3

Gene summary for NMNAT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NMNAT3

Gene ID

349565

Gene namenicotinamide nucleotide adenylyltransferase 3
Gene AliasFKSG76
Cytomap3q23
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q49AL4


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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
349565NMNAT3CCI_1HumanCervixCC3.23e-023.29e-010.528
349565NMNAT3CCI_2HumanCervixCC2.30e-107.12e-010.5249
349565NMNAT3CCI_3HumanCervixCC1.72e-115.57e-010.516
349565NMNAT3LZE2THumanEsophagusESCC6.92e-064.99e-010.082
349565NMNAT3LZE4THumanEsophagusESCC1.49e-082.55e-010.0811
349565NMNAT3LZE7THumanEsophagusESCC5.83e-117.70e-010.0667
349565NMNAT3LZE8THumanEsophagusESCC2.25e-062.39e-010.067
349565NMNAT3LZE22THumanEsophagusESCC2.96e-053.47e-010.068
349565NMNAT3LZE24THumanEsophagusESCC4.33e-102.63e-010.0596
349565NMNAT3P1T-EHumanEsophagusESCC1.10e-022.61e-010.0875
349565NMNAT3P2T-EHumanEsophagusESCC7.32e-386.32e-010.1177
349565NMNAT3P4T-EHumanEsophagusESCC1.85e-306.75e-010.1323
349565NMNAT3P5T-EHumanEsophagusESCC2.26e-204.17e-010.1327
349565NMNAT3P8T-EHumanEsophagusESCC4.31e-061.91e-010.0889
349565NMNAT3P9T-EHumanEsophagusESCC5.71e-183.63e-010.1131
349565NMNAT3P10T-EHumanEsophagusESCC6.10e-081.38e-010.116
349565NMNAT3P11T-EHumanEsophagusESCC1.34e-093.73e-010.1426
349565NMNAT3P12T-EHumanEsophagusESCC5.95e-295.09e-010.1122
349565NMNAT3P15T-EHumanEsophagusESCC5.90e-275.50e-010.1149
349565NMNAT3P16T-EHumanEsophagusESCC9.05e-234.19e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:000911710CervixCCnucleotide metabolic process79/2311489/187237.16e-033.85e-0279
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: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
GO:190129312LiverHCCnucleoside phosphate biosynthetic process151/7958256/187236.84e-081.41e-06151
GO:0072525LiverHCCpyridine-containing compound biosynthetic process22/795832/187232.43e-031.18e-0222
GO:0072524LiverHCCpyridine-containing compound metabolic process25/795838/187233.18e-031.47e-0225
GO:0019359LiverHCCnicotinamide nucleotide biosynthetic process19/795829/187231.05e-023.89e-0219
GO:0019363LiverHCCpyridine nucleotide biosynthetic process19/795829/187231.05e-023.89e-0219
GO:000675318Oral cavityOSCCnucleoside phosphate metabolic process247/7305497/187236.28e-078.96e-06247
GO:000911719Oral cavityOSCCnucleotide metabolic process243/7305489/187237.80e-071.09e-05243
GO:19012938Oral cavityOSCCnucleoside phosphate biosynthetic process125/7305256/187238.32e-044.41e-03125
GO:00091658Oral cavityOSCCnucleotide biosynthetic process124/7305254/187238.79e-044.63e-03124
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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
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
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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
NMNAT3SNVMissense_Mutationc.505G>Cp.Gly169Argp.G169RQ96T66protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
NMNAT3insertionFrame_Shift_Insnovelc.184_185insCTTATATTGAAAATTATATAAGGAATAAATTGACACCTAGp.His62ProfsTer38p.H62Pfs*38Q96T66protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NMNAT3insertionNonsense_Mutationnovelc.502_503insCCTTTCATAAAATTTAAACAAAACTCTTTCp.Val168delinsAlaPheHisLysIleTerThrLysLeuPheLeup.V168delinsAFHKI*TKLFLQ96T66protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
NMNAT3SNVMissense_Mutationc.595G>Cp.Glu199Glnp.E199QQ96T66protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NMNAT3SNVMissense_Mutationrs115220874c.175G>Ap.Ala59Thrp.A59TQ96T66protein_codingdeleterious(0.04)benign(0.01)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NMNAT3SNVMissense_Mutationc.263N>Tp.Ala88Valp.A88VQ96T66protein_codingtolerated(0.22)benign(0.001)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NMNAT3SNVMissense_Mutationrs775689705c.70N>Tp.Arg24Cysp.R24CQ96T66protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NMNAT3SNVMissense_Mutationrs140129205c.205C>Tp.Arg69Trpp.R69WQ96T66protein_codingtolerated(0.07)benign(0.021)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NMNAT3SNVMissense_Mutationnovelc.347A>Gp.His116Argp.H116RQ96T66protein_codingtolerated(0.68)benign(0.001)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
NMNAT3SNVMissense_Mutationnovelc.737N>Tp.Ser246Ilep.S246IQ96T66protein_codingtolerated_low_confidence(0.18)benign(0.018)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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