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: NMNAT1

Gene summary for NMNAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NMNAT1

Gene ID

64802

Gene namenicotinamide nucleotide adenylyltransferase 1
Gene AliasLCA9
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R4E1


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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
64802NMNAT1HCC1_MengHumanLiverHCC1.72e-02-4.32e-020.0246
64802NMNAT1HCC1HumanLiverHCC2.39e-202.62e+000.5336
64802NMNAT1HCC2HumanLiverHCC2.19e-323.40e+000.5341
64802NMNAT1HCC5HumanLiverHCC5.06e-342.43e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:004603422LiverHCCATP metabolic process198/7958277/187238.30e-231.55e-20198
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:000989522LiverHCCnegative regulation of catabolic process196/7958320/187237.98e-123.35e-10196
GO:003133022LiverHCCnegative regulation of cellular catabolic process164/7958262/187233.52e-111.35e-09164
GO:000916512LiverHCCnucleotide biosynthetic process150/7958254/187236.79e-081.40e-06150
GO:190129312LiverHCCnucleoside phosphate biosynthetic process151/7958256/187236.84e-081.41e-06151
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:190121412LiverHCCregulation of neuron death179/7958319/187235.65e-079.01e-06179
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:005140212LiverHCCneuron apoptotic process135/7958246/187235.64e-055.26e-04135
GO:004352312LiverHCCregulation of neuron apoptotic process117/7958212/187231.25e-041.03e-03117
GO:190121512LiverHCCnegative regulation of neuron death113/7958208/187233.68e-042.54e-03113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
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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
NMNAT1SNVMissense_Mutationc.750N>Tp.Lys250Asnp.K250NQ9HAN9protein_codingtolerated(0.16)benign(0.025)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NMNAT1SNVMissense_Mutationc.409N>Gp.Gln137Glup.Q137EQ9HAN9protein_codingtolerated(0.88)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NMNAT1SNVMissense_Mutationnovelc.110G>Tp.Gly37Valp.G37VQ9HAN9protein_codingtolerated(0.22)benign(0.345)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
NMNAT1insertionFrame_Shift_Insnovelc.713_714insTGCCCAGGCTGGAGTGCAATGGCACAATCTCGGCTTACTGCAACp.Leu239AlafsTer62p.L239Afs*62Q9HAN9protein_codingTCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NMNAT1insertionFrame_Shift_Insnovelc.329_330insGp.Asp110GlufsTer3p.D110Efs*3Q9HAN9protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NMNAT1insertionFrame_Shift_Insnovelc.330_331insGCAATCAp.Cys111AlafsTer4p.C111Afs*4Q9HAN9protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NMNAT1SNVMissense_Mutationnovelc.377N>Cp.Lys126Thrp.K126TQ9HAN9protein_codingtolerated(0.13)possibly_damaging(0.662)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NMNAT1SNVMissense_Mutationrs375110174c.709N>Tp.Arg237Cysp.R237CQ9HAN9protein_codingdeleterious(0)probably_damaging(0.912)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NMNAT1SNVMissense_Mutationc.225G>Tp.Lys75Asnp.K75NQ9HAN9protein_codingdeleterious(0.04)benign(0.015)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NMNAT1SNVMissense_Mutationnovelc.170A>Gp.Lys57Argp.K57RQ9HAN9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-A02J-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
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