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: NNMT

Gene summary for NNMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NNMT

Gene ID

4837

Gene namenicotinamide N-methyltransferase
Gene AliasNNMT
Cytomap11q23.2
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P40261


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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
4837NNMTNEOLP-1HumanOral cavityNEOLP1.12e-033.26e-01-0.0194
4837NNMTNEOLP-2HumanOral cavityNEOLP3.51e-022.23e-01-0.0196
4837NNMTSYSMH1HumanOral cavityOSCC5.31e-08-3.82e-010.1127
4837NNMTSYSMH4HumanOral cavityOSCC2.21e-05-3.70e-010.1226
4837NNMTSYSMH5HumanOral cavityOSCC1.60e-031.80e+000.0647
4837NNMTGSM5252130_BPH340PrGF_ViaHumanProstateBPH8.82e-045.73e-01-0.1972
4837NNMTGSM5252131_BPH340PrSF_ViaHumanProstateBPH1.34e-036.76e-01-0.2126
4837NNMTGSM5252134_BPH511PrG_Fcol_3GEXHumanProstateBPH3.29e-022.68e-01-0.1433
4837NNMTGSM5252136_BPH556PrGA1_FcolHumanProstateBPH2.05e-126.85e-01-0.23
4837NNMT052095_1628-all-cellsHumanProstateBPH5.00e-052.88e-010.1032
4837NNMT052099_1652-all-cellsHumanProstateBPH2.66e-022.60e-010.1038
4837NNMTDong_P1HumanProstateTumor1.07e-425.87e-010.035
4837NNMTDong_P3HumanProstateTumor5.65e-061.57e-010.0278
4837NNMTDong_P5HumanProstateTumor1.82e-021.18e-010.053
4837NNMTP7HumanProstateTumor7.28e-057.22e-01-0.1025
4837NNMTP1_S1_AKHumanSkinAK1.04e-28-7.46e-01-0.3399
4837NNMTP2_S3_AKHumanSkinAK2.73e-17-6.87e-01-0.3287
4837NNMTP2_S4_SCCISHumanSkinSCCIS6.05e-13-6.15e-01-0.3043
4837NNMTP3_S6_AKHumanSkinAK1.03e-29-7.83e-01-0.3256
4837NNMTP4_S8_cSCCHumanSkincSCC1.66e-22-8.10e-01-0.3095
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00091179BreastPrecancernucleotide metabolic process56/1080489/187237.40e-073.00e-0556
GO:00067539BreastPrecancernucleoside phosphate metabolic process56/1080497/187231.24e-064.70e-0556
GO:00091655BreastPrecancernucleotide biosynthetic process32/1080254/187232.72e-056.21e-0432
GO:19012935BreastPrecancernucleoside phosphate biosynthetic process32/1080256/187233.18e-056.97e-0432
GO:00311004BreastPrecanceranimal organ regeneration14/108076/187239.92e-051.83e-0314
GO:00310995BreastPrecancerregeneration25/1080198/187231.91e-043.06e-0325
GO:00094108BreastPrecancerresponse to xenobiotic stimulus45/1080462/187234.17e-045.56e-0345
GO:00060066BreastPrecancerglucose metabolic process23/1080196/187239.54e-041.07e-0223
GO:00059966BreastPrecancermonosaccharide metabolic process27/1080257/187231.94e-031.88e-0227
GO:00193186BreastPrecancerhexose metabolic process25/1080237/187232.64e-032.36e-0225
GO:00620126BreastPrecancerregulation of small molecule metabolic process32/1080334/187233.45e-032.87e-0232
GO:0042401BreastPrecancercellular biogenic amine biosynthetic process7/108037/187234.68e-033.60e-027
GO:0009309BreastPrecanceramine biosynthetic process7/108038/187235.46e-034.01e-027
GO:00065963BreastPrecancerpolyamine biosynthetic process4/108014/187236.92e-034.67e-024
GO:000675313BreastIDCnucleoside phosphate metabolic process68/1434497/187232.01e-068.23e-0568
GO:000911713BreastIDCnucleotide metabolic process67/1434489/187232.28e-069.05e-0567
GO:190129313BreastIDCnucleoside phosphate biosynthetic process41/1434256/187235.15e-061.73e-0441
GO:000916513BreastIDCnucleotide biosynthetic process40/1434254/187231.01e-052.81e-0440
GO:000941013BreastIDCresponse to xenobiotic stimulus62/1434462/187231.05e-052.88e-0462
GO:003110012BreastIDCanimal organ regeneration17/143476/187234.85e-051.07e-0317
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
NNMTdeletionFrame_Shift_Delnovelc.175delNp.Leu59Terp.L59*P40261protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NNMTSNVMissense_Mutationrs141072720c.52N>Tp.Arg18Trpp.R18WP40261protein_codingdeleterious(0)possibly_damaging(0.865)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
NNMTSNVMissense_Mutationc.616N>Cp.Ile206Leup.I206LP40261protein_codingdeleterious(0.01)benign(0.08)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NNMTSNVMissense_Mutationnovelc.703N>Gp.Phe235Valp.F235VP40261protein_codingtolerated(0.27)benign(0.445)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
NNMTSNVMissense_Mutationrs750805211c.697N>Ap.Glu233Lysp.E233KP40261protein_codingtolerated(0.52)benign(0.015)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NNMTSNVMissense_Mutationc.141G>Tp.Lys47Asnp.K47NP40261protein_codingdeleterious(0.02)benign(0.151)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NNMTSNVMissense_Mutationnovelc.56N>Cp.Asp19Alap.D19AP40261protein_codingtolerated(0.5)benign(0.006)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NNMTSNVMissense_Mutationnovelc.187N>Tp.Gly63Cysp.G63CP40261protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NNMTSNVMissense_Mutationc.133N>Ap.Leu45Ilep.L45IP40261protein_codingdeleterious(0.04)benign(0.283)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NNMTSNVMissense_Mutationc.416N>Cp.Leu139Prop.L139PP40261protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A051-01Endometriumuterine 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
4837NNMTDRUGGABLE GENOMENIACINNIACIN
4837NNMTDRUGGABLE GENOMEARI-3037MO
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