Pathway Analysis of Global Metabolomic Profiles Identified Enrichment of Caffeine, Energy, and Arginine Metabolism in Smokers but Not Moist Snuff Consumers

被引:25
作者
Liu, Gang [1 ]
Lee, Douglas P. [2 ]
Schmidt, Eckhardt [1 ]
Prasad, G. L. [1 ]
机构
[1] RAI Serv Co, POB 1487, Winston Salem, NC 27102 USA
[2] Omic Insight, Durham, NC USA
来源
BIOINFORMATICS AND BIOLOGY INSIGHTS | 2019年 / 13卷
关键词
Biomarker; metabolomics; moist snuff; smoking; pathway analysis; CARDIOVASCULAR-DISEASE BIOMARKERS; TOBACCO CONSUMERS; CIGARETTE-SMOKE; MS; DYSFUNCTION; EXPRESSION; BLOOD;
D O I
10.1177/1177932219882961
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Existing US epidemiological data demonstrate that consumption of smokeless tobacco, particularly moist snuff. is less harmful than cigarette smoking. However. the molecular and biochemical changes due to moist snuff consumption relative to smoking remain incompletely understood. We previously reported that smokers (SMK) exhibit elevated oxidative stress and inflammation relative to moist snuff consumers (MSC) and non-tobacco consumers (NTC), based on metabolomic profiling data of saliva, plasma, and urine from MSC. SMK, and NTC. In this study, we investigated the effects of tobacco consumption on additional metabolic pathways using pathway-based analysis tools. To this end, metabolic pathway enrichment analysis and topology analysis were performed through pair-wise comparisons of global metabolomic profiles of SMK. MSC, and NTC. The analyses identified >8 significantly perturbed metabolic pathways in SMK compared with NTC and MSC in all 3 matrices. Among these differentially enriched pathways. perturbations of caffeine metabolism. energy metabolism, and arginine metabolism were mostly observed. In comparison, fewer enriched metabolic pathways were identified in MSC compared with NTC (5 in plasma, none in urine and saliva). This is consistent with our transcriptomics profiling results that show no significant differences in peripheral blood mononuclear cell gene expression between MSC and NTC. These findings, taken together with our previous biochemical, metabolomic, and transcriptomic analysis results, provide a better understanding of the relative changes in healthy tobacco consumers, and demonstrate that chronic cigarette smoking. relative to the use of smokeless tobacco, results in more pronounced biological changes. which could culminate in smoking-related diseases.
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页数:11
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共 49 条
  • [11] Organization of GC/MS and LC/MS metabolomics data into chemical libraries
    DeHaven, Corey D.
    Evans, Anne M.
    Dai, Hongping
    Lawton, Kay A.
    [J]. JOURNAL OF CHEMINFORMATICS, 2010, 2
  • [12] Integrated, Nontargeted Ultrahigh Performance Liquid Chromatography/Electrospray Ionization Tandem Mass Spectrometry Platform for the Identification and Relative Quantification of the Small-Molecule Complement of Biological Systems
    Evans, Anne M.
    DeHaven, Corey D.
    Barrett, Tom
    Mitchell, Matt
    Milgram, Eric
    [J]. ANALYTICAL CHEMISTRY, 2009, 81 (16) : 6656 - 6667
  • [13] α-Hydroxybutyrate Is an Early Biomarker of Insulin Resistance and Glucose Intolerance in a Nondiabetic Population
    Gall, Walter E.
    Beebe, Kirk
    Lawton, Kay A.
    Adam, Klaus-Peter
    Mitchell, Matthew W.
    Nakhle, Pamela J.
    Ryals, John A.
    Milburn, Michael V.
    Nannipieri, Monica
    Camastra, Stefania
    Natali, Andrea
    Ferrannini, Ele
    [J]. PLOS ONE, 2010, 5 (05):
  • [14] Urinary acylcarnitines are altered in human kidney cancer
    Ganti, Sheila
    Taylor, Sandra L.
    Kim, Kyoungmi
    Hoppel, Charles L.
    Guo, Lining
    Yang, Joy
    Evans, Christopher
    Weiss, Robert H.
    [J]. INTERNATIONAL JOURNAL OF CANCER, 2012, 130 (12) : 2791 - 2800
  • [15] Pathway Analysis: State of the Art
    Garcia-Campos, Miguel A.
    Espinal-Enriquez, Jesus
    Hernandez-Lemus, Enrique
    [J]. FRONTIERS IN PHYSIOLOGY, 2015, 6
  • [16] Application of CE-MS to a metabonomics study of human urine from cigarette smokers and non-smokers
    Garcia-Perez, Isabel
    Lindon, John C.
    Minet, Emmanuel
    [J]. BIOANALYSIS, 2014, 6 (20) : 2733 - 2749
  • [17] Smoking is associated with impaired long-term glucose metabolism in patients with type 1 diabetes mellitus
    Gerber, P. A.
    Locher, R.
    Schmid, B.
    Spinas, G. A.
    Lehmann, R.
    [J]. NUTRITION METABOLISM AND CARDIOVASCULAR DISEASES, 2013, 23 (02) : 102 - 108
  • [18] A global test for groups of genes: testing association with a clinical outcome
    Goeman, JJ
    van de Geer, SA
    de Kort, F
    van Houwelingen, HC
    [J]. BIOINFORMATICS, 2004, 20 (01) : 93 - 99
  • [19] Cigarette smoking behaviour and blood metabolomics
    Gu, Fangyi
    Derkach, Andriy
    Freedman, Neal D.
    Landi, Maria Teresa
    Albanes, Demetrius
    Weinstein, Stephanie J.
    Mondul, Alison M.
    Matthews, Charles E.
    Guertin, Kristin A.
    Xiao, Qian
    Zheng, Wei
    Shu, Xiao-ou
    Sampson, Joshua N.
    Moore, Steven C.
    Caporaso, Neil E.
    [J]. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2016, 45 (05) : 1421 - 1432
  • [20] Prolonged cigarette smoke exposure alters mitochondrial structure and function in airway epithelial cells
    Hoffmann, Roland F.
    Zarrintan, Sina
    Brandenburg, Simone M.
    Kol, Arjan
    de Bruin, Harold G.
    Jafari, Shabnam
    Dijk, Freark
    Kalicharan, Dharamdajal
    Kelders, Marco
    Gosker, Harry R.
    ten Hacken, Nick H. T.
    van der Want, Johannes J.
    van Oosterhout, Antoon J. M.
    Heijink, Irene H.
    [J]. RESPIRATORY RESEARCH, 2013, 14