Abstract
A vegetarian diet has been demonstrated to have a profound influence on human metabolism as well as to aid the prevention of several chronic diseases relative to an omnivorous diet. However, there have been no systematic metabolomic studies on all of the biochemical changes induced in human subjects by long-term vegetarianism. In this study, 1H NMR spectroscopy in combination with multivariate statistical analysis was applied to explore the variability in the metabolic urinary profiles of healthy populations from four groups: lactovegetarian male (VEGMALE), lactovegetarian female (VEGFEMALE), omnivorous male (OMNMALE), and omnivorous female (OMNFEMALE). Differences in metabolic profiles were examined in relation to diet and gender by principal component analysis (PCA) and spectral integrals. It was found that the most influential low molecular weight metabolites responsible for the differences between the diet groups were N-acetyl glycoprotein (NAG), succinate, citrate, trimethylamine-N-oxide (TMAO), taurine, glycine, hippurate, phenylalanine, methylhistidine and formate, whereas for the differences in gender groups the most discriminatory metabolites were NAG, succinate, creatinine, arginine, TMAO, taurine, hippurate, mannitol, phenylalanine, and methylhistidine. The results from the PCA of all four groups indicated that diet plays a greater role in influencing metabolite differences than gender. As an exploration, this work shows the potential of metabolomics when applied to nutritional and physiological studies, and it will aid further studies.
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Abbreviations
- VEGMALE:
-
Lactovegetarian male
- VEGFEMALE:
-
Lactovegetarian female
- OMNMALE:
-
Omnivorous male
- OMNFEMALE:
-
Omnivorous female
- PCA:
-
Principal component analysis
- NAG:
-
N-Acetyl glycoprotein
- DMA:
-
Dimethylamine
- TMAO:
-
Trimethylamine-N-oxide
- ATP:
-
Adenosine triphosphate
- TCA:
-
Tricarboxylic acid
References
Brathwalte N, Fraser HS, Modeste N, Broome H, King R (2003) Obesity, diabetes, hypertension, and vegetarian status among seventh-day adventists in Barbados: preliminary results. Ethn Dis 13:34–39
Schmidt T, Wijga A, von zur Mühlen A, Brabant G, Wagner TOF (1997) Changes in cardiovascular risk factors and hormones during a comprehensive residential three month kriya yoga training and vegetarian nutrition. Acta Physiol Scand 161:158–162
Szeto YT, Kwok TCY, Benzie IFF (2004) Effects of a long-term vegetarian diet on biomarkers of antioxidant status and cardiovascular disease risk. Nutrition 20:863–866
Karabudak E, Kiziltan G, Cigerim N (2008) A comparison of some of the cardiovascular risk factors in vegetarian and omnivorous Turkish females. J Hum Nutr Diet 21:13–22
Jenkins DJA, Kendall CWC, Marchie A, Jenkins AL, Augustin LSA, Ludwig DS, Barnard ND, Anderson JW (2003) Type 2 diabetes and the vegetarian diet. Am J Clin Nutr 78:610S–616S
Barnard ND, Katcher HI, Jenkins DJA, Cohen J, Turner-McGrievy G (2009) Vegetarian and vegan diets in type 2 diabetes management. Nutr Rev 67:255–263
Key TJ, Fraser GE, Thorogood M, Appleby PN, Beral V, Reeves G, Burr ML, Chang-Claude J, Frentzel-Beyme R, Kuzma JW, Mann J, McPherson K (1999) Mortality in vegetarians and nonvegetarians: detailed findings from a collaborative analysis of 5 prospective studies. Am J Clin Nutr 70:516S–524S
Fraser GE (1999) Associations between diet and cancer, ischemic heart disease, and all-cause mortality in non-hispanic white California seventh-day adventists. Am J Clin Nutr 70:532S–538S
Rosell M, Appleby P, Spencer E, Key T (2006) Weight gain over 5 years in 21 966 meat-eating, fish-eating, vegetarian, and vegan men and women in EPIC-Oxford. Int J Obes 30:1389–1396
Koebnick C, Garcia AL, Dagnelie PC, Strassner C, Lindemans J, Katz N, Leitzmann C, Hoffmann I (2005) Long-term consumption of a raw food diet is associated with favorable serum LDL cholesterol and triglycerides but also with elevated plasma homocysteine and low serum HDL cholesterol in humans. J Nutr 135:2372–2378
Phillips F, Hackett AF, Stratton G, Billington D (2004) Effect of changing to a self-selected vegetarian diet on anthropometric measurements in UK adults. J Hum Nutr Diet 17:249–255
Herrmann W, Geisel J (2002) Vegetarian lifestyle and monitoring of vitamin B-12 status. Clin Chim Acta 326:47–59
Hunt JR (2003) Bioavailability of iron, zinc, and other trace minerals from vegetarian diets. Am J Clin Nutr 78:633S–639S
Nicholson JK, Wilson ID (2003) Understanding “global” systems biology: metabonomics and the continuum of metabolism. Nat Rev Drug Discov 2:668–676
Nicholson JK, Lindon JC, Holmes E (1999) “Metabonomics”: understanding the metabolic responses of living systems to pathophysiological stimuli via multivariate statistical analysis of biological NMR spectroscopic data. Xenobiotica 29:1181–1189
Xu JJ, Zhang J, Dong JY, Cai SH, Yang JY, Chen Z (2009) Metabonomics studies of intact hepatic and renal cortical tissues from diabetic db/db mice using high-resolution magic-angle spinning 1H NMR spectroscopy. Anal Bioanal Chem 393:1657–1668
Psihogios NG, Gazi IF, Elisaf MS, Seferiadis KI, Bairaktari ET (2008) Gender-related and age-related urinalysis of healthy subjects by NMR-based metabonomics. NMR Biomed 21:195–207
Lenz EM, Bright J, Wilson ID, Morgan SR, Nash AFP (2003) A 1H NMR-based metabonomic study of urine and plasma samples obtained from healthy human subjects. J Pharm Biomed Anal 33:1103–1115
Lenz EM, Bright J, Wilson ID, Hughes A, Morrisson J, Lindberg H, Lockton A (2004) Metabonomics, dietary influences and cultural differences: a 1H NMR-based study of urine samples obtained from healthy British and Swedish subjects. J Pharm Biomed Anal 36:841–849
Kochhar S, Jacobs DM, Ramadan Z, Berruex F, Fuerhoz A, Fay LB (2006) Probing gender-specific metabolism differences in humans by nuclear magnetic resonance-based metabonomics. Anal Biochem 352:274–281
Slupsky CM, Rankin KN, Wagner J, Fu H, Chang D, Weljie AM, Saude EJ, Lix B, Adamko DJ, Shah S, Greiner R, Sykes BD, Marrie TJ (2007) Investigations of the effects of gender, diurnal variation, and age in human urinary metabolomic profiles. Anal Chem 79:6995–7004
Rezzi S, Ramadan Z, Martin FPJ, Fay LB, van Bladeren P, Lindon JC, Nicholson JK, Kochhar S (2007) Human metabolic phenotypes link directly to specific dietary preferences in healthy individuals. J Proteome Res 6:4469–4477
Holmes E, Loo RL, Stamler J, Bictash M, Yap IKS, Chan Q, Ebbels T, De Iorio M, Brown IJ, Veselkov KA, Daviglus ML, Kesteloot H, Ueshima H, Zhao LC, Nicholson JK, Elliott P (2008) Human metabolic phenotype diversity and its association with diet and blood pressure. Nature 453:396–U350
Stella C, Beckwith-Hall B, Cloarec O, Holmes E, Lindon JC, Powell J, van der Ouderaa F, Bingham S, Cross AJ, Nicholson JK (2006) Susceptibility of human metabolic phenotypes to dietary modulation. J Proteome Res 5:2780–2788
Solanky KS, Bailey NJ, Beckwith-Hall BM, Bingham S, Davis A, Holmes E, Nicholson JK, Cassidy A (2005) Biofluid 1H NMR-based metabonomic techniques in nutrition research metabolic effects of dietary isoflavones in humans. J Nutr Biochem 16:236–244
Van Dorsten FA, Daykin CA, Mulder TPJ, Van Duynhoven JPM (2006) Metabonomics approach to determine metabolic differences between green tea and black tea consumption. J Agric Food Chem 54:6929–6938
Nicholson JK, Foxall PJ, Spraul M, Farrant RD, Lindon JC (1995) 750 MHz 1H and 1H-13C NMR spectroscopy of human blood plasma. Anal Biochem 67:793–811
Holmes E, Foxall PJD, Spraul M, Farrant RD, Nicholson JK, Lindon JC (1997) 750 MHz 1H NMR spectroscopy characterisation of the complex metabolic pattern of urine from patients with inborn errors of metabolism: 2-hydroxyglutaric aciduria and maple syrup urine disease. J Pharm Biomed Anal 15:1647–1659
Aberg KM, Alm E, Torgrip RJO (2009) The correspondence problem for metabonomics datasets. Anal Bioanal Chem 394:151–162
Lindon JC, Holmes E, Nicholson JK (2001) Pattern recognition methods and applications in biomedical magnetic resonance. Prog Nucl Magn Reson Spectrosc 39:1–40
Rana SK, Sanders TA (1986) Taurine concentrations in the diet, plasma, urine and breast milk of vegans compared with omnivores. Br J Nutr 56:17–27
Laidlaw SA, Shultz TD, Cecchino JT, Kopple JD (1988) Plasma and urine taurine levels in vegans. Am J Clin Nutr 47:660–663
Airaksinen EM (1979) Uptake of taurine, Gaba, 5-Ht, and dopamine by blood-platelets in progressive myoclonus epilepsy. Epilepsia 20:503–510
Huxtable R, Bressler R (1974) Taurine concentrations in congestive heart failure. Science 184:1187–1188
Neumann SM (1984) Retinal degeneration relating to taurine deficiency in a cat. Mod Vet Pract 65:381–384
Pasantesmorales H, Dominguez L, Campomanes MA, Pacheco P (1986) Retinal degeneration induced by taurine deficiency in light-deprived cats. Exp Eye Res 43:55–60
Jacobsen JG, Smith LH (1968) Biochemistry and physiology of taurine and taurine derivatives. Physiol Rev 48:424–511
Zuppi C, Messana I, Forni F, Ferrari F, Rossi C, Giardina B (1998) Influence of feeding on metabolite excretion evidenced by urine 1H NMR spectral profiles: a comparison between subjects living in Rome and subjects living at arctic latitudes (Svaldbard). Clin Chim Acta 278:75–79
Svensson BG, Akesson B, Nilsson A, Paulsson K (1994) Urinary excretion of methylamines in men with varying intake of fish from the Baltic Sea. J Toxicol Environ Health 41:411–420
Kontessis P, Jones S, Dodds R, Trevisan R, Nosadini R, Fioretto P, Borsato M, Sacerdoti D, Viberti GC (1990) Renal, metabolic and hormonal responses to ingestion of animal and vegetable proteins. Kidney Int 38:136–144
Williams AJ, Baker F, Walls J (1987) Effect of varying quantity and quality of dietary-protein intake in experimental renal-disease in rats. Nephron 46:83–90
Phipps AN, Stewart J, Wright B, Wilson ID (1998) Effect of diet on the urinary excretion of hippuric acid and other dietary-derived aromatics in rat. A complex interaction between diet, gut microflora and substrate specificity. Xenobiotica 28:527–537
Mulder TP, Rietveld AG, van Amelsvoort JM (2005) Consumption of both black tea and green tea results in an increase in the excretion of hippuric acid into urine. Am J Clin Nutr 81:256S–260S
Williams RE, Eyton-Jones HW, Farnworth MJ, Gallagher R, Provan WM (2002) Effect of intestinal microflora on the urinary metabolic profile of rats: a 1H nuclear magnetic resonance spectroscopy study. Xenobiotica 32:783–794
Bertram HC, Hoppe C, Petersen BO, Duus JO, Molgaard C, Michaelsen KF (2007) An NMR-based metabonomic investigation on effects of milk and meat protein diets given to 8-year-old boys. Br J Nutr 97:758–763
Datta SP, Harris H (1951) Dietary origin of urinary methylhistidine. Nature 168:296–297
Wang ZM, Duerenberg P, Matthews DE, Heymsfield SB (1998) Urinary 3-methylhistidine excretion: association with total body skeletal muscle mass by computerized axial tomography. J Parenter Enter Nutr 22:82–86
Myint T, Fraser GE, Lindsted KD, Knutsen SF, Hubbard RW, Bennett HW (2000) Urinary 1-methylhistidine is a marker of meat consumption in black and in white California seventh-day adventists. Am J Epidemiol 152:752–755
Greenberger NJ, Carley J, Schenker S, Bettinger I, Stamnes C, Beyer P (1977) Effect of vegetable and animal protein diets in chronic hepatic encephalopathy. Am J Dig Dis 22:845–855
Meschi T, Maggiore U, Fiaccadori E, Schianchi T, Bosi S, Adorni G, Ridolo E, Guerra A, Allegri F, Novarini A, Borghi L (2004) The effect of fruits and vegetables on urinary stone risk factors. Kidney Int 66:2402–2410
Siener R, Hesse A (2002) The effect of different diets on urine composition and the risk of calcium oxalate crystallisation in healthy subjects. Eur Urol 42:289–296
Zhang AQ, Mitchell SC, Smith RL (1996) Exacerbation of symptoms of fish-odour syndrome during menstruation. Lancet 348:1740–1741
Zhang AQ, Mitchell SC, Smith RL (1995) Dimethylamine in human urine. Clin Chim Acta 233:81–88
van den Berg RA, Hoefsloot HCJ, Westerhuis JA, Smilde AK, van der Werf MJ (2006) Centering, scaling, and transformations: improving the biological information content of metabolomics data. BMC Genomics 7:142–156
Rousseau R, Govaerts B, Verleysen M, Boulanger B (2008) Comparison of some chemometric tools for metabonomics biomarker identification. Chemometr Intell Lab Syst 91:54–66
Acknowledgements
We are grateful to Prof. Jules Griffin (Department of Biochemistry, University of Cambridge) for his careful revision of our manuscript. This work was supported by the Science Research Foundation of the Ministry of Health & United Fujian Provincial Health and Education Project for Tackling the Key Research (WKJ2008-2-36), the Key Project of Health and Science and Technology of Xiamen (3502Z20051027), the Project of Science and Technology Bureau of Xiamen (WSK0501), the NNSF of China (10875101), and the NSF of the Fujian Province of China (2009 J01299).
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Xu, J., Yang, S., Cai, S. et al. Identification of biochemical changes in lactovegetarian urine using 1H NMR spectroscopy and pattern recognition. Anal Bioanal Chem 396, 1451–1463 (2010). https://doi.org/10.1007/s00216-009-3338-z
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DOI: https://doi.org/10.1007/s00216-009-3338-z