Walsh Marianne C, Brennan Lorraine, Malthouse J Paul G, Roche Helen M, Gibney Michael J
Nutrition Unit, Division of Clinical and Molecular Medicine, Trinity College, Dublin, Ireland.
Am J Clin Nutr. 2006 Sep;84(3):531-9. doi: 10.1093/ajcn/84.3.531.
Metabolomics in human nutrition research is faced with the challenge that changes in metabolic profiles resulting from diet may be difficult to differentiate from normal physiologic variation.
We assessed the extent of intra- and interindividual variation in normal human metabolic profiles and investigated the effect of standardizing diet on reducing variation.
Urine, plasma, and saliva were collected from 30 healthy volunteers (23 females, 7 males) on 4 separate mornings. For visits 1 and 2, free food choice was permitted on the day before biofluid collection. Food choice on the day before visit 3 was intended to mimic that for visit 2, and all foods were standardized on the day before visit 4. Samples were analyzed by using 1H nuclear magnetic resonance spectroscopy followed by multivariate data analysis.
Intra- and interindividual variations were considerable for each biofluid. Visual inspection of the principal components analysis scores plots indicated a reduction in interindividual variation in urine, but not in plasma or saliva, after the standard diet. Partial least-squares discriminant analysis indicated time-dependent changes in urinary and salivary samples, mainly resulting from creatinine in urine and acetate in saliva. The predictive power of each model to classify the samples as either night or morning was 85% for urine and 75% for saliva.
Urine represented a sensitive metabolic profile that reflected acute dietary intake, whereas plasma and saliva did not. Future metabolomics studies should consider recent dietary intake and time of sample collection as a means of reducing normal physiologic variation.
人类营养研究中的代谢组学面临一项挑战,即饮食导致的代谢谱变化可能难以与正常生理变异区分开来。
我们评估了正常人类代谢谱中个体内和个体间变异的程度,并研究了饮食标准化对减少变异的影响。
在4个不同的早晨从30名健康志愿者(23名女性,7名男性)收集尿液、血浆和唾液。对于第1次和第2次访视,在生物流体采集前一天允许自由选择食物。第3次访视前一天的食物选择旨在模仿第2次访视的情况,并且在第4次访视前一天所有食物都进行了标准化。使用1H核磁共振波谱分析样品,随后进行多变量数据分析。
每种生物流体的个体内和个体间变异都相当大。主成分分析得分图的目视检查表明,标准饮食后尿液中的个体间变异减少,但血浆或唾液中没有。偏最小二乘判别分析表明尿液和唾液样品存在时间依赖性变化,主要是由尿液中的肌酐和唾液中的乙酸盐引起的。每个模型将样品分类为夜间或早晨的预测能力,尿液为85%,唾液为75%。
尿液代表了反映急性饮食摄入的敏感代谢谱,而血浆和唾液则不然。未来的代谢组学研究应考虑近期饮食摄入和样品采集时间,作为减少正常生理变异的一种方法。