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采用混合效应变点回归模型从指示剂氨基酸氧化法的重复观测中确定氨基酸需求量。

Determining amino acid requirements from repeated observations on indicator amino acid oxidation method by mixed-effect change-point regression models.

机构信息

Human Life Science R & D Center, Nippon Suisan Kaisha Ltd., 2-6-2 Otemachi, Chiyoda-ku, Tokyo 100-8686, Japan.

出版信息

J Clin Biochem Nutr. 2011 Sep;49(2):115-20. doi: 10.3164/jcbn.10-146. Epub 2011 Jul 14.

Abstract

In nutrition studies, it is often of primary interest to determine the critical threshold value of some biological quantities. To determine the amino acid requirement, the tracer approach including the indicator amino acid oxidation method is useful for the investigation of human subjects. In this approach, measurements of amino acids other than the test amino acid are often repeatedly carried out with various intakes of the test amino acid. Change-point regression models have often been applied to determine the amino acid requirement. However, within-subject dependence due to repeated measurements has not been sufficiently taken into account. In this paper, we propose a mixed-effect change-point model to estimate the amino acid requirements when utilizing the tracer approach. Inference based on Akaike Information Criteria is introduced to include selection of the optimal model and construction of a confidence interval. Our method can easily be applied with a standard software package, and we found that appropriate accounting for within-subject dependence may lead to a much narrower confidence interval. We recommend application of a mixed-effect change-point regression model to determine the amino acid requirements in studies utilizing the tracer approach.

摘要

在营养研究中,通常主要关注确定某些生物学数量的临界阈值值。为了确定氨基酸需求,示踪剂方法包括指示剂氨基酸氧化法,可用于人体研究。在这种方法中,通常会随着测试氨基酸的不同摄入量,反复测量除测试氨基酸以外的氨基酸。变化点回归模型经常被用于确定氨基酸需求。然而,由于重复测量而导致的个体内相关性尚未得到充分考虑。在本文中,我们提出了一种混合效应变化点模型,用于在利用示踪剂方法时估计氨基酸需求。基于赤池信息量准则的推断被引入,以包括最优模型的选择和置信区间的构建。我们的方法可以很容易地应用于标准软件包,我们发现适当考虑个体内相关性可能会导致更窄的置信区间。我们建议在利用示踪剂方法的研究中,应用混合效应变化点回归模型来确定氨基酸需求。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/54f1/3171677/325e5e84f6e0/jcbn10-146f01.jpg

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