COMPARING LONGITUDINAL PROFILES BEFORE AND AFTER AN INTERVENTION

Q4 Medicine
O. C. N. Pereira, Márcia Lorena Alves dos Santos, T. P. D. S. Suguiura, B. R. Brum, Camila Borghi Rodriguero, Tuane Krupek, S. Ichisato, R. Bazotte, I. Previdelli
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Abstract

Occasionally, the behavior of a response variable monitored over time can be influenced by an intervention performed during the experimental period. With this perspective, this study proposes a simple methodology based on the fitting of two mixed effects models in longitudinal profiles, before and after an intervention, to verify significant differences. The notoriety of this methodology consists of using all repeated observations from the response variable regarding the intervention. This proposed method was motivated by two real datasets. Linear mixed models were fitted in the first dataset, which refers to the CD4 cells count in HIV-positive patients whom, over 30 consecutive days, received a glutamine based food supplement. For the second dataset, nonlinear mixed effects models were fitted for the body mass measurements of preterm newborns whose initial diet was based on breast milk and was subsequently replaced by a commercial food supplement. The proposed methodology was able to identify differences in  the growth trend of the CD4 cells count after the observed patients took glutamine based supplementation. Moreover, it provided evidences suggesting the commercial food supplement as an alternative to a breast milk diet in preterm newborns by maintaining the body mass growth trend. 
比较干预前后的纵向剖面
偶尔,随时间监测的反应变量的行为可能受到实验期间进行的干预的影响。从这个角度出发,本研究提出了一种简单的方法,即在干预前后的纵向剖面上拟合两种混合效应模型,以验证显著性差异。这种方法的臭名之处在于,它使用了所有关于干预的响应变量的重复观察结果。该方法是由两个真实数据集驱动的。在第一个数据集中拟合了线性混合模型,该数据集指的是连续30天接受谷氨酰胺类食物补充剂的hiv阳性患者的CD4细胞计数。对于第二个数据集,非线性混合效应模型拟合了早产儿的体重测量,这些早产儿最初以母乳为基础,随后被商业食品补充剂所取代。所提出的方法能够确定观察患者服用谷氨酰胺补充剂后CD4细胞计数增长趋势的差异。此外,该研究还提供了证据,表明商业食品补充剂可以通过维持早产儿体重增长趋势来替代母乳饮食。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Revista Brasileira de Biometria
Revista Brasileira de Biometria Agricultural and Biological Sciences-Agricultural and Biological Sciences (all)
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审稿时长
53 weeks
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