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The translation of lipid profiles to nutritional biomarkers in the study of infant metabolism

机译:在婴儿代谢研究中将脂质谱转化为营养生物标志物

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摘要

Introduction: Links between early life exposures and later health outcomes may, in part, be due to nutritional programming in infancy. This hypothesis is supported by observed long-term benefits associated with breastfeeding, such as better cognitive development in childhood, and lower risks of obesity and high blood pressure in later life. However, the possible underlying mechanisms are expected to be complex and may be difficult to disentangle due to the lack of understanding of the metabolic processes that differentiate breastfed infants compared to those receiving just formula feed. Objective: Our aim was to investigate the relationships between infant feeding and the lipid profiles and to validate specific lipids in separate datasets so that a small set of lipids can be used as nutritional biomarkers. Method: We utilized a direct infusion high-resolution mass spectrometry method to analyse the lipid profiles of 3.2 mm dried blood spot samples collected at age 3 months from the Cambridge Baby Growth Study (CBGS-1), which formed the discovery cohort. For validation two sample sets were profiled: Cambridge Baby Growth Study (CBGS-2) and Pregnancy Outcome Prediction Study (POPS). Lipidomic profiles were compared between infant groups who were either exclusively breastfed, exclusively formula-fed or mixed-fed at various levels. Data analysis included supervised Random Forest method with combined classification and regression mode. Selection of lipids was based on an iterative backward elimination procedure without compromising the class error in the classification mode. Conclusion: From this study, we were able to identify and validate three lipids: PC(35:2), SM(36:2) and SM(39:1) that can be used collectively as biomarkers for infant nutrition during early development. These biomarkers can be used to determine whether young infants (3–6 months) are breast-fed or receive formula milk.
机译:简介:早期生活暴露与后期健康结果之间的联系可能部分归因于婴儿期的营养计划。观察到的与母乳喂养有关的长期益处,例如儿童时期更好的认知发展,以及在以后的生活中降低肥胖和高血压的风险,支持了这一假设。但是,由于缺乏对与仅接受配方奶粉喂养的婴儿不同的新陈代谢过程的了解,预计可能的潜在机制很复杂并且可能难以解开。目的:我们的目的是研究婴儿喂养与血脂谱之间的关系,并在单独的数据集中验证特定的血脂,以便将少量血脂用作营养生物标志物。方法:我们使用直接输注高分辨率质谱法分析了从3个月大的剑桥婴儿生长研究(CBGS-1)收集的3.2毫米干血斑样品的脂质谱,该研究形成了研究队列。为了验证有效性,对两个样本集进行了简介:剑桥婴儿成长研究(CBGS-2)和妊娠结果预测研究(POPS)。比较了仅以母乳喂养,仅以配方奶喂养或以各种水平混合喂养的婴儿组之间的脂质谱。数据分析包括有监督的随机森林方法,结合分类和回归模式。脂质的选择基于迭代的向后消除程序,而不会影响分类模式下的分类错误。结论:通过这项研究,我们能够鉴定和验证三种脂质:PC(35:2),SM(36:2)和SM(39:1),它们可以在早期发育过程中共同用作婴儿营养的生物标志物。这些生物标志物可用于确定婴儿(3-6个月)是母乳喂养还是接受配方奶。

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