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首页> 外文期刊>PLOS Neglected Tropical Diseases >Penalized regression models to select biomarkers of environmental enteric dysfunction associated with linear growth acquisition in a Peruvian birth cohort
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Penalized regression models to select biomarkers of environmental enteric dysfunction associated with linear growth acquisition in a Peruvian birth cohort

机译:惩罚性回归模型,用于选择与秘鲁出生队列中的线性生长获得相关的环境肠道功能障碍的生物标志物

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摘要

Childhood undernutrition is widespread throughout the world and has severe, long-lasting health impacts. Substances measured in blood, urine and stool could be used as biomarkers to identify children undergoing growth failure before these impacts occur. However, it is not yet known which of the many markers that can be identified are accurate and clinically useful predictors of poor growth in infants and children. This study used a large number of candidate biomarkers of immune activation, metabolism and hormones and applied statistical methods to narrow them down from 110 different substances, to the 36 best predictors of growth in 258 Peruvian infants. It also estimated how large the effect of each of these markers was on height two months later. The biomarker with the largest effect was transferrin, a glycoprotein that can be measured in blood samples. 15-month old children with elevated transferrin were around two thirds of a centimeter taller on average at 17 months than those with low levels. Transferrin and other proteins, glycoproteins, hormones and antibodies that this study identified, can be measured easily and affordably in standard laboratories making them feasible to be used broadly as prognostic markers as part of child health and nutrition programs in under-resourced settings.
机译:儿童营养不良在世界各地都很普遍,对健康产生了严重而持久的影响。血液,尿液和粪便中测得的物质可用作生物标记,以在这些影响发生之前识别经历生长衰竭的儿童。然而,尚不清楚可被鉴定的许多标记中的哪一个是婴儿和儿童生长不良的准确且临床有用的预测指标。这项研究使用了大量的免疫激活,代谢和激素候选生物标志物,并采用统计学方法将其范围从110种不同的物质缩小到258名秘鲁婴儿的36种最佳生长预测指标。它还估计了两个月后每种标记对身高的影响有多大。影响最大的生物标志物是转铁蛋白,一种可以在血样中测量的糖蛋白。与低水平儿童相比,转铁蛋白升高的15个月大儿童在17个月时平均高出一个厘米三分之二。这项研究发现的转铁蛋白和其他蛋白质,糖蛋白,激素和抗体可以在标准实验室中轻松,经济地进行测量,从而使其成为资源贫乏地区儿童健康和营养计划的一部分而广泛用作预后指标的可行性。

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