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首页> 外文期刊>International Journal of Epidemiology: Official Journal of the International Epidemiological Association >The causal effect of malaria on stunting: A Mendelian randomization and matching approach
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The causal effect of malaria on stunting: A Mendelian randomization and matching approach

机译:疟疾对发育迟缓的因果关系:孟德尔随机匹配法

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摘要

Background Previous studies on the association of malaria and stunted growth delivered inconsistent results. These conflicting results may be due to different levels of confounding and to considerable difficulties in elucidating a causal relationship. Randomized experiments are impractical and previous observational studies have not fully controlled for potential confounding including nutritional deficiencies, breastfeeding habits, other infectious diseases and socioeconomic status. Methods This study aims to estimate the causal effect between malaria episodes and stunted growth by applying a combination of Mendelian randomization, using the sickle cell trait, and matching. We demonstrate the method on a cohort of children in the Ashanti Region, Ghana. Results We found that the risk of stunting increases by 0.32 (P-value: 0.004, 95% CI: 0.09, 1.0) for every malaria episode. The risk estimate based on Mendelian randomization substantially differs from the multiple regression estimate of 0.02 (P-value: 0.02, 95% CI: 0.003, 0.03). In addition, based on the sensitivity analysis, our results were reasonably insensitive to unmeasured confounders. Conclusions The method applied in this study indicates a causal relationship between malaria and stunting in young children in an area of high endemicity and demonstrates the usefulness of the sickle cell trait as an instrument for the analysis of conditions that might be causally related to malaria.
机译:背景先前有关疟疾和发育迟缓相关性的研究结果不一致。这些矛盾的结果可能是由于混杂程度不同以及在阐明因果关系时遇到了相当大的困难。随机实验是不切实际的,并且先前的观察性研究尚未完全控制包括营养缺乏症,母乳喂养习惯,其他传染病和社会经济状况在内的潜在混杂因素。方法:本研究旨在通过结合孟德尔随机化,镰状细胞特征和匹配来评估疟疾发作与发育不良之间的因果关系。我们在加纳的阿散蒂地区的一群儿童中演示了该方法。结果我们发现,每一次疟疾发作的发育迟缓风险都会增加0.32(P值:0.004,95%CI:0.09,1.0)。基于孟德尔随机化的风险估计与0.02的多元回归估计有很大不同(P值:0.02、95%CI:0.003、0.03)。此外,基于敏感性分析,我们的结果对未测混杂因素相当不敏感。结论本研究中使用的方法表明,疟疾与特发性高发地区幼儿的发育迟缓之间存在因果关系,并证明了镰状细胞性状作为分析可能与疟疾有关的疾病状况的工具的有用性。

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