Causal inference in health and disease: a review of the principles and applications of Mendelian randomization.

IF 5.1 1区 医学 Q1 ENDOCRINOLOGY & METABOLISM Journal of Bone and Mineral Research Pub Date : 2024-10-29 DOI:10.1093/jbmr/zjae136
Catherine E Lovegrove, Sarah A Howles, Dominic Furniss, Michael V Holmes
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Abstract

Mendelian randomization (MR) is a genetic epidemiological technique that uses genetic variation to infer causal relationships between modifiable exposures and outcome variables. Conventional observational epidemiological studies are subject to bias from a range of sources; MR analyses can offer an advantage in that they are less prone to bias as they use genetic variants inherited at conception as "instrumental variables", which are proxies of an exposure. However, as with all research tools, MR studies must be carefully designed to yield valuable insights into causal relationships between exposures and outcomes, and to avoid biased or misleading results that undermine the validity of the causal inferences drawn from the study. In this review, we outline Mendel's laws of inheritance, the assumptions and principles that underlie MR, MR study designs and methods, and how MR analyses can be applied and reported. Using the example of serum phosphate concentrations on liability to kidney stone disease we illustrate how MR estimates may be visualized and, finally, we contextualize MR in bone and mineral research including exemplifying how this technique could be employed to inform clinical studies and future guidelines concerning BMD and fracture risk. This review provides a framework to enhance understanding of how MR may be used to triangulate evidence and progress research in bone and mineral metabolism as we strive to infer causal effects in health and disease.

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健康与疾病的因果推断:孟德尔随机化原理与应用综述。
孟德尔随机化(Mendelian randomization,MR)是一种遗传流行病学技术,它利用遗传变异来推断可改变的暴露与结果变量之间的因果关系。传统的观察性流行病学研究会受到来自多方面的偏差影响;而孟德尔随机分析的优势在于,它将受孕时遗传的基因变异作为暴露的 "工具变量",不易产生偏差。然而,与所有研究工具一样,MR 研究必须经过精心设计,才能对暴露与结果之间的因果关系产生有价值的见解,并避免出现有偏差或误导性的结果,从而破坏研究得出的因果推论的有效性。在本综述中,我们将概述孟德尔的遗传定律、MR 的假设和原理、MR 研究的设计和方法,以及如何应用和报告 MR 分析。我们以血清磷酸盐浓度对肾结石疾病易感性的影响为例,说明了如何将 MR 估计值可视化,最后,我们介绍了 MR 在骨骼和矿物质研究中的应用,包括举例说明如何利用这一技术为临床研究和未来有关骨矿物质密度和骨折风险的指南提供信息。这篇综述提供了一个框架,让我们进一步了解如何利用磁共振来三角测量证据,并在骨和矿物质代谢研究中取得进展,因为我们正努力推断健康和疾病的因果效应。
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来源期刊
Journal of Bone and Mineral Research
Journal of Bone and Mineral Research 医学-内分泌学与代谢
CiteScore
11.30
自引率
6.50%
发文量
257
审稿时长
2 months
期刊介绍: The Journal of Bone and Mineral Research (JBMR) publishes highly impactful original manuscripts, reviews, and special articles on basic, translational and clinical investigations relevant to the musculoskeletal system and mineral metabolism. Specifically, the journal is interested in original research on the biology and physiology of skeletal tissues, interdisciplinary research spanning the musculoskeletal and other systems, including but not limited to immunology, hematology, energy metabolism, cancer biology, and neurology, and systems biology topics using large scale “-omics” approaches. The journal welcomes clinical research on the pathophysiology, treatment and prevention of osteoporosis and fractures, as well as sarcopenia, disorders of bone and mineral metabolism, and rare or genetically determined bone diseases.
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