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孟德尔随机化综述:假设、方法及其在肥胖相关疾病中的应用

A Review of Mendelian Randomization: Assumptions, Methods, and Application to Obesity-Related Diseases.

作者信息

Lee Seungjae, Lee Woojoo

机构信息

Institute of Health and Environment, Seoul National University, Seoul, Korea.

Department of Public Health Sciences, Graduate School of Public Health, Seoul National University, Seoul, Korea.

出版信息

J Obes Metab Syndr. 2025 Jan 30;34(1):14-26. doi: 10.7570/jomes24031. Epub 2025 Jan 15.

DOI:10.7570/jomes24031
PMID:39809435
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11799604/
Abstract

Mendelian randomization (MR) is a statistical method that uses genetic variants as instrumental variables to estimate the causal effect of exposure on an outcome in the presence of unmeasured confounding. In this review, we argue that it is crucial to acknowledge the instrumental variable assumptions in MR analysis. We describe widely used MR methods, using an example from obesity-related metabolic disorders. We describe situations in which instrumental variable assumptions are violated and explain how to evaluate these violations and employ robust methods for accommodating such violations.

摘要

孟德尔随机化(MR)是一种统计方法,它使用基因变异作为工具变量,以估计在存在未测量混杂因素的情况下暴露对结局的因果效应。在本综述中,我们认为在MR分析中认识到工具变量假设至关重要。我们使用肥胖相关代谢紊乱的一个例子来描述广泛使用的MR方法。我们描述了工具变量假设被违反的情况,并解释如何评估这些违反情况以及采用稳健方法来应对此类违反情况。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aaaf/11799604/f9cb22fc331b/jomes-34-1-14-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aaaf/11799604/c4c9eec6557d/jomes-34-1-14-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aaaf/11799604/f9cb22fc331b/jomes-34-1-14-f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aaaf/11799604/c4c9eec6557d/jomes-34-1-14-f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aaaf/11799604/f9cb22fc331b/jomes-34-1-14-f2.jpg

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1
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本文引用的文献

1
A Modified Debiased Inverse-Variance Weighted Estimator in Two-Sample Summary-Data Mendelian Randomization.两样本汇总数据孟德尔随机化中修正的有偏倒数方差加权估计量。
Stat Med. 2024 Dec 20;43(29):5484-5496. doi: 10.1002/sim.10245. Epub 2024 Oct 25.
2
GENIUS-MAWII: for robust Mendelian randomization with many weak invalid instruments.GENIUS-MAWII:用于具有许多弱无效工具变量的稳健孟德尔随机化分析。
J R Stat Soc Series B Stat Methodol. 2024 Mar 14;86(4):1045-1067. doi: 10.1093/jrsssb/qkae024. eCollection 2024 Sep.
3
Towards more reliable non-linear mendelian randomization investigations.
迈向更可靠的非线性孟德尔随机化研究。
Eur J Epidemiol. 2024 May;39(5):447-449. doi: 10.1007/s10654-024-01121-9. Epub 2024 May 25.
4
Mammographic density mediates the protective effect of early-life body size on breast cancer risk.乳腺密度介导了生命早期体型大小对乳腺癌风险的保护作用。
Nat Commun. 2024 May 13;15(1):4021. doi: 10.1038/s41467-024-48105-7.
5
Body size and risk of colorectal cancer molecular defined subtypes and pathways: Mendelian randomization analyses.体型与结直肠癌分子定义亚型和途径风险:孟德尔随机化分析。
EBioMedicine. 2024 Mar;101:105010. doi: 10.1016/j.ebiom.2024.105010. Epub 2024 Feb 12.
6
Mendelian randomization.孟德尔随机化
Nat Rev Methods Primers. 2022 Feb 10;2. doi: 10.1038/s43586-021-00092-5.
7
Evaluating the effect of metabolic traits on oral and oropharyngeal cancer risk using Mendelian randomization.采用孟德尔随机化方法评估代谢特征对口腔和口咽癌风险的影响。
Elife. 2023 Apr 12;12:e82674. doi: 10.7554/eLife.82674.
8
Proteome-wide Mendelian randomization implicates nephronectin as an actionable mediator of the effect of obesity on COVID-19 severity.全蛋白质组孟德尔随机化研究提示,肾病蛋白聚糖作为肥胖对 COVID-19 严重程度影响的可操作介质。
Nat Metab. 2023 Feb;5(2):248-264. doi: 10.1038/s42255-023-00742-w. Epub 2023 Feb 20.
9
Effects of general and central adiposity on circulating lipoprotein, lipid, and metabolite levels in UK Biobank: A multivariable Mendelian randomization study.英国生物银行中总体和中心性肥胖对循环脂蛋白、脂质和代谢物水平的影响:一项多变量孟德尔随机化研究
Lancet Reg Health Eur. 2022 Jul 6;21:100457. doi: 10.1016/j.lanepe.2022.100457. eCollection 2022 Oct.
10
Obesity and risk of female reproductive conditions: A Mendelian randomisation study.肥胖与女性生殖情况的风险:一项孟德尔随机化研究。
PLoS Med. 2022 Feb 1;19(2):e1003679. doi: 10.1371/journal.pmed.1003679. eCollection 2022 Feb.