Department of Clinical, Educational and Health Psychology, University College London, London, UK.
Medical Research Council Integrative Epidemiology Unit, Bristol Medical School, University of Bristol, Bristol, UK.
Int J Epidemiol. 2021 May 17;50(2):496-509. doi: 10.1093/ije/dyaa214.
Attention-deficit/hyperactivity disorder (ADHD) and body mass index (BMI) are associated. However, it remains unclear whether this association reflects causal relationships in either direction or confounding. Here, we implemented genetically informed methods to examine bidirectional causality and potential confounding.
Three genetically informed methods were employed: (i) cross-lagged twin-differences analyses to assess bidirectional effects of ADHD symptoms and BMI at ages 8, 12, 14 and 16 years in 2386 pairs of monozygotic twins from the Twins Early Development Study (TEDS); (ii) within- and between-family ADHD and BMI polygenic score (PS) analyses in 3320 pairs of dizygotic TEDS twins; and (iii) two-sample bidirectional Mendelian randomization (MR) using summary statistics from genome-wide association studies (GWAS) on ADHD (N = 55,374) and BMI (N = 806,834).
Mixed results were obtained across the three methods. Twin-difference analyses provided little support for cross-lagged associations between ADHD symptoms and BMI over time. PS analyses were consistent with bidirectional relationships between ADHD and BMI, with plausible time-varying effects from childhood to adolescence. MR findings also suggested bidirectional causal effects between ADHD and BMI. Multivariable MR indicated the presence of substantial confounding in bidirectional relationships.
The three methods converged to highlight multiple sources of confounding in the association between ADHD and BMI. PS and MR analyses suggested plausible causal relationships in both directions. Possible explanations for mixed causal findings across methods are discussed.
注意力缺陷多动障碍(ADHD)和体重指数(BMI)相关。然而,目前尚不清楚这种关联是否反映了任一方向的因果关系或混杂因素。在这里,我们实施了遗传信息方法来检查双向因果关系和潜在的混杂因素。
采用三种遗传信息方法:(i)在双胞胎早期发育研究(TEDS)中,对 2386 对同卵双胞胎在 8、12、14 和 16 岁时的 ADHD 症状和 BMI 进行交叉滞后双胞胎差异分析,以评估双向影响;(ii)在 TEDS 的 3320 对异卵双胞胎中进行 ADHD 和 BMI 多基因评分(PS)的个体内和个体间分析;(iii)使用 ADHD(N=55374)和 BMI(N=806834)全基因组关联研究(GWAS)的汇总统计数据进行两样本双向孟德尔随机化(MR)。
三种方法得出的结果不一致。双胞胎差异分析对 ADHD 症状和 BMI 之间随时间变化的交叉关联提供的支持较少。PS 分析与 ADHD 和 BMI 之间的双向关系一致,具有从儿童期到青春期的合理时变效应。MR 结果也表明 ADHD 和 BMI 之间存在双向因果效应。多变量 MR 表明双向关系中存在大量混杂因素。
三种方法的结果一致,强调了 ADHD 和 BMI 之间关联中的多种混杂来源。PS 和 MR 分析表明两个方向都存在合理的因果关系。讨论了对方法之间混合因果发现的可能解释。