Department of Psychology, University of, Wisconsin-Madison, 1202 W. Johnson Street, Madison, WI, 53706, USA.
Waisman Center, University of Wisconsin-Madison, Madison, USA.
J Neurodev Disord. 2023 Aug 31;15(1):30. doi: 10.1186/s11689-023-09498-6.
ADHD polygenic scores (PGSs) have been previously shown to predict ADHD outcomes in several studies. However, ADHD PGSs are typically correlated with ADHD but not necessarily reflective of causal mechanisms. More research is needed to elucidate the neurobiological mechanisms underlying ADHD. We leveraged functional annotation information into an ADHD PGS to (1) improve the prediction performance over a non-annotated ADHD PGS and (2) test whether volumetric variation in brain regions putatively associated with ADHD mediate the association between PGSs and ADHD outcomes.
Data were from the Philadelphia Neurodevelopmental Cohort (N = 555). Multiple mediation models were tested to examine the indirect effects of two ADHD PGSs-one using a traditional computation involving clumping and thresholding and another using a functionally annotated approach (i.e., AnnoPred)-on ADHD inattention (IA) and hyperactivity-impulsivity (HI) symptoms, via gray matter volumes in the cingulate gyrus, angular gyrus, caudate, dorsolateral prefrontal cortex (DLPFC), and inferior temporal lobe.
A direct effect was detected between the AnnoPred ADHD PGS and IA symptoms in adolescents. No indirect effects via brain volumes were detected for either IA or HI symptoms. However, both ADHD PGSs were negatively associated with the DLPFC.
The AnnoPred ADHD PGS was a more developmentally specific predictor of adolescent IA symptoms compared to the traditional ADHD PGS. However, brain volumes did not mediate the effects of either a traditional or AnnoPred ADHD PGS on ADHD symptoms, suggesting that we may still be underpowered in clarifying brain-based biomarkers for ADHD using genetic measures.
先前的几项研究表明,ADHD 多基因评分(PGS)可预测 ADHD 的结局。然而,ADHD PGS 通常与 ADHD 相关,但不一定反映因果机制。需要更多的研究来阐明 ADHD 的神经生物学机制。我们利用功能注释信息构建了一个 ADHD PGS,(1)提高了对非注释 ADHD PGS 的预测性能,(2)检验了与 ADHD 相关的脑区体积变化是否介导了 PGSs 与 ADHD 结局之间的关联。
数据来自费城神经发育队列(N=555)。采用多元中介模型检验了两种 ADHD PGS 的间接效应,一种是使用传统的聚类和阈值计算方法,另一种是使用功能注释方法(即 AnnoPred),通过扣带回、角回、尾状核、背外侧前额叶皮质(DLPFC)和颞下回的灰质体积,研究 ADHD 注意力不集中(IA)和多动冲动(HI)症状与 ADHD 之间的关系。
在青少年中,AnnoPred ADHD PGS 与 IA 症状之间存在直接效应。IA 或 HI 症状均未通过脑体积检测到间接效应。然而,两种 ADHD PGS 都与 DLPFC 呈负相关。
与传统的 ADHD PGS 相比,AnnoPred ADHD PGS 是青少年 IA 症状更具发育特异性的预测因子。然而,大脑体积并没有介导传统或 AnnoPred ADHD PGS 对 ADHD 症状的影响,这表明我们可能仍然没有足够的能力使用遗传测量来阐明 ADHD 的基于大脑的生物标志物。