Genomic structural equation modeling of impulsivity and risk-taking traits reveals three latent factors distinctly associated with brain structure and development.

Mari Shishikura, Lang Liu, Eric Yu, Rui Zhu, Laura Vilar-Ribó, Renata B Cupertino, Abraham A Palmer, Sandra Sanchez-Roige, Uku Vainik, Filip Morys, Ziv Gan-Or, Bratislav Misic, Alain Dagher
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Abstract

Background: Impulsivity is a multifaceted transdiagnostic trait that emerges in childhood. Research has identified genetic loci and brain systems associated with different facets of impulsivity and risk-taking. However, how these genetic underpinnings overlap across different facets, and how they are associated with brain development during childhood remain unknown.

Methods: Using genomic structural equation modeling on 17 impulsivity and risk-taking traits, we identified latent factors capturing overlapping genetic architecture. We then calculated polygenic scores for these factors using Adolescent Brain Cognitive Development Study data (N = 4,142) and examined their associations with brain structure, development, and behavior in children aged 9-14 years. Finally, we tested whether socioeconomic status modulated the associations between latent polygenic scores and brain structures.

Results: We identified three distinct genetic latent factors, which we label lack of self-control, reward drive, and sensation seeking. In children, polygenic scores for the three factors showed associations with distinct brain patterns: lack of self-control associated with reduced prefrontal cortical thickness, reward drive with increased subcortical cellular density, and sensation seeking with increased cortical surface area and white matter integrity. Longitudinally, lack of self-control predicted slower white matter development. The association between polygenetic score for lack of self-control and white matter mean diffusivity was modulated by socioeconomic status.

Conclusions: We identified three genetically distinct dimensions of impulsivity and risk-taking with separable neurodevelopmental origins. These genetic predispositions manifested as distinct brain patterns as early as ages 9-10. Environmental experience modulated some of the genetic effects on brain development.

冲动和冒险特征的基因组结构方程模型揭示了与大脑结构和发育明显相关的三个潜在因素。
背景:冲动是儿童时期出现的一种多面性特征,与多种精神疾病有关,如注意力缺陷/多动障碍和物质使用障碍。最近的基因组学和神经影像学研究已经确定了与冲动和冒险行为相关的基因位点和大脑系统。然而,这些基因基础如何在冲动和冒险的不同方面重叠,以及它们如何与早期发育期间的大脑形态相关联,仍然未知。方法:我们将基因组结构方程建模应用于17个冲动和冒险的GWAS数据集,以探索这些表型背后的重叠遗传结构。然后,我们计算了来自青少年大脑认知发展研究的4142名参与者的每个遗传潜在因素的多基因得分(pgs),并检查了每个因素在早期发育期间与大脑结构的关系。我们进一步测试了社会经济地位是否调节了pgs与大脑结构之间的联系。结果:我们确定了三个潜在的遗传因素,我们将其标记为缺乏自我控制,奖励驱动和寻求感觉。这些显示出与儿童晚期和青少年早期的大脑结构有明显的联系,以不同的方式与额叶皮层、皮层下细胞和白质结构有关。自我控制缺失的PGS与白质平均扩散度之间的关系受社会经济地位的调节。结论:我们的研究结果表明,冲动和冒险的遗传倾向早在9-10岁时就与大脑形态差异有关。我们还强调了捕捉这些特征的多维性质的重要性,以更好地了解它们的神经发育基础。
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