Michael Cleanthis, Taxali Aman, Angstadt Mike, Kardan Omid, Weigard Alexander, Molloy M Fiona, McCurry Katherine L, Hyde Luke W, Heitzeg Mary M, Sripada Chandra
Department of Psychology, University of Michigan, Ann Arbor, MI 48109, USA.
Department of Psychiatry, University of Michigan, Ann Arbor, MI 48109, USA.
PNAS Nexus. 2024 Sep 18;3(9):pgae412. doi: 10.1093/pnasnexus/pgae412. eCollection 2024 Sep.
Socioeconomic resources (SER) calibrate the developing brain to the current context, which can confer or attenuate risk for psychopathology across the lifespan. Recent multivariate work indicates that SER levels powerfully relate to intrinsic functional connectivity patterns across the entire brain. Nevertheless, the neuroscientific meaning of these widespread neural differences remains poorly understood, despite its translational promise for early risk identification, targeted intervention, and policy reform. In the present study, we leverage graph theory to precisely characterize multivariate and univariate associations between SER across household and neighborhood contexts and the intrinsic functional architecture of brain regions in 5,821 youth (9-10 years) from the Adolescent Brain Cognitive Development Study. First, we establish that decomposing the brain into profiles of integration and segregation captures more than half of the multivariate association between SER and functional connectivity with greater parsimony (100-fold reduction in number of features) and interpretability. Second, we show that the topological effects of SER are not uniform across the brain; rather, higher SER levels are associated with greater integration of somatomotor and subcortical systems, but greater segregation of default mode, orbitofrontal, and cerebellar systems. Finally, we demonstrate that topological associations with SER are spatially patterned along the unimodal-transmodal gradient of brain organization. These findings provide critical interpretive context for the established and widespread associations between SER and brain organization. This study highlights both higher-order and somatomotor networks that are differentially implicated in environmental stress, disadvantage, and opportunity in youth.
社会经济资源(SER)使发育中的大脑适应当前环境,这可能在整个生命周期中赋予或减轻精神病理学风险。最近的多变量研究表明,SER水平与全脑的内在功能连接模式密切相关。然而,尽管这些广泛的神经差异在早期风险识别、靶向干预和政策改革方面具有转化前景,但其神经科学意义仍知之甚少。在本研究中,我们利用图论精确表征了来自青少年大脑认知发展研究的5821名9至10岁青少年家庭和邻里环境中的SER与脑区内在功能结构之间的多变量和单变量关联。首先,我们确定将大脑分解为整合和分离特征能够以更高的简约性(特征数量减少100倍)和可解释性捕捉SER与功能连接之间多变量关联的一半以上。其次,我们表明SER的拓扑效应在全脑并不均匀;相反,较高的SER水平与躯体运动和皮层下系统的更大整合相关,但与默认模式、眶额和小脑系统的更大分离相关。最后,我们证明与SER的拓扑关联沿大脑组织的单峰-跨模态梯度呈空间模式分布。这些发现为已确立且广泛存在的SER与大脑组织之间的关联提供了关键的解释背景。本研究突出了在青少年环境压力、劣势和机会中存在差异关联的高阶和躯体运动网络。