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个性化的功能脑网络拓扑结构与年轻人认知的个体差异有关。

Personalized functional brain network topography is associated with individual differences in youth cognition.

机构信息

Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, PA, 19104, USA.

Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, 19104, USA.

出版信息

Nat Commun. 2023 Dec 18;14(1):8411. doi: 10.1038/s41467-023-44087-0.

Abstract

Individual differences in cognition during childhood are associated with important social, physical, and mental health outcomes in adolescence and adulthood. Given that cortical surface arealization during development reflects the brain's functional prioritization, quantifying variation in the topography of functional brain networks across the developing cortex may provide insight regarding individual differences in cognition. We test this idea by defining personalized functional networks (PFNs) that account for interindividual heterogeneity in functional brain network topography in 9-10 year olds from the Adolescent Brain Cognitive Development℠ Study. Across matched discovery (n = 3525) and replication (n = 3447) samples, the total cortical representation of fronto-parietal PFNs positively correlates with general cognition. Cross-validated ridge regressions trained on PFN topography predict cognition in unseen data across domains, with prediction accuracy increasing along the cortex's sensorimotor-association organizational axis. These results establish that functional network topography heterogeneity is associated with individual differences in cognition before the critical transition into adolescence.

摘要

儿童期认知的个体差异与青少年和成年期的重要社会、身体和心理健康结果有关。鉴于皮质表面的面积在发育过程中反映了大脑的功能优先级,量化功能大脑网络在发育中的皮质表面的拓扑结构的变化可能会提供关于认知个体差异的见解。我们通过定义个性化功能网络 (PFN) 来检验这一观点,该网络考虑了来自青少年大脑认知发展研究中的 9-10 岁儿童的功能大脑网络拓扑中的个体间异质性。在匹配的发现 (n = 3525) 和复制 (n = 3447) 样本中,额顶 PFN 的总皮质表示与一般认知呈正相关。在跨领域的未见过数据上进行的基于 PFN 拓扑的交叉验证岭回归预测认知,预测准确性沿着皮质的感觉运动关联组织轴增加。这些结果表明,功能网络拓扑异质性与青春期前的认知个体差异有关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5c3/10728159/0ef6c6dd8b28/41467_2023_44087_Fig1_HTML.jpg

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