Hiersche Kelly J, Saygin Zeynep M, Osher David E
Department of Psychology, The Ohio State University.
Center for Cognitive and Behavioral Brain Imaging, The Ohio State University, Columbus, OH, USA, 43215.
bioRxiv. 2025 Jul 14:2025.07.09.663763. doi: 10.1101/2025.07.09.663763.
Decades of neuroimaging have revealed that the functional organization of the brain is roughly consistent across individuals and at rest it is resembles group-level task-evoked networks. A fundamental assumption in the field is that the functional specialization of a brain region arises from its connections to the rest of the brain, but limitations in the amount of data that can be feasibly collected in a single individual, leaves open the question: Is the association between task activation and connectivity consistent across the brain and many cognitive tasks? To answer this question, we fit ridge regressions models to activation maps from 33 cognitive domains (generated with NeuroQuery) using resting-state functional connectivity data from the Human Connectome Project as the predictor. We examine how well functional connectivity fits activation and find that all regions and all cognitive domains have a very robust relationship between brain activity and connectivity. The tightest relationship exists for higher-order, domain-general cognitive functions. These results support the claim that connectivity is a general organizational principle of brain function by comprehensively testing this relationship in a large sample of individuals for a broad range of cognitive domains and provide a reference for future studies engaging in individualized predictive models.
数十年的神经影像学研究表明,大脑的功能组织在个体间大致一致,且在静息状态下类似于群体水平的任务诱发网络。该领域的一个基本假设是,大脑区域的功能特化源于其与大脑其他部分的连接,但在单个个体中可实际收集的数据量存在限制,这就留下了一个问题:任务激活与连接性之间的关联在整个大脑和众多认知任务中是否一致?为了回答这个问题,我们使用来自人类连接体计划的静息态功能连接数据作为预测因子,将岭回归模型拟合到来自33个认知领域(由NeuroQuery生成)的激活图上。我们研究功能连接对激活的拟合程度,发现所有区域和所有认知领域在大脑活动与连接性之间都存在非常稳健的关系。高阶、领域通用的认知功能存在最紧密的关系。这些结果通过在大量个体样本中对广泛的认知领域全面测试这种关系,支持了连接性是大脑功能的一般组织原则这一观点,并为未来开展个性化预测模型的研究提供了参考。