Edge-Community Entropy is a Novel Neural Correlate of Aging and Moderator of Fluid Cognition

认知 心理学 模块化(生物学) 熵(时间箭头) 认知心理学 神经科学 连接体 人工智能 计算机科学 功能连接 生物 遗传学 量子力学 物理
作者
Anita Shankar,Jacob Tanner,Tianrui Mao,Richard F. Betzel,Ruchika Shaurya Prakash
出处
期刊:The Journal of Neuroscience [Society for Neuroscience]
卷期号:44 (25): e1701232024-e1701232024 被引量:1
标识
DOI:10.1523/jneurosci.1701-23.2024
摘要

Decreased neuronal specificity of the brain in response to cognitive demands (i.e., neural dedifferentiation) has been implicated in age-related cognitive decline. Investigations into functional connectivity analogs of these processes have focused primarily on measuring segregation of nonoverlapping networks at rest. Here, we used an edge-centric network approach to derive entropy, a measure of specialization, from spatially overlapping communities during cognitive task fMRI. Using Human Connectome Project Lifespan data (713 participants, 36-100 years old, 55.7% female), we characterized a pattern of nodal despecialization differentially affecting the medial temporal lobe and limbic, visual, and subcortical systems. At the whole-brain level, global entropy moderated declines in fluid cognition across the lifespan and uniquely covaried with age when controlling for the network segregation metric modularity. Importantly, relationships between both metrics (entropy and modularity) and fluid cognition were age dependent, although entropy's relationship with cognition was specific to older adults. These results suggest entropy is a potentially important metric for examining how neurological processes in aging affect functional specialization at the nodal, network, and whole-brain level.

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