认知老化
认知
神经科学
认知功能衰退
心理学
脑老化
因果推理
白质
推论
功能连接
认知心理学
计算机科学
人工智能
痴呆
医学
疾病
病理
磁共振成像
放射科
作者
Mario Lavanga,Johanna Stumme,Bahar Hazal Yalçınkaya,J. Fousek,Christiane Jockwitz,Hiba Sheheitli,Nóra Bittner,Meysam Hashemi,Spase Petkoski,Svenja Caspers,Viktor Jirsa
出处
期刊:NeuroImage
[Elsevier BV]
日期:2023-10-20
卷期号:283: 120403-120403
被引量:21
标识
DOI:10.1016/j.neuroimage.2023.120403
摘要
The mechanisms of cognitive decline and its variability during healthy aging are not fully understood, but have been associated with reorganization of white matter tracts and functional brain networks. Here, we built a brain network modeling framework to infer the causal link between structural connectivity and functional architecture and the consequent cognitive decline in aging. By applying in-silico interhemispheric degradation of structural connectivity, we reproduced the process of functional dedifferentiation during aging. Thereby, we found the global modulation of brain dynamics by structural connectivity to increase with age, which was steeper in older adults with poor cognitive performance. We validated our causal hypothesis via a deep-learning Bayesian approach. Our results might be the first mechanistic demonstration of dedifferentiation during aging leading to cognitive decline.
科研通智能强力驱动
Strongly Powered by AbleSci AI