华中科技大学学报(自然科学版)2024,Vol.52Issue(5):76-82,7.DOI:10.13245/j.hust.240164
多层脑功能网络与单层脑功能网络的对比研究
Comparative study on multilayer brain functional network and single-layer brain functional network
摘要
Abstract
To explore the connections and differences between multilayer brain functional network and single-layer brain functional network,the resting-state functional magnetic resonance imaging(rs-fMRI)data of 34 healthy individuals were collected.The single-layer network and multilayer network model were constructed respectively,and community detection was performed.The differences in module division,the connections between network topology metrics and classification of brain nodes were analyzed between multilayer brain functional network and single-layer brain functional network.Research results show that the quantity and quality of modules in the multilayer network are significantly higher than those in the single-layer network.There are significant correlations between the network topology metrics of the two models.The multilayer network divides the brain nodes into 21 provincial hubs,49 connector non-hubs and 20 peripheral non-hubs.It is shown that the multilayer network has unique advantages in the study of brain dynamics.The multilayer network reveals the modular characteristics of brain functions and provides important ideas and methods for in-depth understanding of brain dynamics.关键词
多层网络/单层网络/社区检测/网络拓扑指标/大脑动态性Key words
multilayer network/single-layer network/community detection/network topology metrics/brain dynamics分类
医药卫生引用本文复制引用
柯铭,许迪,王常亮,刘光耀..多层脑功能网络与单层脑功能网络的对比研究[J].华中科技大学学报(自然科学版),2024,52(5):76-82,7.基金项目
国家自然科学基金资助项目(61966023,82160326). (61966023,82160326)