How Does Aging Affect Whole-brain Functional Network Connectivity? Evidence from An ICA Method

被引:0
|
作者
Du, Yuhui [1 ]
Guo, Yating [1 ]
Calhoun, Vince D. [2 ]
机构
[1] Shanxi Univ, Sch Comp & Informat Technol, Taiyuan, Peoples R China
[2] Emory Univ, Georgia State Univ, Georgia Inst Technol, Triinst Ctr Translat Res Neuroimaging & Data Sci, Atlanta, GA 30322 USA
基金
中国国家自然科学基金;
关键词
OLDER-ADULTS; AGE; DEFAULT;
D O I
10.1109/EMBC40787.2023.10340189
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Many studies have shown that changes in the functional connectivity are diverse along with aging. However, few studies have addressed how aging affects connectivity among large-scale brain networks, and it is challenging to examine gradual aging trajectories from middle adulthood to old age. In this work, based on large-sample fMRI data from 6300 subjects aged between 49 to 73 years, we apply an independent component analysis-based method called NeuroMark to extract brain functional networks and their connectivity (i.e., functional network connectivity (FNC)), and then propose a two-level statistical analysis method to explore robust aging-related changes in functional network connectivity. We found that the enhanced FNCs mainly occur between different functional domains, involving the default mode and cognitive control networks, while the reduced FNCs come from not only between different domains but also within the same domain, primarily relating to the visual network, cognitive control network and cerebellum. Our results emphasize the diversity of brain aging and provide new evidence for non-pathological aging of the whole brain.
引用
收藏
页数:4
相关论文
共 50 条
  • [31] Combing Graph Convolutional Network and Whole-Brain Functional Connectivity Network to Identify Individuals With Major Depressive Disorder
    Qin, Kun
    Lei, Du
    Zhu, Ziyu
    Pan, Nanfang
    Ji, Shiyu
    Gong, Qiyong
    [J]. INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2021, 168 : S144 - S145
  • [32] A Hierarchical Method for Whole-Brain Connectivity-Based Parcellation
    Moreno-Dominguez, David
    Anwander, Alfred
    Knoesche, Thomas R.
    [J]. HUMAN BRAIN MAPPING, 2014, 35 (10) : 5000 - 5025
  • [33] Individualized prediction of trait self-control from whole-brain functional connectivity
    Ren, Zhiting
    Sun, Jiangzhou
    Liu, Cheng
    Li, Xinyue
    Li, Xianrui
    Li, Xinyi
    Liu, Zeqing
    Bi, Taiyong
    Qiu, Jiang
    [J]. PSYCHOPHYSIOLOGY, 2023, 60 (04)
  • [34] Changes in whole-brain functional networks and memory performance in aging
    Sala-Llonch, Roser
    Junque, Carme
    Arenaza-Urquijo, Eider M.
    Vidal-Pineiro, Didac
    Valls-Pedret, Cinta
    Palacios, Eva M.
    Domenech, Sara
    Salva, Antoni
    Bargallo, Nuria
    Bartres-Faz, David
    [J]. NEUROBIOLOGY OF AGING, 2014, 35 (10) : 2193 - 2202
  • [35] A Neural Marker of Obsessive-Compulsive Disorder from Whole-Brain Functional Connectivity
    Yu Takagi
    Yuki Sakai
    Giuseppe Lisi
    Noriaki Yahata
    Yoshinari Abe
    Seiji Nishida
    Takashi Nakamae
    Jun Morimoto
    Mitsuo Kawato
    Jin Narumoto
    Saori C Tanaka
    [J]. Scientific Reports, 7
  • [36] Enhanced dynamic functional connectivity (whole-brain chronnectome) in chess experts
    Premi, Enrico
    Gazzina, Stefano
    Diano, Matteo
    Girelli, Andrea
    Calhoun, Vince D.
    Iraji, Armin
    Gong, Qiyong
    Li, Kaiming
    Cauda, Franco
    Gasparotti, Roberto
    Padovani, Alessandro
    Borroni, Barbara
    Magoni, Mauro
    [J]. SCIENTIFIC REPORTS, 2020, 10 (01)
  • [37] A Comprehensive Study of Whole-Brain Functional Connectivity in Children and Young Adults
    Jolles, Dietsje D.
    van Buchem, Mark A.
    Crone, Eveline A.
    Rombouts, Serge A. R. B.
    [J]. CEREBRAL CORTEX, 2011, 21 (02) : 385 - 391
  • [38] Chronic Morphine Leaves a Durable Fingerprint on Whole-Brain Functional Connectivity
    Sourty, Marion
    Liberti, Cedric Champagnol-Di
    Nasseef, Md Taufiq
    Welsch, Lola
    Noblet, Vincent
    Darcq, Emmanuel
    Kieffer, Brigitte L.
    [J]. BIOLOGICAL PSYCHIATRY, 2024, 96 (09) : 708 - 716
  • [39] Enhanced dynamic functional connectivity (whole-brain chronnectome) in chess experts
    Enrico Premi
    Stefano Gazzina
    Matteo Diano
    Andrea Girelli
    Vince D. Calhoun
    Armin Iraji
    Qiyong Gong
    Kaiming Li
    Franco Cauda
    Roberto Gasparotti
    Alessandro Padovani
    Barbara Borroni
    Mauro Magoni
    [J]. Scientific Reports, 10
  • [40] The most relevant human brain regions for functional connectivity: Evidence for a dynamical workspace of binding nodes from whole-brain computational modelling
    Deco, Gustavo
    Van Hartevelt, Tim J.
    Fernandes, Henrique M.
    Stevner, Angus
    Kringelbach, Morten L.
    [J]. NEUROIMAGE, 2017, 146 : 197 - 210