Age-Related Reorganizational Changes in Modularity and Functional Connectivity of Human Brain Networks

被引:184
作者
Song, Jie [1 ,2 ]
Birn, Rasmus M. [3 ,4 ]
Boly, Melanie [3 ,5 ]
Meier, Timothy B. [1 ,6 ,7 ]
Nair, Veena A. [1 ]
Meyerand, Mary E. [1 ,2 ,4 ,6 ]
Prabhakaran, Vivek [1 ,3 ,4 ,5 ,6 ,8 ,9 ]
机构
[1] Univ Wisconsin, Dept Radiol, Madison, WI 53706 USA
[2] Univ Wisconsin, Dept Biomed Engn, 1300 Univ Ave, Madison, WI 53706 USA
[3] Univ Wisconsin, Dept Psychiat, Madison, WI 53706 USA
[4] Univ Wisconsin, Dept Med Phys, Madison, WI 53706 USA
[5] Univ Wisconsin, Dept Neurol, Madison, WI 53706 USA
[6] Univ Wisconsin, Neurosci Training Program, Madison, WI 53706 USA
[7] Laureate Inst Brain Res, Tulsa, OK USA
[8] Univ Wisconsin, Med Scientist Training Program, Madison, WI USA
[9] Univ Wisconsin, Dept Psychol, Madison, WI 53706 USA
关键词
aging; brain networks; default mode network; efficiency; graph theory; modularity; resting-state functional connectivity; sensorimotor network;
D O I
10.1089/brain.2014.0286
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The human brain undergoes both morphological and functional modifications across the human lifespan. It is important to understand the aspects of brain reorganization that are critical in normal aging. To address this question, one approach is to investigate age-related topological changes of the brain. In this study, we developed a brain network model using graph theory methods applied to the resting-state functional magnetic resonance imaging data acquired from two groups of normal healthy adults classified by age. We found that brain functional networks demonstrated modular organization in both groups with modularity decreased with aging, suggesting less distinct functional divisions across whole brain networks. Local efficiency was also decreased with aging but not with global efficiency. Besides these brain-wide observations, we also observed consistent alterations of network properties at the regional level in the elderly, particularly in two major functional networks-the default mode network (DMN) and the sensorimotor network. Specifically, we found that measures of regional strength, local and global efficiency of functional connectivity were increased in the sensorimotor network while decreased in the DMN with aging. These results indicate that global reorganization of brain functional networks may reflect overall topological changes with aging and that aging likely alters individual brain networks differently depending on the functional properties. Moreover, these findings highly correspond to the observation of decline in cognitive functions but maintenance of primary information processing in normal healthy aging, implying an underlying compensation mechanism evolving with aging to support higher-level cognitive functioning.
引用
收藏
页码:662 / 676
页数:15
相关论文
共 51 条
  • [11] Comparing community structure identification -: art. no. P09008
    Danon, L
    Díaz-Guilera, A
    Duch, J
    Arenas, A
    [J]. JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2005, : 219 - 228
  • [13] A Brain-Wide Study of Age-Related Changes in Functional Connectivity
    Geerligs, Linda
    Renken, Remco J.
    Saliasi, Emi
    Maurits, Natasha M.
    Lorist, Monicque M.
    [J]. CEREBRAL CORTEX, 2015, 25 (07) : 1987 - 1999
  • [14] Regional brain atrophy and functional disconnection across Alzheimer's disease evolution
    Gili, T.
    Cercignani, M.
    Serra, L.
    Perri, R.
    Giove, F.
    Maraviglia, B.
    Caltagirone, C.
    Bozzali, M.
    [J]. JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2011, 82 (01) : 58 - 66
  • [15] Altered Resting State Brain Networks in Parkinson's Disease
    Goettlich, Martin
    Muente, Thomas F.
    Heldmann, Marcus
    Kasten, Meike
    Hagenah, Johann
    Kraemer, Ulrike M.
    [J]. PLOS ONE, 2013, 8 (10):
  • [16] Modular structure facilitates mosaic evolution of the brain in chimpanzees and humans
    Gomez-Robles, Aida
    Hopkins, William D.
    Sherwood, Chet C.
    [J]. NATURE COMMUNICATIONS, 2014, 5
  • [17] Default-mode network activity distinguishes Alzheimer's disease from healthy aging: Evidence from functional MRI
    Greicius, MD
    Srivastava, G
    Reiss, AL
    Menon, V
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (13) : 4637 - 4642
  • [18] The worldwide air transportation network:: Anomalous centrality, community structure, and cities' global roles
    Guimerá, R
    Mossa, S
    Turtschi, A
    Amaral, LAN
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (22) : 7794 - 7799
  • [19] Imaging the default mode network in aging and dementia
    Hafkemeijer, Anne
    van der Grond, Jeroen
    Rombouts, Serge A. R. B.
    [J]. BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR BASIS OF DISEASE, 2012, 1822 (03): : 431 - 441
  • [20] Mapping the structural core of human cerebral cortex
    Hagmann, Patric
    Cammoun, Leila
    Gigandet, Xavier
    Meuli, Reto
    Honey, Christopher J.
    Wedeen, Van J.
    Sporns, Olaf
    [J]. PLOS BIOLOGY, 2008, 6 (07) : 1479 - 1493