Increased wiring cost during development is driven by long-range cortical, but not subcortical connections

被引:5
作者
Ma, Zilu [1 ]
Tu, Wenyu [2 ]
Zhang, Nanyin [1 ,2 ]
机构
[1] Penn State Univ, Dept Biomed Engn, University Pk, PA 16802 USA
[2] Penn State Univ, Huck Inst Life Sci, Neurosci Program, University Pk, PA 16802 USA
关键词
Brain development; Adolescence; Resting-state functional connectivity; Wiring cost; Awake rat; RAT-BRAIN; FUNCTIONAL CONNECTIVITY; NETWORKS; CORTEX; ORGANIZATION; ARCHITECTURE; VOLUME; ATLAS; MOUSE; MRI;
D O I
10.1016/j.neuroimage.2020.117463
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The brain undergoes a protracted, metabolically expensive maturation process from childhood to adulthood. Therefore, it is crucial to understand how network cost is distributed among different brain systems as the brain matures. To address this issue, here we examined developmental changes in wiring cost and brain network topology using resting-state functional magnetic resonance imaging (rsfMRI) data longitudinally collected in awake rats from the juvenile age to adulthood. We found that the wiring cost increased in the vast majority of cortical connections but decreased in most subcortico-subcortical connections. Importantly, the developmental increase in wiring cost was dominantly driven by long-range cortical, but not subcortical connections, which was consistent with more pronounced increase in network integration in the cortical network. These results collectively indicate that there is a non-uniform distribution of network cost as the brain matures, and network resource is dominantly consumed for the development of the cortex, but not subcortex from the juvenile age to adulthood.
引用
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页数:11
相关论文
共 73 条
[1]  
[Anonymous], 2011, Networks of the brain
[2]   Development of BOLD signal hemodynamic responses in the human brain [J].
Arichi, Tomoki ;
Fagiolo, Gianlorenzo ;
Varela, Marta ;
Melendez-Calderon, Alejandro ;
Allievi, Alessandro ;
Merchant, Nazakat ;
Tusor, Nora ;
Counsell, Serena J. ;
Burdet, Etienne ;
Beckmann, Christian F. ;
Edwards, A. David .
NEUROIMAGE, 2012, 63 (02) :663-673
[3]   Robust Reproducible Resting State Networks in the Awake Rodent Brain [J].
Becerra, Lino ;
Pendse, Gautam ;
Chang, Pei-Ching ;
Bishop, James ;
Borsook, David .
PLOS ONE, 2011, 6 (10)
[4]   The Organization of Mouse and Human Cortico-Hippocampal Networks Estimated by Intrinsic Functional Connectivity [J].
Bergmann, Eyal ;
Zur, Gil ;
Bershadsky, Guy ;
Kahn, Itamar .
CEREBRAL CORTEX, 2016, 26 (12) :4497-4512
[5]   Imaging brain development: The adolescent brain [J].
Blakemore, Sarah-Jayne .
NEUROIMAGE, 2012, 61 (02) :397-406
[6]   Early postnatal development of rat brain: In vivo diffusion tensor imaging [J].
Bockhorst, K. H. ;
Narayana, P. A. ;
Liu, R. ;
Vijjula, P. Ahobila ;
Ramu, J. ;
Kamel, M. ;
Wosik, J. ;
Bockhorst, T. ;
Hahn, K. ;
Hasan, K. M. ;
Perez-Polo, J. R. .
JOURNAL OF NEUROSCIENCE RESEARCH, 2008, 86 (07) :1520-1528
[7]   SYNAPTOGENESIS IN THE PREFRONTAL CORTEX OF RHESUS-MONKEYS [J].
BOURGEOIS, JP ;
GOLDMANRAKIC, PS ;
RAKIC, P .
CEREBRAL CORTEX, 1994, 4 (01) :78-96
[8]   The economy of brain network organization [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2012, 13 (05) :336-349
[9]   Complex brain networks: graph theoretical analysis of structural and functional systems [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2009, 10 (03) :186-198
[10]   A quantitative magnetic resonance histology atlas of postnatal rat brain development with regional estimates of growth and variability [J].
Calabrese, Evan ;
Badea, Alexandra ;
Watson, Charles ;
Johnson, G. Allan .
NEUROIMAGE, 2013, 71 :196-206