Altered functional and structural brain network organization in autism

被引:296
|
作者
Rudie, J. D. [1 ,2 ,3 ]
Brown, J. A. [2 ,4 ]
Beck-Pancer, D. [1 ]
Hernandez, L. M. [1 ]
Dennis, E. L. [2 ,5 ]
Thompson, P. M. [5 ,6 ]
Bookheimer, S. Y. [4 ,6 ]
Dapretto, M. [1 ,6 ]
机构
[1] Univ Calif Los Angeles, Brain Mapping Ctr, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, Interdept Neurosci Program, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, David Geffen Sch Med, Los Angeles, CA 90095 USA
[4] Univ Calif Los Angeles, Ctr Cognit Neurosci, Los Angeles, CA 90095 USA
[5] Univ Calif Los Angeles, Dept Neurol, Lab Neuro Imaging, Los Angeles, CA 90095 USA
[6] Univ Calif Los Angeles, Semel Inst Neurosci & Human Behav, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90095 USA
关键词
Resting-state functional connectivity; Diffusion tensor imaging; Graph theory; Brain networks; Autism spectrum disorders; SMALL-WORLD; DEFAULT MODE; ANATOMICAL NETWORKS; COMMUNITY STRUCTURE; CONNECTIVITY MRI; FRONTAL-CORTEX; GLOBAL SIGNAL; SCALE-FREE; SPECTRUM; ANTICORRELATIONS;
D O I
10.1016/j.nicl.2012.11.006
中图分类号
R445 [影像诊断学];
学科分类号
100207 ;
摘要
Structural and functional underconnectivity have been reported for multiple brain regions, functional systems, and white matter tracts in individuals with autism spectrum disorders (ASD). Although recent developments in complex network analysis have established that the brain is a modular network exhibiting small-world properties, network level organization has not been carefully examined in ASD. Here we used resting-state functional MRI (n=42 ASD, n=37 typically developing; TD) to show that children and adolescents with ASD display reduced short and long-range connectivity within functional systems (i.e., reduced functional integration) and stronger connectivity between functional systems (i.e., reduced functional segregation), particularly in default and higher-order visual regions. Using graph theoretical methods, we show that pairwise group differences in functional connectivity are reflected in network level reductions in modularity and clustering (local efficiency), but shorter characteristic path lengths (higher global efficiency). Structural networks, generated from diffusion tensor MRI derived fiber tracts (n=51 ASD, n=43 TD), displayed lower levels of white matter integrity yet higher numbers of fibers. TD and ASD individuals exhibited similar levels of correlation between raw measures of structural and functional connectivity (n=35 ASD, n=35 TD). However, a principal component analysis combining structural and functional network properties revealed that the balance of local and global efficiency between structural and functional networks was reduced in ASD, positively correlated with age, and inversely correlated with ASD symptom severity. Overall, our findings suggest that modeling the brain as a complex network will be highly informative in unraveling the biological basis of ASD and other neuropsychiatric disorders. (C) 2012 The Authors. Published by Elsevier Inc. Open access under CC BY license.
引用
收藏
页码:79 / 94
页数:16
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