Weak network efficiency in young children with Autism Spectrum Disorder: Evidence from a functional near-infrared spectroscopy study

被引:39
作者
Li, Yanwei
Yu, Dongchuan
机构
[1] Southeast Univ, Key Lab Child Dev & Learning Sci, Minist Educ, Nanjing, Jiangsu, Peoples R China
[2] Southeast Univ, Res Ctr Learning Sci, Nanjing, Jiangsu, Peoples R China
关键词
Autism Spectrum Disorder; fNIRS; Clinical diagnosis; Network efficiency; Lobe-level connectivity; Right prefrontal cortex; CONNECTIVITY; INFANTS; ACTIVATION; BEHAVIOR; DEFICITS; AMYGDALA; FNIRS;
D O I
10.1016/j.bandc.2016.07.006
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Functional near infrared spectroscopy (fNIRS) is particularly suited for the young population and ecological measurement. However, thus far, not enough effort has been given to the clinical diagnosis of young children with Autism Spectrum Disorder (ASD) by using fNIRS. The current study provided some insights into the quantitative analysis of functional networks in young children (ages 4.8-8.0 years old) with and without ASD and, in particular, investigated the network efficiency and lobe-level connectivity of their functional networks while watching a cartoon. The main results included that: (i) Weak network efficiency was observed in young children with ASD, even for a wide range of threshold for the binarization of functional networks; (ii) A maximum classification accuracy rate of 83.3% was obtained for all participants by using the k-means clustering method with network efficiencies as the feature parameters; and (iii) Weak lobe-level inter-region connections were uncovered in the right prefrontal cortex, including its linkages with the left prefrontal cortex and the bilateral temporal cortex. Such results indicate that the right prefrontal cortex might make a major contribution to the psychopathology of young children with ASD at the functional network architecture level, and at the functional lobe-connectivity level, respectively. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:47 / 55
页数:9
相关论文
共 54 条
[1]   Efficiency and cost of economical brain functional networks [J].
Achard, Sophie ;
Bullmore, Edward T. .
PLOS COMPUTATIONAL BIOLOGY, 2007, 3 (02) :174-183
[2]   Functional connectivity magnetic resonance imaging classification of autism [J].
Anderson, Jeffrey S. ;
Nielsen, Jared A. ;
Froehlich, Alyson L. ;
DuBray, Molly B. ;
Druzgal, T. Jason ;
Cariello, Annahir N. ;
Cooperrider, Jason R. ;
Zielinski, Brandon A. ;
Ravichandran, Caitlin ;
Fletcher, P. Thomas ;
Alexander, Andrew L. ;
Bigler, Erin D. ;
Lange, Nicholas ;
Lainhart, Janet E. .
BRAIN, 2011, 134 :3739-3751
[3]   The orbitofrontal-amygdala circuit and self-regulation of social-emotional behavior in autism [J].
Bachevalier, J ;
Loveland, KA .
NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS, 2006, 30 (01) :97-117
[4]   White matter structure in autism: Preliminary evidence from diffusion tensor imaging [J].
Barnea-Goraly, N ;
Kwon, H ;
Menon, V ;
Eliez, S ;
Lotspeich, L ;
Reiss, AL .
BIOLOGICAL PSYCHIATRY, 2004, 55 (03) :323-326
[5]   State-dependent changes of connectivity patterns and functional brain network topology in autism spectrum disorder [J].
Barttfeld, Pablo ;
Wicker, Bruno ;
Cukier, Sebastian ;
Navarta, Silvana ;
Lew, Sergio ;
Leiguarda, Ramon ;
Sigman, Mariano .
NEUROPSYCHOLOGIA, 2012, 50 (14) :3653-3662
[6]   A big-world network in ASD: Dynamical connectivity analysis reflects a deficit in long-range connections and an excess of short-range connections [J].
Barttfeld, Pablo ;
Wicker, Bruno ;
Cukier, Sebastian ;
Navarta, Silvana ;
Lew, Sergio ;
Sigman, Mariano .
NEUROPSYCHOLOGIA, 2011, 49 (02) :254-263
[7]   Autism and abnormal development of brain connectivity [J].
Belmonte, MK ;
Allen, G ;
Beckel-Mitchener, A ;
Boulanger, LM ;
Carper, RA ;
Webb, SJ .
JOURNAL OF NEUROSCIENCE, 2004, 24 (42) :9228-9231
[8]   Twenty years of functional near-infrared spectroscopy: introduction for the special issue [J].
Boas, David A. ;
Elwell, Clare E. ;
Ferrari, Marco ;
Taga, Gentaro .
NEUROIMAGE, 2014, 85 :1-5
[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]   SYSTEM FOR LONG-TERM MEASUREMENT OF CEREBRAL BLOOD AND TISSUE OXYGENATION ON NEWBORN-INFANTS BY NEAR-INFRARED TRANS-ILLUMINATION [J].
COPE, M ;
DELPY, DT .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1988, 26 (03) :289-294