Sex differences in the flexibility of dynamic network reconfiguration of autism spectrum disorder based on multilayer network

被引:0
作者
Gao, Le [1 ,2 ]
Cao, Yabo [1 ,2 ]
Zhang, Yigeng [3 ]
Liu, Junfeng [4 ]
Zhang, Tao [1 ,2 ]
Zhou, Rongjuan [5 ]
Guo, Xiaonan [1 ,2 ]
机构
[1] Yanshan Univ, Sch Informat Sci & Engn, Qinhuangdao 066004, Hebei, Peoples R China
[2] Yanshan Univ, Hebei Key Lab Informat Transmiss & Signal Proc, Qinhuangdao 066004, Hebei, Peoples R China
[3] Univ Houston, Dept Comp Sci, Houston, TX 77204 USA
[4] Sichuan Univ, West China Hosp, Dept Neurol, Chengdu 610041, Peoples R China
[5] Matern & Child Hlth Hosp Qinhuangdao, Qinhuangdao, Hebei, Peoples R China
基金
中国国家自然科学基金;
关键词
Autism spectrum disorder; Dynamic network reconfiguration; Functional magnetic resonance imaging; Sex differences; Multilayer network; FUNCTIONAL CONNECTIVITY; BRAIN NETWORKS; WORD-RECOGNITION; DEFAULT; ADULTS; ORGANIZATION; SEGREGATION; PATTERNS; SALIENCE; CHILDREN;
D O I
10.1007/s11682-024-00907-5
中图分类号
R445 [影像诊断学];
学科分类号
100207 ;
摘要
Dynamic network reconfiguration alterations in the autism spectrum disorder (ASD) brain have been frequently reported. However, since the prevalence of ASD in males is approximately 3.8 times higher than that in females, and previous studies of dynamic network reconfiguration of ASD have predominantly used male samples, it is unclear whether sex differences exist in dynamic network reconfiguration in ASD. This study used resting-state functional magnetic resonance imaging data from the Autism Brain Imaging Data Exchange database, which included balanced samples of 64 males and 64 females with ASD, along with 64 demographically-matched typically developing control (TC) males and 64 TC females. The multilayer network analysis was used to explore the flexibility of dynamic network reconfiguration. The two-way analysis of variance was further performed to examine the sex-related changes in ASD in flexibility of dynamic network reconfiguration. A diagnosis-by-sex interaction effect was identified in the cingulo-opercular network (CON), central executive network (CEN), salience network (SN), and subcortical network (SUB). Compared with TC females, females with ASD showed lower flexibility in CON, CEN, SN, and SUB. The flexibility of CEN and SUB in males with ASD was higher than that in females with ASD. In addition, the flexibility of CON, CEN, SN, and SUB predicted the severity of social communication impairments and stereotyped behaviors and restricted interests only in females with ASD. These findings highlight significant sex differences in the flexibility of dynamic network reconfiguration in ASD and emphasize the importance of further study of sex differences in future ASD research.
引用
收藏
页码:1172 / 1185
页数:14
相关论文
共 87 条
[1]   Patterns of Atypical Functional Connectivity and Behavioral Links in Autism Differ Between Default, Salience, and Executive Networks [J].
Abbott, Angela E. ;
Nair, Aarti ;
Keown, Christopher L. ;
Datko, Michael ;
Jahedi, Afrooz ;
Fishman, Inna ;
Muller, Ralph-Axel .
CEREBRAL CORTEX, 2016, 26 (10) :4034-4045
[2]   Tracking Whole-Brain Connectivity Dynamics in the Resting State [J].
Allen, Elena A. ;
Damaraju, Eswar ;
Plis, Sergey M. ;
Erhardt, Erik B. ;
Eichele, Tom ;
Calhoun, Vince D. .
CEREBRAL CORTEX, 2014, 24 (03) :663-676
[3]  
American Psychiatric Association, 2022, Diagnostic and statistical manual of mental disorders: DSM-5TM, DOI 10.1176/appi.books.9780890425596
[4]   Network neuroscience [J].
Bassett, Danielle S. ;
Sporns, Olaf .
NATURE NEUROSCIENCE, 2017, 20 (03) :353-364
[5]   Robust detection of dynamic community structure in networks [J].
Bassett, Danielle S. ;
Porter, Mason A. ;
Wymbs, Nicholas F. ;
Grafton, Scott T. ;
Carlson, Jean M. ;
Mucha, Peter J. .
CHAOS, 2013, 23 (01)
[6]   Dynamic reconfiguration of human brain networks during learning [J].
Bassett, Danielle S. ;
Wymbs, Nicholas F. ;
Porter, Mason A. ;
Mucha, Peter J. ;
Carlson, Jean M. ;
Grafton, Scott T. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (18) :7641-7646
[7]   Positive affect, surprise, and fatigue are correlates of network flexibility [J].
Betzel, Richard F. ;
Satterthwaite, Theodore D. ;
Gold, Joshua I. ;
Bassett, Danielle S. .
SCIENTIFIC REPORTS, 2017, 7
[8]   Dynamic reconfiguration of frontal brain networks during executive cognition in humans [J].
Braun, Urs ;
Schaefer, Axel ;
Walter, Henrik ;
Erk, Susanne ;
Romanczuk-Seiferth, Nina ;
Haddad, Leila ;
Schweiger, Janina I. ;
Grimm, Oliver ;
Heinz, Andreas ;
Tost, Heike ;
Meyer-Lindenberg, Andreas ;
Bassett, Danielle S. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (37) :11678-11683
[9]   Anticorrelations in resting state networks without global signal regression [J].
Chai, Xiaoqian J. ;
Castanon, Alfonso Nieto ;
Oenguer, Dost ;
Whitfield-Gabrieli, Susan .
NEUROIMAGE, 2012, 59 (02) :1420-1428
[10]   Excessive Functional Coupling With Less Variability Between Salience and Default Mode Networks in Autism Spectrum Disorder [J].
Chen, Ya-Yun ;
Uljarevic, Mirko ;
Neal, Joshua ;
Greening, Steven ;
Yim, Hyungwook ;
Lee, Tae-Ho .
BIOLOGICAL PSYCHIATRY-COGNITIVE NEUROSCIENCE AND NEUROIMAGING, 2022, 7 (09) :876-884