Abnormal multimodal neuroimaging patterns associated with social deficits in male autism spectrum disorder

被引:0
|
作者
Wei, Long [1 ]
Xu, Xin [1 ]
Su, Yuwei [2 ]
Lan, Min [2 ]
Wang, Sifeng [2 ]
Zhong, Suyu [2 ]
机构
[1] Shandong Jianzhu Univ, Sch Comp Sci & Technol, Jinan, Peoples R China
[2] Beijing Univ Posts & Telecommun, Sch Artificial Intelligence, 10 Xitucheng Rd, Beijing 100083, Peoples R China
基金
美国国家科学基金会;
关键词
autism spectrum disorder; multimodal neuroimaging; social impairments; RESTING-STATE FMRI; SALIENCE NETWORK; CORPUS-CALLOSUM; BRAIN ACTIVITY; CHILDREN; CONNECTIVITY; ORGANIZATION; COGNITION; AGENESIS; BEHAVIOR;
D O I
10.1002/hbm.70017
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Atypical social impairments (i.e., impaired social cognition and social communication) are vital manifestations of autism spectrum disorder (ASD) patients, and the incidence rate of ASD is significantly higher in males than in females. Characterizing the atypical brain patterns underlying social deficits of ASD is significant for understanding the pathogenesis. However, there are no robust imaging biomarkers that are specific to ASD, which may be due to neurobiological complexity and limitations of single-modality research. To describe the multimodal brain patterns related to social deficits in ASD, we highlighted the potential functional role of white matter (WM) and incorporated WM functional activity and gray matter structure into multimodal fusion. Gray matter volume (GMV) and fractional amplitude of low-frequency fluctuations of WM (WM-fALFF) were combined by fusion analysis model adopting the social behavior. Our results revealed multimodal spatial patterns associated with Social Responsiveness Scale multiple scores in ASD. Specifically, GMV exhibited a consistent brain pattern, in which salience network and limbic system were commonly identified associated with all multiple social impairments. More divergent brain patterns in WM-fALFF were explored, suggesting that WM functional activity is more sensitive to ASD's complex social impairments. Moreover, brain regions related to social impairment may be potentially interconnected across modalities. Cross-site validation established the repeatability of our results. Our research findings contribute to understanding the neural mechanisms underlying social disorders in ASD and affirm the feasibility of identifying biomarkers from functional activity in WM. This work revealed the multimodal brain patterns (the salience network and limbic system) to explain the mechanism of autism spectrum disorder social impairment in gray matter (GM) structure and white matter (WM) function information, and WM functional activity was more sensitive to multiple social impairments than GM. image
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页数:13
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