Assessment of Speech and Fine Motor Coordination in Children With Autism Spectrum Disorder

被引:22
|
作者
Talkar, Tanya [1 ,2 ]
Williamson, James R. [2 ]
Hannon, Daniel J. [2 ]
Rao, Hrishikesh M. [2 ]
Yuditskaya, Sophia [2 ]
Claypool, Kajal T. [2 ]
Sturim, Douglas [3 ]
Nowinski, Lisa [4 ]
Saro, Hannah [4 ]
Stamm, Carol [4 ]
Mody, Maria [5 ,6 ]
Mcdougle, Christopher J. [4 ]
Quatieri, Thomas F. [1 ,2 ]
机构
[1] Harvard Med Sch, Div Med Sci, Speech & Hearing Biosci & Technol, Boston, MA 02115 USA
[2] MIT, Lincoln Lab, Human Hlth & Performance Syst, Lexington, MA 02142 USA
[3] MIT, Artificial Intelligence Technol & Syst, Lincoln Lab, Lexington, MA 02142 USA
[4] Massachusetts Gen Hosp, Larie Ctr Autism, Lexington, MA 02421 USA
[5] Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
[6] Harvard Med Sch, Boston, MA 02115 USA
基金
美国国家卫生研究院;
关键词
Acoustic speech analysis; biomedical application; autism spectrum disorder; motor coordination; fine motor skills; LIP; COMMUNICATION; PATTERNS; JAW;
D O I
10.1109/ACCESS.2020.3007348
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Autism Spectrum Disorder (ASD) is a developmental disorder characterized by difficulty in communication, which includes a high incidence of speech production errors. We hypothesize that these errors are partly due to underlying deficits in motor coordination and control, which are also manifested in degraded fine motor control of facial expressions and purposeful hand movements. In this pilot study, we computed correlations of acoustic, video, and handwriting time-series derived from five children with ASD and five children with neurotypical development during speech and handwriting tasks. These correlations and eigenvalues derived from the correlations act as a proxy for motor coordination across articulatory, laryngeal, and respiratory speech production systems and for fine motor skills. We utilized features derived from these correlations to discriminate between children with and without ASD. Eigenvalues derived from these correlations highlighted differences in complexity of coordination across speech subsystems and during handwriting, and helped discriminate between the two subject groups. These results suggest differences in coupling within speech production and fine motor skill systems in children with ASD. Our long-term goal is to create a platform assessing motor coordination in children with ASD in order to track progress from speech and motor interventions administered by clinicians.
引用
收藏
页码:127535 / 127545
页数:11
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