Pediatrics and Developmental Neuroscience Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD, 20892, USA.
Department of Speech and Hearing Sciences, Washington State University, Spokane, WA, 99202, USA.
J Neurodev Disord. 2018 Jan 5;10(1):1. doi: 10.1186/s11689-017-9222-9.
Adaptive behavior, or the ability to function independently in ones' environment, is a key phenotypic construct in autism spectrum disorder (ASD). Few studies of the development of adaptive behavior during preschool to school-age are available, though existing data demonstrate that the degree of ability and impairment associated with ASD, and how it manifests over time, is heterogeneous. Growth mixture models are a statistical technique that can help parse this heterogeneity in trajectories.
Data from an accelerated longitudinal natural history study (n = 105 children with ASD) were subjected to growth mixture model analysis. Children were assessed up to four times between the ages of 3 to 7.99 years.
The best fitting model comprised two classes of trajectory on the Adaptive Behavior Composite score of the Vineland Adaptive Behavior Scale, Second Edition-a low and decreasing trajectory (73% of the sample) and a moderate and stable class (27%).
These results partially replicate the classes observed in a previous study of a similarly characterized sample, suggesting that developmental trajectory may indeed serve as a phenotype. Further, the ability to predict which trajectory a child is likely to follow will be useful in planning for clinical trials.
适应行为,或在环境中独立运作的能力,是自闭症谱系障碍(ASD)的一个关键表型结构。目前可用的关于学龄前到学龄期期间适应行为发展的研究较少,但现有数据表明,与 ASD 相关的能力和损伤程度,以及其随时间的表现,存在异质性。增长混合模型是一种可以帮助分析轨迹中这种异质性的统计技术。
对一项加速纵向自然史研究(n=105 名 ASD 儿童)的数据进行了增长混合模型分析。儿童在 3 至 7.99 岁之间接受了多达四次评估。
最佳拟合模型由两个轨迹类别组成,即第二版 Vineland 适应行为量表的适应行为综合得分——低且下降的轨迹(样本的 73%)和中等且稳定的轨迹(27%)。
这些结果部分复制了在具有类似特征的样本的先前研究中观察到的类别,表明发育轨迹确实可以作为一个表型。此外,预测儿童可能遵循的轨迹的能力将有助于规划临床试验。