Autism Center, Child Mind Institute, 101 E 56Th Street, Third Floor, New York, NY, USA.
Department of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland.
Mol Autism. 2023 Feb 14;14(1):7. doi: 10.1186/s13229-022-00536-z.
Heterogeneous mental health outcomes during the COVID-19 pandemic are documented in the general population. Such heterogeneity has not been systematically assessed in youth with autism spectrum disorder (ASD) and related neurodevelopmental disorders (NDD). To identify distinct patterns of the pandemic impact and their predictors in ASD/NDD youth, we focused on pandemic-related changes in symptoms and access to services.
Using a naturalistic observational design, we assessed parent responses on the Coronavirus Health and Impact Survey Initiative (CRISIS) Adapted For Autism and Related neurodevelopmental conditions (AFAR). Cross-sectional AFAR data were aggregated across 14 European and North American sites yielding a clinically well-characterized sample of N = 1275 individuals with ASD/NDD (age = 11.0 ± 3.6 years; n females = 277). To identify subgroups with differential outcomes, we applied hierarchical clustering across eleven variables measuring changes in symptoms and access to services. Then, random forest classification assessed the importance of socio-demographics, pre-pandemic service rates, clinical severity of ASD-associated symptoms, and COVID-19 pandemic experiences/environments in predicting the outcome subgroups.
Clustering revealed four subgroups. One subgroup-broad symptom worsening only (20%)-included youth with worsening across a range of symptoms but with service disruptions similar to the average of the aggregate sample. The other three subgroups were, relatively, clinically stable but differed in service access: primarily modified services (23%), primarily lost services (6%), and average services/symptom changes (53%). Distinct combinations of a set of pre-pandemic services, pandemic environment (e.g., COVID-19 new cases, restrictions), experiences (e.g., COVID-19 Worries), and age predicted each outcome subgroup.
Notable limitations of the study are its cross-sectional nature and focus on the first six months of the pandemic.
Concomitantly assessing variation in changes of symptoms and service access during the first phase of the pandemic revealed differential outcome profiles in ASD/NDD youth. Subgroups were characterized by distinct prediction patterns across a set of pre- and pandemic-related experiences/contexts. Results may inform recovery efforts and preparedness in future crises; they also underscore the critical value of international data-sharing and collaborations to address the needs of those most vulnerable in times of crisis.
在普通人群中,有记录显示在 COVID-19 大流行期间存在不同的心理健康结果。在自闭症谱系障碍(ASD)和相关神经发育障碍(NDD)的年轻人中,尚未对这种异质性进行系统评估。为了确定 ASD/NDD 青少年受大流行影响的不同模式及其预测因素,我们专注于与大流行相关的症状变化和获得服务的机会。
我们使用自然观察设计,评估了家长对自闭症和相关神经发育障碍(AFAR)适应冠状病毒健康和影响调查倡议(CRISIS)的回答。跨越 14 个欧洲和北美地点的横断面 AFAR 数据汇总产生了一个临床特征良好的 N = 1275 名 ASD/NDD 个体样本(年龄= 11.0 ± 3.6 岁;女性 n = 277)。为了确定具有不同结果的亚组,我们在测量症状和获得服务的变化的十一个变量上应用了层次聚类。然后,随机森林分类评估了社会人口统计学、大流行前服务率、与 ASD 相关症状的临床严重程度以及 COVID-19 大流行经历/环境在预测结果亚组中的重要性。
聚类显示出四个亚组。一个亚组仅表现出广泛的症状恶化(20%)-包括症状范围广泛恶化但服务中断与总体样本平均值相似的年轻人。其他三个亚组则相对临床稳定,但在服务获取方面存在差异:主要是修改后的服务(23%)、主要失去的服务(6%)和平均服务/症状变化(53%)。大流行前服务、大流行环境(例如 COVID-19 新病例、限制)、经验(例如 COVID-19 担忧)和年龄的一组独特组合预测了每个结果亚组。
该研究的显著局限性在于其横断面性质和对大流行前六个月的重点关注。
同时评估大流行初期症状和服务获取变化的变化,揭示了 ASD/NDD 年轻人中不同的结果特征。亚组的特征是在一组大流行前和大流行相关的经验/背景下具有不同的预测模式。结果可能为未来危机中的恢复工作和准备提供信息;它们还强调了国际数据共享和合作的关键价值,以满足危机时期最脆弱人群的需求。