School of Psychiatry, University of New South Wales, Sydney, NSW, Australia.
Mental Health Research Unit, South Western Sydney Local Health District, Liverpool, Australia.
Sci Rep. 2022 Mar 1;12(1):3416. doi: 10.1038/s41598-022-07399-7.
Individuals with autism spectrum disorder (ASD) have heterogeneous comorbid conditions. This study examined whether comorbid conditions in ASD are associated with polygenic risk scores (PRS) of ASD or PRS of comorbid conditions in non-ASD specific populations. Genome-wide single nucleotide polymorphism (SNP) data were obtained from 1386 patients with ASD from the Autism Genetic Resource Exchange (AGRE) study. After excluding individuals with missing clinical information concerning comorbid conditions, a total of 707 patients were included in the study. A total of 18 subgroups of comorbid conditions ('topics') were identified using a machine learning algorithm, topic modeling. PRS for ASD were computed using a genome-wide association meta-analysis of 18,381 cases and 27,969 controls. From these 18 topics, Topic 6 (over-represented by allergies) (p = 1.72 × 10) and Topic 17 (over-represented by sensory processing issues such as low pain tolerance) (p = 0.037) were associated with PRS of ASD. The associations between these two topics and the multi-locus contributors to their corresponding comorbid conditions based on non-ASD specific populations were further explored. The results suggest that these two topics were not associated with the PRS of allergies and chronic pain disorder, respectively. Note that characteristics of the present AGRE sample and those samples used in the original GWAS for ASD, allergies, and chronic pain disorder, may differ due to significant clinical heterogeneity that exists in the ASD population. Additionally, the AGRE sample may be underpowered and therefore insensitive to weak PRS associations due to a relatively small sample size. Findings imply that susceptibility genes of ASD may contribute more to the occurrence of allergies and sensory processing issues in individuals with ASD, compared with the susceptibility genes for their corresponding phenotypes in non-ASD individuals. Since these comorbid conditions (i.e., allergies and pain sensory issues) may not be attributable to the corresponding comorbidity-specific biological factors in non-ASD individuals, clinical management for these comorbid conditions may still depend on treatments for core symptoms of ASD.
自闭症谱系障碍(ASD)患者存在异质共病情况。本研究旨在探讨 ASD 患者的共病情况是否与 ASD 的多基因风险评分(PRS)或非 ASD 特定人群共病的 PRS 相关。从自闭症基因资源交换(AGRE)研究中获得了 1386 名 ASD 患者的全基因组单核苷酸多态性(SNP)数据。在排除了与共病情况相关的临床信息缺失的个体后,共有 707 名患者纳入研究。使用机器学习算法(主题建模)识别了 18 个共病亚组(“主题”)。使用包含 18381 例病例和 27969 例对照的全基因组关联荟萃分析计算 ASD 的 PRS。在这 18 个主题中,主题 6(过敏发生率较高)(p=1.72×10)和主题 17(感官处理问题发生率较高,如低痛阈)(p=0.037)与 ASD 的 PRS 相关。进一步探讨了这两个主题与非 ASD 特定人群中多基因贡献者之间的关联。结果表明,这两个主题与过敏和慢性疼痛障碍的 PRS 分别无关。需要注意的是,由于 ASD 人群存在显著的临床异质性,AGRE 样本的特征与 ASD、过敏和慢性疼痛障碍的原始 GWAS 样本的特征可能不同。此外,由于样本量相对较小,AGRE 样本可能功能不足,因此对较弱的 PRS 关联不敏感。研究结果表明,与非 ASD 个体中相应表型的易感基因相比,ASD 的易感基因可能更多地导致 ASD 患者过敏和感官处理问题的发生。由于这些共病情况(即过敏和疼痛感觉问题)在非 ASD 个体中可能与相应的共病特异性生物学因素无关,因此这些共病情况的临床管理可能仍依赖于 ASD 核心症状的治疗。