Section for Clinical Mass Spectrometry, Danish Center for Neonatal Screening, Department of Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark.
The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark.
BMC Med. 2024 Jul 19;22(1):302. doi: 10.1186/s12916-024-03516-7.
The prevalence of autism in Denmark has been increasing, reaching 1.65% among 10-year-old children, and similar trends are seen elsewhere. Although there are several factors associated with autism, including genetic, environmental, and prenatal factors, the molecular etiology of autism is largely unknown. Here, we use untargeted metabolomics to characterize the neonatal metabolome from dried blood spots collected shortly after birth.
We analyze the metabolomic profiles of a subset of a large Danish population-based cohort (iPSYCH2015) consisting of over 1400 newborns, who later are diagnosed with autism and matching controls and in two Swedish population-based cohorts comprising over 7000 adult participants. Mass spectrometry analysis was performed by a timsTOF Pro operated in QTOF mode, using data-dependent acquisition. By applying an untargeted metabolomics approach, we could reproducibly measure over 800 metabolite features.
We detected underlying molecular perturbations across several metabolite classes that precede autism. In particular, the cyclic dipeptide cyclo-leucine-proline (FDR-adjusted p = 0.003) and the carnitine-related 5-aminovaleric acid betaine (5-AVAB) (FDR-adjusted p = 0.03), were associated with an increased probability for autism, independently of known prenatal and genetic risk factors. Analysis of genetic and dietary data in adults revealed that 5-AVAB was associated with increased habitual dietary intake of dairy (FDR-adjusted p < 0.05) and with variants near SLC22A4 and SLC22A5 (p < 5.0e - 8), coding for a transmembrane carnitine transporter protein involved in controlling intracellular carnitine levels.
Cyclo-leucine-proline and 5-AVAB are associated with future diagnosis of autism in Danish neonates, both representing novel early biomarkers for autism. 5-AVAB is potentially modifiable and may influence carnitine homeostasis.
丹麦自闭症的患病率一直在上升,在 10 岁儿童中达到 1.65%,其他地方也有类似的趋势。尽管自闭症与包括遗传、环境和产前因素在内的几个因素有关,但自闭症的分子病因在很大程度上仍是未知的。在这里,我们使用非靶向代谢组学来描述出生后不久从干血斑中采集的新生儿代谢组。
我们分析了由一个大型丹麦基于人群的队列(iPSYCH2015)中的一个亚组的代谢组学图谱,该队列由 1400 多名新生儿组成,他们后来被诊断为自闭症,并与对照组和两个瑞典基于人群的队列(包括 7000 多名成年参与者)相匹配。质谱分析由 timsTOF Pro 在 QTOF 模式下进行,采用数据依赖采集。通过应用非靶向代谢组学方法,我们可以可重复地测量超过 800 种代谢物特征。
我们在几个代谢物类别中检测到了自闭症之前存在的潜在分子扰动。特别是,环状二肽环亮氨酸-脯氨酸(经 FDR 调整的 p=0.003)和肉碱相关的 5-氨基戊酸甜菜碱(5-AVAB)(经 FDR 调整的 p=0.03)与自闭症的发生概率增加有关,独立于已知的产前和遗传风险因素。对成年人的遗传和饮食数据进行分析表明,5-AVAB 与增加习惯性摄入乳制品有关(经 FDR 调整的 p<0.05),并且与 SLC22A4 和 SLC22A5 附近的变体有关(p<5.0e-8),编码一种参与控制细胞内肉碱水平的跨膜肉碱转运蛋白。
环亮氨酸-脯氨酸和 5-AVAB 与丹麦新生儿未来的自闭症诊断有关,两者均代表自闭症的新型早期生物标志物。5-AVAB 是潜在可改变的,可能影响肉碱的动态平衡。