Institute for Systems Biology, Seattle, WA, USA.
School of Health Sciences, Purdue University, West Lafayette, IN, USA.
Commun Biol. 2022 Oct 8;5(1):1074. doi: 10.1038/s42003-022-04011-6.
Dysregulation of sphingomyelin and ceramide metabolism have been implicated in Alzheimer's disease. Genome-wide and transcriptome-wide association studies have identified various genes and genetic variants in lipid metabolism that are associated with Alzheimer's disease. However, the molecular mechanisms of sphingomyelin and ceramide disruption remain to be determined. We focus on the sphingolipid pathway and carry out multi-omics analyses to identify central and peripheral metabolic changes in Alzheimer's patients, correlating them to imaging features. Our multi-omics approach is based on (a) 2114 human post-mortem brain transcriptomics to identify differentially expressed genes; (b) in silico metabolic flux analysis on context-specific metabolic networks identified differential reaction fluxes; (c) multimodal neuroimaging analysis on 1576 participants to associate genetic variants in sphingomyelin pathway with Alzheimer's disease pathogenesis; (d) plasma metabolomic and lipidomic analysis to identify associations of lipid species with dysregulation in Alzheimer's; and (e) metabolite genome-wide association studies to define receptors within the pathway as a potential drug target. We validate our hypothesis in amyloidogenic APP/PS1 mice and show prolonged exposure to fingolimod alleviated synaptic plasticity and cognitive impairment in mice. Our integrative multi-omics approach identifies potential targets in the sphingomyelin pathway and suggests modulators of S1P metabolism as possible candidates for Alzheimer's disease treatment.
鞘磷脂和神经酰胺代谢失调与阿尔茨海默病有关。全基因组和转录组关联研究已经确定了各种与阿尔茨海默病相关的脂质代谢基因和遗传变异。然而,鞘磷脂和神经酰胺破坏的分子机制仍有待确定。我们专注于鞘脂代谢途径,并进行多组学分析,以确定阿尔茨海默病患者的中枢和外周代谢变化,并将其与影像学特征相关联。我们的多组学方法基于:(a) 2114 个人类死后大脑转录组学,以鉴定差异表达的基因;(b) 基于特定代谢网络的计算代谢通量分析,以鉴定差异反应通量;(c) 对 1576 名参与者进行多模态神经影像学分析,以将鞘磷脂途径中的遗传变异与阿尔茨海默病的发病机制相关联;(d) 对血浆代谢组学和脂质组学分析,以鉴定脂质种类与阿尔茨海默病失调的关联;以及 (e) 代谢物全基因组关联研究,以确定该途径内的受体作为潜在的药物靶点。我们在淀粉样前体蛋白/早老素 1 (APP/PS1) 小鼠中验证了我们的假设,并表明长期暴露于 fingolimod 可减轻小鼠的突触可塑性和认知障碍。我们的综合多组学方法确定了鞘磷脂途径中的潜在靶点,并表明 S1P 代谢调节剂可能是阿尔茨海默病治疗的候选药物。