Investigation of causal effects of blood metabolites on insomnia and circadian rhythm sleep wake disorders

Zheng Lv, Liyuan Huang, Yongfu Song, Yuejiao Lan, Shizhuo Sun, Yongji Wang, Yinan Ding, Xiaodan Lu
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Abstract

Insomnia (IS) and circadian rhythm sleep-wake disorders (CRSWD) are complex disorders with limited and unsatisfactory treatment options that can even cause some side effects. By analyzing blood metabolites to reveal underlying biological processes, studies of sleep and the complex interactions between its influencing factors can be elucidated. Therefore, we hope to bring new hope for the treatment of these diseases through blood metabolites.Investigating the causal link between blood metabolites and IS and CRSWD.A genome-wide association study (GWAS) for 486 metabolites was used as the exposure, whereas two different GWAS datasets for sleep disorders were the outcome, and all datasets were obtained from publicly available databases. We employed the standard inverse variance weighting (IVW) method for causal analysis, supported by the MR-Egger method, weighted median (WM) method, and MR-PRESSO method for sensitivity analysis to mitigate the impact of pleiotropy. Genetic correlation between IS, CRSWD, and blood metabolites was explored through linkage disequilibrium analysis (LDSC), while Multivariable MR analysis (MVMR) elucidated whether these metabolites exhibit a direct association with IS and CRSWD. Further, we conducted metabolic pathway analysis to identify the specific metabolites driving these relationships.Employing meticulous MVMR analysis, we have identified specific metabolites that independently influence IS, including 2-hydroxypalmitate (OR 2.95, 95%CI 1.05–8.31 P = 0.040), X-11786-Methylcysteine (OR = 0.25, 95%CI 0.08–0.76 P = 0.014), and salicylate (OR 0.89, 95%CI 0.83–0.95 P = 9 × 10–4). In the context of CRSWD, our findings reveal direct associations with metabolites such as carnitine (OR 0.02, 95%CI: 0.00–0.20, P = 0.002), levulinate (OR 0.06, 95%CI: 0.01–0.64, P = 0.020), p-cresol sulfate (OR 0.25, 95% CI: 0.09–0.67, P = 0.006), and X-14208-Phenylalanylserine (OR 0.36, 95% CI: 0.16–0.81, P = 0.014). These discoveries contribute to a nuanced understanding of the distinct metabolic signatures underlying IS and CRSWD.
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血液代谢物对失眠和昼夜节律睡眠觉醒障碍的因果效应研究
失眠(IS)和昼夜节律睡眠-觉醒障碍(CRSWD)是一种复杂的疾病,其治疗方法有限且效果不理想,甚至会产生一些副作用。通过分析血液代谢物来揭示潜在的生物过程,可以阐明睡眠及其影响因素之间复杂的相互作用。研究血液代谢物与IS和CRSWD之间的因果关系,以486种代谢物的全基因组关联研究(GWAS)为暴露,以两种不同的睡眠障碍GWAS数据集为结果,所有数据集均来自公开数据库。我们采用标准的反方差加权(IVW)方法进行因果分析,并辅以MR-Egger方法、加权中位数(WM)方法和MR-PRESSO方法进行敏感性分析,以减轻多效性的影响。我们通过连锁不平衡分析(LDSC)探讨了IS、CRSWD和血液代谢物之间的遗传相关性,而多变量磁共振分析(MVMR)则阐明了这些代谢物是否与IS和CRSWD有直接关联。通过细致的 MVMR 分析,我们确定了独立影响 IS 的特定代谢物,包括 2-羟基棕榈酸酯(OR 2.95,95%CI 1.05-8.31 P = 0.040)、X-11786-甲基半胱氨酸(OR = 0.25,95%CI 0.08-0.76 P = 0.014)和水杨酸酯(OR 0.89,95%CI 0.83-0.95 P = 9 × 10-4)。在 CRSWD 的背景下,我们的研究结果显示与肉碱(OR 0.02,95%CI:0.00-0.20,P = 0.002)、左旋肉碱(OR 0.06,95%CI:0.01-0.64,P = 0.020)、对甲酚硫酸盐(OR 0.25,95%CI:0.09-0.67,P = 0.006)和 X-14208-Phenylalanylserine (OR 0.36,95%CI:0.16-0.81,P = 0.014)。这些发现有助于深入了解 IS 和 CRSWD 的不同代谢特征。
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