Department of Neurology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, 400014, China.
Department of Neurology, Children's Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, 400014, China.
Sleep Med. 2024 Feb;114:92-99. doi: 10.1016/j.sleep.2023.12.026. Epub 2023 Dec 28.
Sleep apnea is regarded as a significant global public health issue. The relationship between sleep apnea and nervous system diseases is intricate, yet the precise mechanism remains unclear.
In this study, we conducted a comprehensive analysis integrating the human brain proteome and transcriptome with sleep apnea genome-wide association study (GWAS), employing genome-wide association study (PWAS), transcriptome-wide association study (TWAS), Mendelian randomization (MR), and colocalization analysis to identify brain proteins associated with sleep apnea.
The discovery PWAS identified six genes (CNNM2, XRCC6, C3orf18, CSDC2, SQRDL, and DGUOK) whose altered protein abundances in the brain were found to be associated with sleep apnea. The independent confirmatory PWAS successfully replicated four out of these six genes (CNNM2, C3orf18, CSDC2, and SQRDL). The transcriptome level TWAS analysis further confirmed two out of the four genes (C3orf18 and CSDC2). The subsequent two-sample Mendelian randomization provided compelling causal evidence supporting the association of C3orf18, CSDC2, CNNM2, and SQRDL with sleep apnea. The co-localization analysis further supported the association between CSDC2 and sleep apnea (posterior probability of hypothesis 4 = 0.75).
In summary, the integration of brain proteomic and transcriptomic data provided multifaceted evidence supporting causal relationships between four specific brain proteins (CSDC2, C3orf18, CNNM2, and SQRDL) and sleep apnea. Our findings provide new insights into the molecular basis of sleep apnea in the brain, promising to advance understanding of its pathogenesis in future research.
睡眠呼吸暂停被认为是一个重大的全球公共卫生问题。睡眠呼吸暂停与神经系统疾病之间的关系错综复杂,但确切的机制仍不清楚。
本研究综合分析了人类大脑蛋白质组和转录组与睡眠呼吸暂停全基因组关联研究(GWAS)的数据,运用全基因组关联研究(PWAS)、转录组关联研究(TWAS)、孟德尔随机化(MR)和共定位分析来鉴定与睡眠呼吸暂停相关的大脑蛋白。
发现 PWAS 鉴定出六个基因(CNNM2、XRCC6、C3orf18、CSDC2、SQRDL 和 DGUOK),其大脑中蛋白质丰度的改变与睡眠呼吸暂停有关。独立的确认 PWAS 成功复制了这六个基因中的四个(CNNM2、C3orf18、CSDC2 和 SQRDL)。转录组水平的 TWAS 分析进一步证实了这四个基因中的两个(C3orf18 和 CSDC2)。随后的两样本孟德尔随机化提供了强有力的因果证据,支持 C3orf18、CSDC2、CNNM2 和 SQRDL 与睡眠呼吸暂停的关联。共定位分析进一步支持了 CSDC2 与睡眠呼吸暂停之间的关联(假设 4 的后验概率=0.75)。
总之,大脑蛋白质组和转录组数据的综合分析提供了多方面的证据,支持了四个特定大脑蛋白(CSDC2、C3orf18、CNNM2 和 SQRDL)与睡眠呼吸暂停之间的因果关系。我们的发现为睡眠呼吸暂停在大脑中的分子基础提供了新的见解,有望在未来的研究中推进对其发病机制的理解。