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阿尔茨海默病进展过程中代谢组的性别差异

Sex Differences in the Metabolome of Alzheimer's Disease Progression.

作者信息

Zarzar Tomás González, Lee Brian, Coughlin Rory, Kim Dokyoon, Shen Li, Hall Molly A

机构信息

Department of Veterinary and Biomedical Sciences, College of Agricultural Sciences, The Pennsylvania State University, University Park, PA, United States.

Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, United States.

出版信息

Front Radiol. 2022;2. doi: 10.3389/fradi.2022.782864. Epub 2022 Mar 14.

Abstract

Alzheimer's disease (AD) is the leading cause of dementia; however, men and women face differential AD prevalence, presentation, and progression risks. Characterizing metabolomic profiles during AD progression is fundamental to understand the metabolic disruptions and the biological pathways involved. However, outstanding questions remain of whether peripheral metabolic changes occur equally in men and women with AD. Here, we evaluated differential effects of metabolomic and brain volume associations between sexes. We used three cohorts from the Alzheimer's Disease Neuroimaging Initiative (ADNI), evaluated 1,368 participants, two metabolomic platforms with 380 metabolites in total, and six brain segment volumes. Using dimension reduction techniques, we took advantage of the correlation structure of the brain volume phenotypes and the metabolite concentration values to reduce the number of tests while aggregating relevant biological structures. Using WGCNA, we aggregated modules of highly co-expressed metabolites. On the other hand, we used partial least squares regression-discriminant analysis (PLS-DA) to extract components of brain volumes that maximally co-vary with AD diagnosis as phenotypes. We tested for differences in effect sizes between sexes in the association between single metabolite and metabolite modules with the brain volume components. We found five metabolite modules and 125 single metabolites with significant differences between sexes. These results highlight a differential lipid disruption in AD progression between sexes. Men showed a greater negative association of phosphatidylcholines and sphingomyelins and a positive association of VLDL and large LDL with AD progression. In contrast, women showed a positive association of triglycerides in VLDL and small and medium LDL with AD progression. Explicitly identifying sex differences in metabolomics during AD progression can highlight particular metabolic disruptions in each sex. Our research study and strategy can lead to better-tailored studies and better-suited treatments that take sex differences into account.

摘要

阿尔茨海默病(AD)是痴呆症的主要病因;然而,男性和女性面临着不同的AD患病率、临床表现和进展风险。表征AD进展过程中的代谢组学特征对于理解所涉及的代谢紊乱和生物途径至关重要。然而,AD男性和女性外周代谢变化是否同样发生仍存在突出问题。在此,我们评估了性别之间代谢组学与脑容量关联的差异效应。我们使用了来自阿尔茨海默病神经影像倡议(ADNI)的三个队列,评估了1368名参与者、两个代谢组学平台(共380种代谢物)和六个脑区体积。使用降维技术,我们利用脑容量表型和代谢物浓度值的相关结构来减少测试数量,同时汇总相关生物结构。使用加权基因共表达网络分析(WGCNA),我们汇总了高度共表达的代谢物模块。另一方面,我们使用偏最小二乘回归判别分析(PLS-DA)来提取与AD诊断作为表型最大程度共同变化的脑容量成分。我们测试了单一代谢物和代谢物模块与脑容量成分之间关联中性别效应大小的差异。我们发现五个代谢物模块和125种单一代谢物在性别之间存在显著差异。这些结果突出了AD进展过程中性别之间不同的脂质紊乱。男性显示磷脂酰胆碱和鞘磷脂与AD进展有更大的负相关,极低密度脂蛋白(VLDL)和大颗粒低密度脂蛋白(LDL)与AD进展有正相关。相比之下,女性显示VLDL中的甘油三酯以及中小颗粒LDL与AD进展有正相关。明确识别AD进展过程中代谢组学的性别差异可以突出每种性别的特定代谢紊乱。我们的研究和策略可以带来更好的针对性研究和更合适的治疗方法,同时考虑到性别差异。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4084/10365124/7f52cd455045/fradi-02-782864-g0001.jpg

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