Dong Ruocheng, Darst Burcu F, Deming Yuetiva, Ma Yue, Lu Qiongshi, Zetterberg Henrik, Blennow Kaj, Carlsson Cynthia M, Johnson Sterling C, Asthana Sanjay, Engelman Corinne D
Department of Population Health Sciences University of Wisconsin School of Medicine and Public Health Madison Wisconsin USA.
Center for Genetic Epidemiology Keck School of Medicine University of Southern California Los Angeles California USA.
Alzheimers Dement (Amst). 2021 May 1;13(1):e12167. doi: 10.1002/dad2.12167. eCollection 2021.
Cerebrospinal fluid (CSF) total tau (t-tau) and phosphorylated tau (p-tau) are biomarkers of Alzheimer's disease (AD), yet much is unknown about AD-associated changes in tau metabolism and tau tangle etiology.
We assessed the variation of t-tau and p-tau explained by 38 previously identified CSF metabolites using linear regression models in middle-age controls from the Wisconsin Alzheimer's Disease Research Center, and predicted AD/mild cognitive impairment (MCI) versus an independent set of older controls using metabolites selected by the least absolute shrinkage and selection operator (LASSO).
The 38 CSF metabolites explained 70.3% and 75.7% of the variance in t-tau and p-tau, respectively. Of these, seven LASSO-selected metabolites improved the prediction ability of AD/MCI versus older controls (area under the curve score increased from 0.92 to 0.97 and 0.78 to 0.93) compared to the base model.
These tau-correlated CSF metabolites increase AD/MCI prediction accuracy and may provide insight into tau tangle etiology.
脑脊液(CSF)总tau蛋白(t-tau)和磷酸化tau蛋白(p-tau)是阿尔茨海默病(AD)的生物标志物,但关于tau蛋白代谢与tau蛋白缠结病因中与AD相关的变化,仍有很多未知之处。
我们在威斯康星阿尔茨海默病研究中心的中年对照人群中,使用线性回归模型评估了38种先前鉴定出的脑脊液代谢物所解释的t-tau和p-tau的变化,并使用通过最小绝对收缩和选择算子(LASSO)选择的代谢物,针对一组独立的老年对照人群预测AD/轻度认知障碍(MCI)。
这38种脑脊液代谢物分别解释了t-tau和p-tau变异的70.3%和75.7%。其中,与基础模型相比,7种经LASSO选择的代谢物提高了AD/MCI相对于老年对照人群的预测能力(曲线下面积评分从0.92提高到0.97,从0.78提高到0.93)。
这些与tau蛋白相关的脑脊液代谢物提高了AD/MCI的预测准确性,并可能为tau蛋白缠结的病因提供见解。