Alzheimer Center and Department of Neurology, VUmc, Amsterdam Neuroscience, Amsterdam, the Netherlands;
Neurochemistry Laboratory and Biobank, Department of Clinical Chemistry, VUmc, Amsterdam Neuroscience, Amsterdam, the Netherlands.
Clin Chem. 2018 Mar;64(3):576-585. doi: 10.1373/clinchem.2017.281055. Epub 2017 Dec 5.
Low cerebrospinal fluid (CSF) amyloid-β 1-42 (Aβ 1-42) concentrations indicate amyloid plaque accumulation in the brain, a pathological hallmark of Alzheimer disease (AD). Innotest assay values of Aβ 1-42 have gradually increased over the past 2 decades, which might lead to misclassification of AD when a single cutpoint for abnormality is used. We propose an unbiased approach to statistically correct for drift.
We determined year-specific cutpoints with Gaussian mixture modeling, based on the cross-section of bimodal distributions of Aβ 1-42 concentrations in 4397 memory clinic patients. This allowed us to realign year-specific cutpoints as an unbiased method to remove drift from the data. Sensitivity and specificity to detect AD dementia were compared between corrected and uncorrected values.
Aβ 1-42 values increased 22 pg/mL annually, and this could not be explained by changes in cohort composition. Our approach removed time dependencies [β (SE) = 0.07 (0.59); = 0.91]. Statistically correcting for drift improved the sensitivity to detect AD dementia to 0.90 (95% CI, 0.89-0.92) from at least 0.66 (95% CI, 0.64-0.69) based on uncorrected data. Specificity became lower (0.69; 95% CI, 0.67-0.70) vs at most 0.80 (95% CI, 0.79-0.82) for uncorrected data.
This approach may also be useful to standardize Aβ 1-42 CSF concentrations across different centers and/or platforms, and to optimize use of CSF biomarker data collected over a long period.
脑脊液(CSF)中低浓度的β淀粉样蛋白 1-42(Aβ 1-42)表明大脑中淀粉样斑块的积累,这是阿尔茨海默病(AD)的病理标志。在过去的 20 年中,Innotest 检测的 Aβ 1-42 检测值逐渐升高,当使用单一异常截断值时,可能会导致 AD 的错误分类。我们提出了一种无偏的方法来对漂移进行统计校正。
我们基于 4397 名记忆诊所患者中 Aβ 1-42 浓度双峰分布的横截面,使用高斯混合模型确定了逐年的截断值。这使我们能够重新调整逐年的截断值,作为一种无偏的方法,从数据中去除漂移。比较了校正和未校正值对 AD 痴呆的检测敏感性和特异性。
Aβ 1-42 值每年增加 22 pg/mL,这不能用队列组成的变化来解释。我们的方法去除了时间依赖性[β(SE)= 0.07(0.59);p = 0.91]。对漂移进行统计学校正可将 AD 痴呆的检测敏感性从基于未校正数据的至少 0.66(95%CI,0.64-0.69)提高至 0.90(95%CI,0.89-0.92)。特异性变得更低(0.69;95%CI,0.67-0.70),而不是基于未校正数据的最高 0.80(95%CI,0.79-0.82)。
这种方法也可能有助于在不同中心和/或平台上标准化 CSF 中 Aβ 1-42 的浓度,并优化在较长时间内收集的 CSF 生物标志物数据的使用。