Medical Research Council Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff.
Reta Lilla Research Laboratories, Department of Neurodegeneration and UK Dementia Research Institute, University College London Institute of Neurology, London.
Ann Neurol. 2019 Sep;86(3):427-435. doi: 10.1002/ana.25530. Epub 2019 Jul 1.
Alzheimer disease (AD) is the most common form of dementia and is responsible for a huge and growing health care burden in the developed and developing world. The polygenic risk score (PRS) approach has shown 75 to 84% prediction accuracy of identifying individuals with AD risk.
In this study, we tested the prediction accuracy of AD, mild cognitive impairment (MCI), and amyloid deposition risks with PRS, including and excluding APOE genotypes in a large publicly available dataset with extensive phenotypic data, the Alzheimer's Disease Neuroimaging Initiative cohort. Among MCI individuals with amyloid-positive status, we examined PRS prediction accuracy in those who converted to AD. In addition, we divided polygenic risk score by biological pathways and tested them independently for distinguishing between AD, MCI, and amyloid deposition.
We found that AD and MCI are predicted by both APOE genotype and PRS (area under the curve [AUC] = 0.82% and 68%, respectively). Amyloid deposition is predicted by APOE only (AUC = 79%). Further progression to AD of individuals with MCI and amyloid-positive status is predicted by PRS over and above APOE (AUC = 67%). In pathway-specific PRS analyses, the protein-lipid complex has the strongest association with AD and amyloid deposition even when genes in the APOE region were removed (p = 0.0055 and p = 0.0079, respectively).
The results showed different pattern of APOE contribution in PRS risk predictions of AD/MCI and amyloid deposition. Our study suggests that APOE mostly contributes to amyloid accumulation and the PRS affects risk of further conversion to AD. ANN NEUROL 2019;86:427-435.
阿尔茨海默病(AD)是最常见的痴呆症形式,在发达国家和发展中国家造成了巨大且不断增长的医疗保健负担。多基因风险评分(PRS)方法已显示出 75%至 84%的识别 AD 风险个体的预测准确性。
在这项研究中,我们在一个具有广泛表型数据的大型公开可用数据集——阿尔茨海默病神经影像学倡议队列中,测试了包括和不包括 APOE 基因型的 AD、轻度认知障碍(MCI)和淀粉样蛋白沉积风险的 PRS 预测准确性。在淀粉样蛋白阳性的 MCI 个体中,我们检查了 PRS 在那些转化为 AD 的个体中的预测准确性。此外,我们将多基因风险评分按生物学途径划分,并独立测试它们在区分 AD、MCI 和淀粉样蛋白沉积方面的效果。
我们发现 AD 和 MCI 既受 APOE 基因型又受 PRS 预测(曲线下面积[AUC]分别为 0.82%和 68%)。淀粉样蛋白沉积仅受 APOE 预测(AUC = 79%)。对于 MCI 和淀粉样蛋白阳性状态的个体,即使考虑到 APOE 因素,PRS 对其进一步发展为 AD 的预测能力也优于 APOE(AUC = 67%)。在特定于途径的 PRS 分析中,即使去除了 APOE 区域的基因,蛋白质-脂质复合物与 AD 和淀粉样蛋白沉积的关联也最强(分别为 p=0.0055 和 p=0.0079)。
结果表明 APOE 在 PRS 预测 AD/MCI 和淀粉样蛋白沉积风险方面的作用存在不同模式。我们的研究表明,APOE 主要导致淀粉样蛋白积累,而 PRS 影响进一步转化为 AD 的风险。