The Translational Genomics Research Institute, Quantitative Medicine and Systems Biology, Phoenix, AZ, USA.
Department of Psychiatry University of California, San Diego, La Jolla, CA, USA.
J Alzheimers Dis. 2023;95(3):915-929. doi: 10.3233/JAD-230548.
APOE is the largest genetic risk factor for Alzheimer's disease (AD), but there is a substantial polygenic component. Polygenic risk scores (PRS) can summarize small effects across the genome but may obscure differential risk across molecular processes and pathways that contribute to heterogeneity of disease presentation.
We examined polygenic risk impacting specific AD-associated pathways and its relationship with clinical status and biomarkers of amyloid, tau, and neurodegeneration (A/T/N).
We analyzed data from 1,411 participants from the Alzheimer's Disease Neuroimaging Initiative (ADNI). We applied pathway analysis and clustering to identify AD-associated "pathway clusters" and construct pathway-specific PRSs (excluding the APOE region). We tested associations with diagnostic status, abnormal levels of amyloid and ptau, and hippocampal volume.
Thirteen pathway clusters were identified, and eight pathway-specific PRSs were significantly associated with AD diagnosis. Amyloid-positivity was associated with endocytosis and fibril formation, response misfolded protein, and regulation protein tyrosine PRSs. Ptau positivity and hippocampal volume were both related to protein localization and mitophagy PRS, and ptau-positivity was also associated with an immune signaling PRS. A global AD PRS showed stronger associations with diagnosis and all biomarkers compared to pathway PRSs.
Pathway PRS may contribute to understanding separable disease processes, but do not add significant power for predictive purposes. These findings demonstrate that AD-phenotypes may be preferentially associated with risk in specific pathways, and defining genetic risk along multiple dimensions may clarify etiological heterogeneity in AD. This approach to delineate pathway-specific PRS can be used to study other complex diseases.
载脂蛋白 E(APOE)是阿尔茨海默病(AD)的最大遗传风险因素,但也存在大量的多基因成分。多基因风险评分(PRS)可以总结基因组中的微小效应,但可能掩盖导致疾病表现异质性的不同分子过程和途径的差异风险。
我们研究了影响特定 AD 相关途径的多基因风险及其与临床状况以及淀粉样蛋白、tau 和神经退行性变(A/T/N)生物标志物的关系。
我们分析了来自阿尔茨海默病神经影像学倡议(ADNI)的 1411 名参与者的数据。我们应用途径分析和聚类来识别与 AD 相关的“途径聚类”,并构建途径特异性 PRS(不包括 APOE 区域)。我们测试了与诊断状态、淀粉样蛋白和 ptau 异常水平以及海马体积的关联。
确定了 13 个途径聚类,并且 8 个途径特异性 PRS 与 AD 诊断显著相关。淀粉样蛋白阳性与内吞作用和纤维形成、错误折叠蛋白的反应以及蛋白质酪氨酸 PRS 的调节有关。ptau 阳性和海马体积都与蛋白质定位和线粒体自噬 PRS 有关,ptau 阳性也与免疫信号 PRS 有关。与 AD 相关的全局 PRS 与诊断和所有生物标志物的关联均强于途径 PRS。
途径 PRS 可能有助于理解可分离的疾病过程,但在预测方面没有增加显著的能力。这些发现表明 AD 表型可能与特定途径的风险优先相关,并且沿着多个维度定义遗传风险可能会阐明 AD 中的病因异质性。这种划定途径特异性 PRS 的方法可用于研究其他复杂疾病。