Soluble amyloid-beta isoforms predict downstream Alzheimer's disease pathology.

ABSTRACT: Changes in soluble amyloid-beta (Aβ) levels in cerebrospinal fluid (CSF) are detectable at early preclinical stages of Alzheimer's disease (AD). However, whether Aβ levels can predict downstream AD pathological features in cognitively unimpaired (CU) individuals remains unclear. With this in mind, we aimed at investigating whether a combination of soluble Aβ isoforms can predict tau pathology (T+) and neurodegeneration (N+) positivity. We used CSF measurements of three soluble Aβ peptides (Aβ1-38, Aβ1-40 and Aβ1-42) in CU individuals (n = 318) as input features in machine learning (ML) models aiming at predicting T+ and N+. Input data was used for building 2046 tuned predictive ML models with a nested cross-validation technique. Additionally, proteomics data was employed to investigate

SUBMITTER: Povala G 

PROVIDER: S-EPMC8665586 | biostudies-literature | 2021 Dec

REPOSITORIES: biostudies-literature