Abstract
INTRODUCTION: In amyloid-positive individuals, disease-related biomarker heterogeneity is understudied. METHODS: We used Subtype and Stage Inference (SuStaIn) to identify data-driven subtypes among cerebrospinal fluid (CSF) amyloid beta (1-42)–positive individuals from the Alzheimer's Disease Neuroimaging Initiative (ADNIGO/2 [n = 376]). Variables included: CSF phosphorylated tau (p-tau181), hippocampal and whole-brain volume, logical memory (LM), composite Trail Making Test score, and white matter hyperintensity (WMH) volumes. CSF amyloid-negative, apolipoprotein E ε4 non-carrier cognitively unimpaired controls (n = 86) were used to calculate z scores. RESULTS: One subtype (n = 145) had early LM changes, with later p-tau and WMH changes. A second subtype (n = 88) had early WMH changes, were older, and more hypertensive. A third subtype (n = 100) had early p-tau changes, and reflected typical Alzheimer's disease. Some amyloid positive (n = 43) individuals were similar to the amyloid-negative group. DISCUSSION: This work identified heterogeneity in individuals who are conventionally considered homogeneous, which is likely driven by co-pathologies including cerebrovascular disease. Highlights: Data-driven modeling identified marker heterogeneity in amyloid-positive individuals. Heterogeneity reflected Alzheimer's disease-like, vascular-like, and mixed pathology presentations. Some amyloid-positive individuals were more similar to amyloid-negative controls. Vascular pathology plays a key role in understanding heterogeneity in those on the amyloid pathway.
Original language | English |
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Pages (from-to) | 8503-8515 |
Number of pages | 13 |
Journal | Alzheimer's and Dementia |
Volume | 20 |
Issue number | 12 |
Early online date | 17 Oct 2024 |
DOIs | |
Publication status | Published - Dec 2024 |
Keywords
- Alzheimer's disease
- amyloid positive
- heterogeneity
- mixed dementia
- subtype and stage inference
- vascular pathology