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Abstract
INTRODUCTION: Individuals with Down syndrome (DS) face high risk for Alzheimer's disease (AD), yet presymptomatic detection of cognitive decline is hindered by lifelong intellectual disability. METHODS: Using data from the Alzheimer's Biomarker Consortium–Down Syndrome (ABC-DS), blood samples from 246 participants were analyzed, yielding 404 longitudinal observations (45 Converters, 359 Stable) collected at 0, 16, and 32 months were analyzed. A Support Vector Machine was trained on 25 plasma biomarkers spanning neurodegeneration, inflammation, and vascular health, along with demographic factors (age, sex, ethnicity, karyotype, apolipoprotein E [APOE ε4]). Batch-effect correction and feature selection were applied, resulting in 13 key markers. RESULTS: The refined model achieved 92.4% sensitivity, 59.9% specificity, and an area under the curve (AUC) of 77.9%, accurately identifying individuals at risk of cognitive decline up to 16 months before clinical progression. DISCUSSION: This multi-domain, blood-based machine learning approach demonstrates that plasma biomarkers are valuable non-invasive tools for early detection and risk stratification of cognitive decline in DS.
Document Type
Article
Publication Date
7-14-2026
Digital Object Identifier (DOI)
10.1002/alz.71659
Archival?
Archival
Repository Citation
Zhang, Fan; Petersen, Melissa; Mapstone, Mark; Hall, James; Handen, Benjamin; Christian, Brad; Head, Elizabeth; Rosas, Herminia Diana; Lai, Florence; Lee, Joseph H.; Krinsky-McHale, Sharon J.; Schmitt, Frederick A.; Harp, Jordan; Hom, Christy; Lott, Ira T.; Hartley, Sigan; Zaman, Shahid; Ances, Beau M.; Ptomey, Lauren; Burns, Jeffrey M.; Cohen, Ann D.; Brickman, Adam M.; and Bryant, Sid E.O’, "Blood biomarkers predict conversion from cognitively stable to mild cognitive impairment or Alzheimer's disease in Down syndrome at 16-month follow-up in ABC-DS" (2026). Psychology Faculty Publications. 276.
https://uknowledge.uky.edu/psychology_facpub/276

Notes/Citation Information
Publisher Copyright: © 2026 The Author(s). Alzheimer's & Dementia published by Wiley Periodicals LLC on behalf of Alzheimer's Association.