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More efficient screening for preclinical Alzheimer's clinical trials using mixture of experts

Alzheimer's & Dementia·September 9Open Access
Clinical NeurologyPractice changingAlzheimer'S DiseasePreclinical Alzheimer'S DiseaseProspective Cohort StudyAnti-Amyloid Monoclonal AntibodyOlder AdultLeqembiLecanemab

Summary

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What was studied

This study evaluated a blood-based screening algorithm using plasma Aβ42/Aβ40 and %p-tau217 to enrich amyloid PET-positive participants for the AHEAD 3-45 trial of lecanemab in preclinical Alzheimer's disease, deployed prospectively via a Mixture of Experts prediction model.

Key findings

Adding plasma Aβ42/Aβ40 and %p-tau217 to the screening workflow reduced amyloid PET ineligibility from 71% to 31%; latent class analysis distinguished low, intermediate, and high amyloid groups, with %p-tau217 best predicting high amyloid burden and Aβ42/Aβ40 more specific for the low amyloid group.

Study limitations

The algorithm was developed during initial screening (without blood biomarkers) and then deployed prospectively, introducing a sequential/adaptive design that may limit generalizability; the intermediate amyloid group remains a challenge for binary PET classification; results are specific to the AHEAD 3-45 trial population.

Clinical implications

A two-step plasma biomarker screen (Aβ42/Aβ40 first, then %p-tau217) can cut unnecessary amyloid PET scans by more than half in preclinical AD trials, meaningfully reducing participant and site burden. Clinicians and trialists should consider integrating plasma biomarker pre-screening into recruitment workflows for similar prevention trials.

Caveats

  • Sample size (total N) was not explicitly reported in the abstract or results excerpt; the sample_size tag has been omitted.
  • The brand name 'Leqembi' is listed for lecanemab; clinicians should confirm current regulatory status in their jurisdiction as of the publication date.
  • The study design involves an adaptive algorithm development phase followed by prospective deployment — it is not a traditional RCT or simple cohort, which may affect level-of-evidence classification.

Related Questions

Explore related topics

How do plasma p-tau217 and Aβ42/Aβ40 compare as screening tools for amyloid PET positivity in clinical trials?What blood biomarker cutoffs are most effective for enriching preclinical Alzheimer's trial populations?How does lecanemab perform in preclinical Alzheimer's disease in the AHEAD 3-45 trial?

Publication Details

Year
2026
Journal
Alzheimer's & Dementia
Source
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