Plasma GFAP for populational enrichment of clinical trials in preclinical Alzheimer's disease

May 1, 2025·
Bruna Bellaver
,
Guilherme Povala
,
Pamela C. L. Ferreira
Guilherme Bauer-Negrini
Guilherme Bauer-Negrini
,
Firoza Z. Lussier
,
Douglas Teixeira Leffa
,
João Pedro Ferrari-Souza
,
Matheus Scarpatto Rodrigues
,
Livia Amaral
,
Markley S. Oliveira
,
Carolina Soares
,
Andreia Rocha
,
Pampa Saha
,
Nesrine Rahmouni
,
Arthur C. Macedo
,
Cécile Tissot
,
Joseph Therriault
,
Stijn Servaes
,
Jesse Klostranec
,
Maxime Montembeault
,
Andréa L. Benedet
,
Nicholas J. Ashton
,
Rebecca Langhough Koscik
,
Tobey J. Betthauser
,
Bradley T. Christian
,
Rachael E. Wilson
,
Gallen Triana-Baltzer
,
Paolo Vitali
,
Serge Gauthier
,
Henrik Zetterberg
,
Kaj Blennow
,
Thomas K. Karikari
,
Dana L. Tudorascu
,
Eduardo R. Zimmer
,
Sterling C. Johnson
,
Pedro Rosa-Neto
,
Tharick A. Pascoal
· 0 min read
DOI
Abstract
INTRODUCTION: Cognitively unimpaired (CU) amyloid beta (Aβ)+ individuals with elevated plasma glial fibrillary acidic protein (GFAP) have an increased risk of Alzheimer’s disease (AD)-related progression. We tested the utility of plasma GFAP for population enrichment CU populations in clinical trials. METHODS: We estimated longitudinal progression, effect size, and costs of hypothetical clinical trials designed to test an estimated 25% drug effect on reducing tau positron emission tomography (PET) accumulation in the medial temporal lobe (MTL) and temporal neocortical region (NEO-T). RESULTS: CU GFAP+/Aβ+ individuals present an increased annual rate of change and effect size in tau PETMTL and tau PETNEO-T compared to the other groups. An enrichment strategy selecting CU GFAP+/Aβ+ individuals would require a smaller sample size (≈ 57% reduction) and fewer Aβ PET scans (≈ 74% reduction) than trials enriched with Aβ PET alone, reducing total clinical trial costs by up to 64%. DISCUSSION: Our results suggest that clinical trials focusing on preclinical AD recruiting Aβ+ individuals with elevated GFAP levels would improve cost effectiveness. HIGHLIGHTS: Cognitively unimpaired (CU) glial fibrillary acidic protein (GFAP)+/amyloid beta (Aβ)+ shows increased changes in tau positron emission tomography (PET) . CU GFAP+/Aβ+ enriched clinical trials require a reduced sample size compared to Aβ+ only. CU GFAP+/Aβ+ enrichment reduces Aβ PET scans required and costs. CU GFAP+/Aβ+ enrichment allows the selection of individuals at early stages of the Alzheimer’s disease continuum.
Type
Publication
Alzheimer’s & Dementia: The Journal of the Alzheimer’s Association
Status
Peer-reviewed
publications
Guilherme Bauer-Negrini
Authors
Biomedical Data Scientist
Computational neuroscientist working at the intersection of machine learning, biomedical imaging, and human genetics in neurodegenerative disease. My work applies deep learning to high-dimensional medical images, harmonizes imaging measurements across sites and acquisition protocols, and integrates imaging with genomic, proteomic, and longitudinal clinical data to characterise Alzheimer’s disease and related dementias, with particular focus on fluid and imaging biomarkers of neurodegeneration.