Evidence map›Paper›PMID 41368215›Full record

ArticleFrontiers in aging neuroscience2025

Preclinical Alzheimer's and vascular biomarkers alter brain aging in cognitively normal adults: a MRI-based study.

Unai Torres, David Bernal, Ibai Gurrutxaga, Ainara Estanga, Pablo Martínez-Lage, Olatz Arbelaitz

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Article in Frontiers in aging neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Unai TorresDepartment of Computer Architecture and Technology, University of the Basque Country UPV/EHU, Donostia, Spain.
David BernalDepartment of Computer Architecture and Technology, University of the Basque Country UPV/EHU, Donostia, Spain.
Ibai GurrutxagaDepartment of Computer Architecture and Technology, University of the Basque Country UPV/EHU, Donostia, Spain.
Ainara EstangaCenter for Research and Memory Clinic, CITA-Alzheimer Foundation, Donostia-San Sebastián, Spain.
Pablo Martínez-LageCenter for Research and Memory Clinic, CITA-Alzheimer Foundation, Donostia-San Sebastián, Spain.
Olatz ArbelaitzDepartment of Computer Architecture and Technology, University of the Basque Country UPV/EHU, Donostia, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The aging global population underscores the need to understand brain aging and its links to neurodegenerative diseases. While most brain aging studies use cognitive impairment as exclusion criteria, preclinical biomarkers may influence results, potentially masking early pathological effects. This study evaluates how preclinical AD and vascular biomarkers impact brain aging models in cognitively normal subjects. Methods: Using baseline data from the European Prevention of Alzheimer's Dementia Longitudinal Cohort Study (EPAD LCS), we analyzed 1,380 cognitively unimpaired participants (50+ years) stratified into five groups based on cerebrospinal fluid biomarkers (Aβ42, t-tau, p-tau) and vascular pathology (Fazekas scale, microbleeds). Structural MRI volumes of cortical/subcortical regions were normalized and compared using Nadaraya-Watson kernel regression. Bootstrapping and Bonferroni-corrected statistical tests assessed differences in the relationship between age and brain volume between groups. Results: Significant differences emerged in the relationship between age and brain volume in biomarker-negative and biomarker-positive groups, particularly in the entorhinal cortex, amygdalas, and basal forebrain ( Discussion: Preclinical AD and vascular biomarkers significantly alter brain aging in cognitively normal individuals. These findings highlight the importance of biomarker stratification in brain age studies to avoid biased estimates. Entorhinal cortex and amygdala volumes may serve as sensitive early indicators of neurodegeneration, supporting their use in targeted interventions and personalized monitoring.

Indexed as

Alzheimer's diseasebrain agingkernel regressionmachine learningpreclinical biomarkersvascular pathology

Identifiers

PMID41368215
PMCPMC12682785

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.