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Record W4415684328 · doi:10.1186/s13195-025-01844-1

Sex differences in Alzheimer’s disease CSF biomarkers and their association with Aβ pathology on PET in cognitively unimpaired individuals

2025· article· en· W4415684328 on OpenAlexaff
Marta Milà‐Alomà, Carol Van Hulle, Anna Brugulat‐Serrat, Margot Casals Brodú, Armand González‐Escalante, Gonzalo Sánchez‐Benavides, Mahnaz Shekari, Laura Castro‐Aldrete, Carolina Minguillón, J Martínková, Maria Carmela Tartaglia, Clara Quijano‐Rubio, Gwendlyn Kollmorgen, Annemarie Schumacher Dimech, Davide Cirillo, Frances‐Catherine Quevenco, M. Florencia Iulita, Karine Fauria, Juan Domingo Gispert, Maria Teresa Ferretti, Antonella Santuccione Chadha, Sterling C. Johnson, Marc Suárez‐Calvet, Annabella Beteta, Raffaele Cacciaglia, Alba Cañas, Carme Deulofeu, Ruth Dominguez, Maria Emilio, Ana Fernández‐Arcos, Sherezade Fuentes, Patricia Genius, Oriol Grau‐Rivera, Laura L. Hernandez, Gema Huesa, Jordi Huguet, Paula Marne, Wiesje Pelkmans, Albina Polo, Sandra Pradas, Blanca Rodríguez‐Fernández, Anna Soteras, Laura Stankeviciute, Marc Vilanova, Natalia Vilor-Tejedor

Bibliographic record

VenueAlzheimer s Research & Therapy · 2025
Typearticle
Languageen
FieldMedicine
TopicDementia and Cognitive Impairment Research
Canadian institutionsOntario Brain InstituteOccupational Cancer Research CentreUniversity of TorontoUniversity Health Network
FundersHORIZON EUROPE European Research CouncilH2020 Marie Skłodowska-Curie ActionsNational Institute on AgingInstituto de Salud Carlos IIINextGenerationEUFundación Bancaria Caixa d'Estalvis i Pensions de BarcelonaAgencia Estatal de InvestigaciónMinisterstvo Školství, Mládeže a TělovýchovyEuropean CommissionAlzheimer's Association
KeywordsAssociation (psychology)NeurologyDiseaseGeriatric psychiatrySex characteristicsNonhuman primate

Abstract

fetched live from OpenAlex

BACKGROUND: Alzheimer's disease (AD) exhibits sex differences in prevalence, symptoms and risk factors. Understanding the effect of sex in AD cerebrospinal fluid (CSF) biomarkers and their association with amyloid-beta (Aβ) pathology in preclinical stages have important implications for their use in prevention trials. The objective of this study was to examine sex differences in core AD CSF biomarkers used in early diagnosis and prevention trials, as well as in CSF biomarkers reflecting downstream pathophysiological mechanisms, and in their associations with Aβ pathology as measured by Positron Emission Tomography (PET). METHODS: Cognitively Unimpaired (CU) participants from the ALFA + (N = 400) and the WRAP/WADRC (N = 548) cohorts were included in the study. CSF biomarkers for core AD pathology (Aβ42, Aβ42/40, p-tau181/Aβ42, p-tau181, p-tau217 and p-tau231), neurodegeneration (NfL, t-tau), synaptic dysfunction (neurogranin, GAP-43, SNAP25, synaptotagmin-1, α-synuclein), glial reactivity (GFAP, S100B, sTREM2, YKL-40), neuroinflammation (IL-6, MCP-1), and vascular dysregulation (sICAM-1, sVCAM-1) were measured. Participants underwent Aβ PET at baseline and follow-up visit. We used Analyses of Covariance (ANCOVA) to evaluate sex differences in CSF biomarker levels and performed sex-stratified Receiver-Operating Characteristic (ROC) analyses to test their performance to identify Aβ PET-positive individuals. Additionally, we run linear regression models to study the modifying effect of sex on the association of baseline CSF biomarkers with cross-sectional and longitudinal Aβ PET uptake. RESULTS: Men had higher CSF NfL, glial reactivity and vascular dysregulation biomarkers (Cohen's d ranging from -0.22 to -0.44, P < 0.05), and lower synaptic biomarkers (Cohen's d ranging from 0.18 to 0.30, P < 0.05) compared to women at baseline. There were no sex differences in the core AD CSF biomarkers' performance to identify Aβ PET-positive individuals (DeLong's test P values > 0.05), with CSF p-tau181/Aβ42 and p-tau217 showing the highest performance in both sexes (Areas Under the Curve (AUCs) ranging from 87.1 to 96.3). However, sex modified the associations of baseline CSF biomarkers with Aβ PET uptake, which were more pronounced in women than in men. CONCLUSIONS: Our results suggest that tailoring core AD CSF biomarkers by sex is not necessary for detecting Aβ PET positivity in CU individuals. However, sex differences in their association with Aβ deposition could influence their prognostic or monitoring applications.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.088
Threshold uncertainty score0.838

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.078
GPT teacher head0.376
Teacher spread0.298 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations5
Published2025
Admission routes1
Has abstractyes

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