Evidence map›Paper›PMID 42769852›Full record

ArticleSleep advances : a journal of the Sleep Research Society2026

Sleep electroencephalography-derived brain health and long-term cognitive decline in community-dwelling adults.

Francesca R Marino, Wolfgang Ganglberger, Haoqi Sun, Yulin Liu, Huitong Ding, Robert Joseph Thomas, Rhoda Au, M Brandon Westover

Abstract read
In one paragraph

Article in Sleep advances : a journal of the Sleep Research Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Francesca R MarinoDepartment of Anatomy and Neurobiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA 02118, United States.
Wolfgang GanglbergerDepartment of Neurology, Beth Israel Deaconess Medical Center, Boston, MA 02215, United States.ORCID https://orcid.org/0000-0002-6029-2450
Haoqi SunDepartment of Neurology, Beth Israel Deaconess Medical Center, Boston, MA 02215, United States.ORCID https://orcid.org/0000-0002-5041-8312
Yulin LiuDepartment of Anatomy and Neurobiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA 02118, United States.
Huitong DingDepartment of Anatomy and Neurobiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA 02118, United States.ORCID https://orcid.org/0000-0001-6495-3087
Robert Joseph ThomasDepartment of Medicine, Division of Pulmonary, Critical Care, and Sleep Medicine, Beth Israel Deaconess Medical Center, Boston, MA 02215, United States.ORCID https://orcid.org/0000-0002-5575-3953
Rhoda AuDepartment of Anatomy and Neurobiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA 02118, United States.ORCID https://orcid.org/0000-0001-7742-4491
M Brandon WestoverDepartment of Neurology, Beth Israel Deaconess Medical Center, Boston, MA 02215, United States.ORCID https://orcid.org/0000-0003-4803-312X

Funding

TBDU19AG068753 · NIA · BOSTON UNIVERSITY MEDICAL CAMPUS · PI Ting Fang Alvin Ang · 2020 to 2026
$42.4M
FRAMINGHAM HEART STUDY - YEAR 5 EXAM75N92019D00031 · NHLBI · BOSTON UNIVERSITY MEDICAL CAMPUS · 2019 to 2024
$29.8M
FRAMINGHAM HEART STUDY (FHS), TASK AREA B - PROTOCOL DEVELOPMENT AND BASIC EXAMINATION75N92025D00012 · NHLBI · BOSTON UNIVERSITY (CHARLES RIVER CAMPUS) · PI LLOYD-JONES, DONALD · 2025 to 2025
$8.9M
Data-Driven Sleep Biomarkers of Brain Health, Heart Health, and MortalityR01HL161253 · NHLBI · BETH ISRAEL DEACONESS MEDICAL CENTER · PI CLIFFORD, GARI DAVID, MIGNOT, EMMANUEL J · 2022 to 2025
$8.3M
Framingham: Inflammation, Genes &Cardiovascular DiseaseR01HL076784 · NHLBI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI BENJAMIN, EMELIA J. · 2004 to 2008
$3.9M
Vascular Function in the Framingham Third GenerationR01HL070100 · NHLBI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI BENJAMIN, EMELIA J. · 2002 to 2005
$2.4M
Establishing a Brain Health Index from the Sleep ElectroencephalogramRF1NS120947 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI WESTOVER, MICHAEL BRANDON · 2021 to 2021
$2.4M
Establishing a Brain Health IndexR01NS120947 · NINDS · BETH ISRAEL DEACONESS MEDICAL CENTER · PI CASH, SYDNEY S, THOMAS, ROBERT JOSEPH · 2024 to 2025
$1.6M
SLEEP HEART HEALTH STUDYU01HL053941 · NHLBI · BOSTON UNIVERSITY MEDICAL CAMPUS · PI O'CONNOR, GEORGE T · 1994 to 2007
$1.4M
Precision Brain Health Monitoring for Alzheimer's Disease Risk Detection in the Framingham StudyR01AG072654 · NIA · BOSTON UNIVERSITY MEDICAL CAMPUS · PI Rhoda Au, LEE E. GOLDSTEIN · 2025 to 2026
$1.1M
Exploring heterogeneity of cognitive trajectories of preclinical Alzheimer's disease with digital phenotypingR03AG095992 · NIA · BOSTON UNIVERSITY MEDICAL CAMPUS · PI DING, HUITONG · 2025 to 2025
$327k
THE FRAMINGHAM HEART STUDY-N01HC25195-268025195-268025195N01HC025195 · HC · TRUSTEES OF BOSTON UNIVERSITY · PI WOLF, PHILIP A · 2002 to 2006
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CLC NIH HHS HHSN269201500001CCLC NIH HHS HHSN269201500001INHLBI NIH HHS 75N92019D00031NHLBI NIH HHS 75N92025D00012NHLBI NIH HHS HHSN268201500001CNHLBI NIH HHS HHSN268201500001INHLBI NIH HHS N01 HC025195NHLBI NIH HHS R01 HL070100NHLBI NIH HHS R01 HL076784NHLBI NIH HHS R01 HL161253NHLBI NIH HHS U01 HL053941NIA NIH HHS R01 AG072654NIA NIH HHS R03 AG095992NIA NIH HHS U19 AG068753NINDS NIH HHS R01 NS120947NINDS NIH HHS RF1 NS120947
6 · The paper itself

Abstract

Study Objectives: Sleep electroencephalography (EEG) is linked with cognitive function and dementia risk. Integrated EEG-derived scores, such as the Brain Health Score (BHS), trained to jointly reflect cognitive function and disease risk, and the Brain Age Index (BAI), which estimates brain aging, also correlate with neuropsychological (NP) performance. Yet, it remains unclear whether these sleep scores are associated with the rate of future cognitive decline. Methods: This study included 639 Framingham Heart Study Generation 2 and Omni 1 participants with sleep EEG in mid-to-late life and ≥ 2 NP tests over an average of 14.3 years. Linear mixed effects models estimated associations between BHS and annual changes in memory, executive function, or language. We also evaluated associations between BAI and cognitive decline among 509 Generation 2 participants with BAI values. Results: Participants were, on average, 58.4 years at sleep assessment, 54 per cent female, and 86 per cent non-Hispanic white. Each 1-SD higher BHS was associated with 0.015 SD/year slower memory decline (95% CI: 0.009-0.021), a 0.009 SD/year slower executive function decline (95% CI: 0.005-0.014), and a 0.011 SD/year slower language decline (95% CI: 0.005-0.017). In contrast, BAI was not associated with changes in any cognitive domain. Conclusions: Higher sleep EEG-derived brain health in mid-to-late life was associated with a slower decline in multiple cognitive domains over more than a decade of follow-up, whereas an EEG-based measure of brain aging was not. These findings suggest that sleep EEG-derived, data-driven brain health metrics may have value as novel biomarkers for the risk of cognitive decline.

Indexed as

cognitiondigitalEEGrisk predictionsleep

Identifiers

PMID42769852
PMCPMC13592772

What OpenQuestion holds

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Registered trials

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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.