Evidence map›Paper›PMID 40515807›Full record

ArticleGeroScience2026

Linking sleep microstructure, blood markers of inflammation and metabolism, and cognition: mediation analysis in the osteoporotic fractures in men study.

Claire Suen, Julia Ma, Xihong Lin, Robert J Thomas, M Brandon Westover, Katie Stone, Kristine Yaffe, Kristine E Ensrud, Susan Redline, Rudolph E Tanzi and 2 more

Abstract readMulticenter Study
In one paragraph

Article in GeroScience, 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

12 authors.

Claire Suen *Department of Neurology, Massachusetts General Hospital, Charlestown, Boston, MA, USA.
Julia Ma *Department of Neurology, Massachusetts General Hospital, Charlestown, Boston, MA, USA.
Xihong LinHarvard University, Boston, MA, USA.
Robert J ThomasDepartment of Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
M Brandon WestoverDepartment of Neurology, Beth Israel Deaconess Medical Center, Boston, MA, USA.
Katie StoneDepartment of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA.
Kristine YaffeDepartment of Psychiatry and Behavioral Sciences, Department of Neurology, and Department of Epidemiology, University of California, San Francisco, CA, USA.
Kristine E EnsrudDepartment of Medicine, University of Minnesota, Minneapolis, MN, USA.
Susan RedlineDepartment of Medicine, Brigham and Women's Hospital, Boston, MA, USA.
Rudolph E TanziDepartment of Neurology, Massachusetts General Hospital, Charlestown, Boston, MA, USA.
Haoqi SunDepartment of Neurology, Beth Israel Deaconess Medical Center, Boston, MA, USA. hsun3@bidmc.harvard.edu.ORCID 0000-0002-5041-8312
Can ZhangDepartment of Neurology, Massachusetts General Hospital, Charlestown, Boston, MA, USA. zhang.can@mgh.harvard.edu.

Funding

Oregon Clinical and Translational Research Institute - The National COVID Cohort Collaborative (N3C)UL1TR002369 · NCATS · OREGON HEALTH & SCIENCE UNIVERSITY · PI Cynthia D Morris, Christopher G. Slatore · 2017 to 2026
$78.4M
Long term fracture risk and change in peripheral bone in the oldest old men: The MrOS studyR01AG066671 · NIA · CALIFORNIA PACIFIC MED CTR RES INSTITUTE · PI BOUXSEIN, MARY L, CAWTHON, PEGGY MANNEN · 2020 to 2024
$13.3M
Outcomes of Sleep Disorders in Older MenR01HL071194 · NHLBI · UNIVERSITY OF CALIFORNIA SAN FRANCISCO · PI STONE, KATIE L · 2003 to 2013
$12.2M
Osteoporotic Fractures in Men (MrOS) - San Francisco Coordinating CenterU01AR066160 · NIAMS · CALIFORNIA PACIFIC MED CTR RES INSTITUTE · PI CUMMINGS, STEVEN RON · 2013 to 2017
$9.3M
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
Osteoporotic Fractures in Men (MrOS) - MinneapolisU01AG042145 · NIA · UNIVERSITY OF MINNESOTA · PI ENSRUD, KRISTINE · 2013 to 2019
$5.3M
Osteporotic Fractures in Men (MrOS)- Admin CenterU01AG027810 · NIA · OREGON HEALTH & SCIENCE UNIVERSITY · PI ORWOLL, ERIC S. · 2006 to 2017
$5.1M
Sleep Quality and Mechanistic Links to Alzheimer Disease and Related Disorders among older Mexican Americans and Non-Hispanic WhitesR01AG066137 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI O'BRYANT, SID E, YAFFE, KRISTINE · 2019 to 2023
$4.3M
Population Based Research for Alzheimer's Innovation (POP BRAIN)R35AG071916 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI YAFFE, KRISTINE · 2021 to 2024
$3.8M
Investigation of Sleep in the Intensive Care Unit (ICU-SLEEP)R01NS102190 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI WESTOVER, MICHAEL BRANDON · 2018 to 2022
$3.2M
Osteoporotic Fractures in Men (MrOS) - PortlandU01AG042124 · NIA · OREGON HEALTH & SCIENCE UNIVERSITY · PI ORWOLL, ERIC S. · 2013 to 2019
$3.0M
Osteoporatic Fractures in Men (MrOS)U01AG042168 · NIA · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI KADO, DEBORAH · 2013 to 2017
$3.0M
NCATS NIH HHS UL1 TR002369NHLBI NIH HHS R01 HL070837NHLBI NIH HHS R01 HL070838NHLBI NIH HHS R01 HL070839NHLBI NIH HHS R01 HL070841NHLBI NIH HHS R01 HL070842NHLBI NIH HHS R01 HL070847NHLBI NIH HHS R01 HL070848NHLBI NIH HHS R01 HL071194NHLBI NIH HHS R01 HL089467NHLBI NIH HHS R01HL161253NHLBI NIH HHS R01 HL163560NIAMS NIH HHS U01 AR066160NIA NIH HHS R01 AG066137NIA NIH HHS R01 AG066671NIA NIH HHS R35AG071916NIA NIH HHS U01 AG027810NIA NIH HHS U01 AG042124NIA NIH HHS U01 AG042139NIA NIH HHS U01 AG042140NIA NIH HHS U01 AG042143NIA NIH HHS U01 AG042145NIA NIH HHS U01 AG042168NINDS NIH HHS R01NS102190NINDS NIH HHS RF1NS120947
6 · The paper itself

Abstract

The sleep electroencephalographic (EEG) microstructure is explicitly related to brain functions, such as sleep spindle and memory consolidation. On the other hand, given the crosstalk between the central nervous system and the body, including inflammation regulation and metabolic systems, there is a gap in understanding the bidirectional relationship between sleep and these systems that contribute to cognitive health. We used data from the Osteoporotic Fractures in Men (MrOS) Study, a six-site cohort study of community-dwelling men 65 years or older. We analyzed 1898 participants who participated in the Sleep Visit and Visit 2. We analyzed 41 sleep EEG microstructures and 9 blood markers. The outcome was the Modified Mini-Mental State Examination (3MS) in Visit 2. We used partial Spearman's correlation to investigate the pairwise associations and performed 3MS prediction. We then performed mediation analyses using each blood marker as the exposure and each sleep EEG microstructure as the mediator, and then the other way around. Sleep EEG microstructures were more strongly correlated with 3MS than blood markers in general. The best Pearson's correlation between the actual and predicted 3MS scores was 0.45 (95% confidence interval 0.38-0.47) using sleep EEG microstructures and covariates, which provided little improvement compared to using covariates alone (0.43, 0.39-0.48). Leptin and 3MS score were associated (Spearman's ρ = 0.053, p = 0.02) while adjusting for covariates. The association between leptin and 3MS score was mediated by fast spindle density (indirect effect = 0.030, p = 0.02) and spindle-slow oscillation (SO) overlap (indirect effect = 0.029, p = 0.02). No blood marker mediated the association between sleep EEG microstructure and 3MS. Instead, the following sleep EEG microstructures had significant direct associations with 3MS independent of the blood markers: theta power during N1 and REM (direct effect = - 0.57 and - 0.46, p = 0.0002 and 0.007, respectively), spindle density (direct effect = 0.39, p = 0.006), and spindle-SO coupling overlap (direct effect = 0.29, p = 0.01). The blood markers of inflammation and metabolism were less predictive of and indirectly associated with global cognition compared to the sleep EEG microstructures. Future work is needed to confirm these results in an experimental setting.

Indexed as

CognitionInflammationOsteoporotic FracturesSleepAgedAged, 80 and overBiomarkersElectroencephalographyHumansIndependent LivingMaleMediation AnalysisMental Status and Dementia TestsBiomarkersBlood markersCognitionElectroencephalographyInflammationLeptinMetabolismSleep

Identifiers

PMID40515807
PMCPMC12972494

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