Evidence map›Paper›PMID 40331928›Full record

ArticleJournal of the American Heart Association2025

Reduced Complexity of Pulse Rate Is Associated With Faster Cognitive Decline in Older Adults.

Chenlu Gao, Andrew S P Lim, Shahab Haghayegh, Ruixue Cai, Jingyun Yang, Lei Yu, Agustin Ibanez, Aron S Buchman, David A Bennett, Lei Gao and 2 more

Abstract read
In one paragraph

Article in Journal of the American Heart Association, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Heart rate variability provides prognostic value in multiple system atrophy.Clinical autonomic research : official journal of the Clinical Autonomic Research Society · 2026
    Article
  2. Article
  3. Article
  4. Review
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.

Chenlu GaoDepartment of Anesthesia, Critical Care and Pain Medicine Massachusetts General Hospital Boston Massachusetts USA.ORCID 0000-0001-7162-8303
Andrew S P LimDivision of Neurology, Department of Medicine, Sunnybrook Health Sciences Centre University of Toronto Ontario Canada.ORCID 0000-0003-2179-1553
Shahab HaghayeghDepartment of Anesthesia, Critical Care and Pain Medicine Massachusetts General Hospital Boston Massachusetts USA.ORCID 0000-0002-7232-2637
Ruixue CaiDepartment of Anesthesia, Critical Care and Pain Medicine Massachusetts General Hospital Boston Massachusetts USA.
Jingyun YangRush Alzheimer's Disease Center Rush University Medical Center Chicago Illinois USA.ORCID 0000-0002-3495-3710
Lei YuRush Alzheimer's Disease Center Rush University Medical Center Chicago Illinois USA.ORCID 0000-0002-0237-8758
Agustin IbanezLatin American Brain Health Institute (BrainLat) Universidad Adolfo Ibañez Santiago Chile.ORCID 0000-0001-6758-5101
Aron S BuchmanRush Alzheimer's Disease Center Rush University Medical Center Chicago Illinois USA.ORCID 0000-0002-6426-2742
David A BennettRush Alzheimer's Disease Center Rush University Medical Center Chicago Illinois USA.ORCID 0000-0003-3689-554X
Lei GaoDepartment of Anesthesia, Critical Care and Pain Medicine Massachusetts General Hospital Boston Massachusetts USA.ORCID 0000-0003-1476-1460
Kun HuDepartment of Anesthesia, Critical Care and Pain Medicine Massachusetts General Hospital Boston Massachusetts USA.ORCID 0000-0003-0350-3132
Peng LiDepartment of Anesthesia, Critical Care and Pain Medicine Massachusetts General Hospital Boston Massachusetts USA.ORCID 0000-0002-4684-4909

Funding

EPIDEMIOLOGY OF NEURAL RESERVE AND NEUROBIOLOGY IN AGINGR01AG017917 · NIA · RUSH UNIVERSITY MEDICAL CENTER · PI BENNETT, DAVID ALAN · 2001 to 2023
$43.3M
An automated machine learning approach to language changes in Alzheimer’s disease and frontotemporal dementia across Latino and English-speaking populationsR01AG075775 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI MARIA LUISA GORNO TEMPINI, Adolfo Martin Garcia · 2023 to 2026
$7.2M
US-South American Initiative for Genetic-Neural-Behavioral Interactions in Human Neurodegenerative ResearchR01AG057234 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Claudia Duran-Aniotz, Agustin M. Ibanez · 2019 to 2026
$6.1M
Integrative Motor Activity Biomarker for the Risk of Alzheimer's RiskRF1AG064312 · NIA · BRIGHAM AND WOMEN'S HOSPITAL · PI HU, KUN · 2019 to 2019
$3.6M
Sleep, Circadian Rhythms, and Mechanisms of Cognitive Decline in the Human BrainR01AG052488 · NIA · SUNNYBROOK RESEARCH INSTITUTE · PI LIM, ANDREW · 2017 to 2021
$3.3M
Circadian Disturbance and Dementia in Latin AmericaR01AG083799 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI Kun Hu, Agustin M. Ibanez · 2023 to 2026
$3.0M
NIA NIH HHS R01 AG017917NIA NIH HHS R01 AG052488NIA NIH HHS R01 AG057234NIA NIH HHS R01 AG075775NIA NIH HHS R01 AG083799NIA NIH HHS RF1 AG064312
6 · The paper itself

Abstract

backgroundCardiovascular diseases are closely linked to cognitive health. Subclinical cardiovascular functional changes, such as cardiac autonomic dysfunction, precede cardiovascular diseases and improve risk stratification. Continuous monitoring of heart rate or pulse rate is a commonly used approach to evaluate cardiac cycle and autonomic regulation. We investigated whether the complexity of pulse rate is associated with longitudinal cognitive decline in older adults.

methodsOvernight pulse oximetry data were collected from 503 participants (mean age=82±7 [SD] years, 76% female). We used a previously established distribution entropy algorithm to extract the complexity of pulse rate as a proxy for subclinical cardiovascular function. Participants completed a standardized cognitive test battery during the same visit of pulse oximetry and at least 1 follow-up visit. Linear mixed-effects models were conducted to test whether distribution entropy is associated with longitudinal changes in global cognition and separately, in 5 cognitive domains.

resultsGreater distribution entropy (ie, better complexity) was associated with a slower decline in global cognition; the effect of 1-SD increase in distribution entropy was equivalent to being approximately 3 years younger. No associations were observed between conventional time- or frequency-domain pulse rate variability measures and cognitive changes.

conclusionsHigher complexity of pulse rate is linked with slower cognitive decline in older adults. Future studies should test whether complexity is also associated with future risks of neurodegenerative disorders, such as dementia, and further elucidate the causal directions.

Indexed as

Cardiovascular DiseasesCognitionCognitive DysfunctionHeart RateAgedAged, 80 and overFemaleHumansLongitudinal StudiesMaleOximetryRisk FactorsTime Factorscardiovascularcognitive impairmentdementiadistribution entropyphotoplethysmographypulse rate variability

Identifiers

PMID40331928
PMCPMC12184614

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.