Sobhan Salari Shahrbabaki PhD , Dhani Dharmaprani PhD , Kathryn D. Tiver BMBS , Evan Jenkins BEng , Campbell Strong BSc , Ivaylo Tonchev MD , Luke Phillip O’Loughlin BSc , Dominik Linz MD, PhD , Darius Chapman BSc , Bastien Lechat PhD , Shahid Ullah PhD , Katie L. Stone PhD , Danny J. Eckert PhD , Mathias Baumert PhD , Anand N. Ganesan MBBS, PhD, FRACP
{"title":"Power-law properties of nocturnal arrhythmia avalanches: A novel marker for incident cardiovascular events","authors":"Sobhan Salari Shahrbabaki PhD , Dhani Dharmaprani PhD , Kathryn D. Tiver BMBS , Evan Jenkins BEng , Campbell Strong BSc , Ivaylo Tonchev MD , Luke Phillip O’Loughlin BSc , Dominik Linz MD, PhD , Darius Chapman BSc , Bastien Lechat PhD , Shahid Ullah PhD , Katie L. Stone PhD , Danny J. Eckert PhD , Mathias Baumert PhD , Anand N. Ganesan MBBS, PhD, FRACP","doi":"10.1016/j.hrthm.2024.08.015","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Bursting nonsustained cardiac arrhythmia events are a common observation during sleep.</div></div><div><h3>Objectives</h3><div>The purpose of this study was to investigate the hypothesis that nocturnal arrhythmia episode durations could follow a power law, whose exponent could predict long-term clinical outcomes.</div></div><div><h3>Methods</h3><div>We defined “nocturnal arrhythmia avalanche” (NAA) as any instance of a drop in electrocardiographic (ECG) template-matched R-R intervals ≥30% of R-R baseline, followed by a return to 90% of baseline. We studied NAA in ECG recordings obtained from the Sleep Heart Health Study (SHHS), Osteoporotic Fractures in Men Study (MrOS) Study, and Multi-Ethnic Study of Atherosclerosis (MESA). The association of nocturnal arrhythmia durations with a power-law distribution was evaluated and the association of derived power-law exponents (α) with major adverse cardiovascular (CV) events and mortality assessed with multivariable Cox regression.</div></div><div><h3>Results</h3><div>A total of 9176 participants were studied. NAA episodes distribution was consistent with power-law vs comparator distributions in all datasets studied (positive log likelihood ratio of power-law vs exponential in MESA: 83%; SHHS: 69%; MrOS: 81%; power-law vs log-normal in MESA: 95%; SHHS: 35%; MrOS: 64%). The NAA power-law exponent (α) showed a significant association of with adverse CV outcomes (association with CV mortality: SHHS hazard ratio 1.39 [1.07–1.79], <em>P</em> = .012; MrOS hazard ratio 1.42 [1.02–1.94], <em>P</em> = .039; association with CV events: MESA HR 3.46 [1.46–8.21], <em>P</em> = .005) in multivariable Cox regression, after adjusting for conventional CV risk factors and nocturnal ectopic rate.</div></div><div><h3>Conclusion</h3><div>The NAA power-law exponent is a reproducible, predictive marker for incident CV events and mortality.</div></div>","PeriodicalId":12886,"journal":{"name":"Heart rhythm","volume":"22 3","pages":"Pages 796-805"},"PeriodicalIF":5.6000,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Heart rhythm","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1547527124031266","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
Background
Bursting nonsustained cardiac arrhythmia events are a common observation during sleep.
Objectives
The purpose of this study was to investigate the hypothesis that nocturnal arrhythmia episode durations could follow a power law, whose exponent could predict long-term clinical outcomes.
Methods
We defined “nocturnal arrhythmia avalanche” (NAA) as any instance of a drop in electrocardiographic (ECG) template-matched R-R intervals ≥30% of R-R baseline, followed by a return to 90% of baseline. We studied NAA in ECG recordings obtained from the Sleep Heart Health Study (SHHS), Osteoporotic Fractures in Men Study (MrOS) Study, and Multi-Ethnic Study of Atherosclerosis (MESA). The association of nocturnal arrhythmia durations with a power-law distribution was evaluated and the association of derived power-law exponents (α) with major adverse cardiovascular (CV) events and mortality assessed with multivariable Cox regression.
Results
A total of 9176 participants were studied. NAA episodes distribution was consistent with power-law vs comparator distributions in all datasets studied (positive log likelihood ratio of power-law vs exponential in MESA: 83%; SHHS: 69%; MrOS: 81%; power-law vs log-normal in MESA: 95%; SHHS: 35%; MrOS: 64%). The NAA power-law exponent (α) showed a significant association of with adverse CV outcomes (association with CV mortality: SHHS hazard ratio 1.39 [1.07–1.79], P = .012; MrOS hazard ratio 1.42 [1.02–1.94], P = .039; association with CV events: MESA HR 3.46 [1.46–8.21], P = .005) in multivariable Cox regression, after adjusting for conventional CV risk factors and nocturnal ectopic rate.
Conclusion
The NAA power-law exponent is a reproducible, predictive marker for incident CV events and mortality.
期刊介绍:
HeartRhythm, the official Journal of the Heart Rhythm Society and the Cardiac Electrophysiology Society, is a unique journal for fundamental discovery and clinical applicability.
HeartRhythm integrates the entire cardiac electrophysiology (EP) community from basic and clinical academic researchers, private practitioners, engineers, allied professionals, industry, and trainees, all of whom are vital and interdependent members of our EP community.
The Heart Rhythm Society is the international leader in science, education, and advocacy for cardiac arrhythmia professionals and patients, and the primary information resource on heart rhythm disorders. Its mission is to improve the care of patients by promoting research, education, and optimal health care policies and standards.