Power-Law Properties of Nocturnal Arrhythmia Avalanches: A Novel Marker for Incident Cardiovascular Events

S. Salari Shahrbabaki, D. Dharmaprani, K. Tiver, E. Jenkins, C. Strong, I. Tonchev, L. O'Loughlin, D. Linz, D. Chapman, B. Lechat, S. Ullah, K. Stone, D. Eckert, M. Baumert, A. Ganesan

Research output: Contribution to journalMeeting Abstractpeer-review

Abstract

Background Self-organised criticality, ubiquitous in nature, involves complex networks evolving autonomously to a critical state with scale-invariant events exhibiting a power-law distribution. Biologically, neural discharges' durations in the brain follow power-law distribution. The duration of non-sustained arrhythmia events during sleep can follow power-law distributions, analogous to neuronal avalanches. Objective We hypothesised that the durations of nocturnal arrhythmia avalanches (NAA) could follow a power-law, whose exponent could predict long-term clinical outcomes. Methods We defined NAA as any instance of a drop in ECG template-matched R-R intervals 30% of baseline, followed by a return to the baseline. We studied NAA in ECG recordings of 9176 participants in Sleep Heart Health Study (SHHS), Osteoporotic Fractures in Men Study (MrOS) Sleep and Multi-Ethnic Study of Atherosclerosis (MESA). The association of the NAA durations with a power-law distribution was evaluated, and the association of derived power-law exponents (α) with major cardiovascular outcomes was assessed with multivariable Cox regression. Results The arrhythmia distribution showed a power-law versus comparator distributions. (Positive log likelihood ratio of power-law vs. power-law vs. log-normal in MESA: 95%; SHHS: 35% and MrOS: 64%). In datasets evaluated, multivariable Cox regression, adjusting for conventional CV risk factors showed a significant association of the NAA power-law exponent (increased α) with adverse CV outcomes (CV mortality: SHHS (HR = 1.39 [1.07–1.79], p=0.012); MrOS (HR = 1.42 [1.02–1.94], p=0.039; CV events: MESA (HR = 3.46 [1.46–8.21], p=0.005)) (Figure). Conclusion Nocturnal arrhythmia avalanches follow power-law distribution and could conform principles of self-organised criticality. The exhibited power-law properties are associated with long-term CV events and mortality.

Original languageEnglish
Pages (from-to)S441
Number of pages1
JournalHeart Lung and Circulation
Volume33
Issue numberSupplement 4
DOIs
Publication statusPublished - Aug 2024
Event72nd Annual Scientific Meeting of the Cardiac Society of Australia and New Zealand - Perth, Australia
Duration: 1 Aug 20244 Aug 2024

Keywords

  • nocturnal arrhythmia
  • incident cardiovascular disease
  • cardiovascular events
  • power-law distribution
  • neuronal avalanche

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