This study protocol outlines a prospective, fully passive observational design using continuous wearable monitoring to determine if nocturnal HRV declines prior to post-exertional malaise onset.
Does continuous wearable monitoring of nocturnal HRV detect physiological destabilization preceding post-exertional malaise (PEM) in patients with ME/CFS and Long COVID?
This protocol describes a proof-of-concept study to determine if continuous wearable monitoring of nocturnal HRV can detect physiological destabilization prior to post-exertional malaise in ME/CFS and Long COVID.
Post-exertional malaise (PEM) is a defining and disabling feature of myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and a substantial subset of Long COVID. Despite its clinical importance, PEM remains difficult to predict and lacks objective early markers. This study protocol introduces a focused and minimalistic approach to test a single hypothesis: that PEM onset is preceded by a measurable physiological destabilization detectable in nocturnal heart rate variability (HRV). The study employs a fully passive, naturalistic design using continuous wearable monitoring (Oura Ring), without behavioral instructions, activity tracking, or intervention. Participants prospectively record only PEM onset, severity, and duration, enabling event-aligned analysis of discrete state transitions. By deliberately minimizing measurement burden and conceptual complexity, the protocol isolates the temporal relationship between physiological state and symptom onset. The primary objective is to determine whether nocturnal HRV declines systematically in the days preceding PEM onset within individuals. Secondary analyses explore whether a broader multivariate physiological signature precedes PEM. This protocol is designed as a proof-of-concept study in a carefully selected cohort with clearly identifiable and recurrent PEM episodes, allowing high-resolution temporal analysis under real-world conditions. The study is conceptually grounded in a systems-level interpretation of post-acute infection syndromes (PAIS), in which PEM is hypothesized to represent a state transition preceded by loss of physiological stability. Within this framework, HRV is treated as a candidate leading indicator of pre-onset system destabilization rather than a direct mechanistic driver. If confirmed, the findings would provide empirical support for the existence of a detectable pre-PEM window and establish a foundation for future work on prediction, monitoring, and intervention.
Erik Eshuis (Sat,) conducted a other in ME/CFS and Long COVID. Continuous wearable monitoring (Oura Ring) was evaluated on Systematic decline in nocturnal HRV in the days preceding PEM onset within individuals. This study protocol outlines a prospective, fully passive observational design using continuous wearable monitoring to determine if nocturnal HRV declines prior to post-exertional malaise onset.