RT info:eu-repo/semantics/article T1 Pediatric sleep apnea: Characterization of apneic events and sleep stages using heart rate variability A1 Martín Montero, Adrián A1 Armañac Julián, Pablo A1 Gil, Eduardo A1 Kheirandish Gozal, Leila A1 Álvarez, Daniel A1 Lázaro, Jesús A1 Bailón, Raquel A1 Gozal, David A1 Laguna, Pablo A1 Hornero Sánchez, Roberto A1 Gutiérrez Tobal, Gonzalo César K1 Obstructive sleep apnea K1 Children K1 Heart rate variability K1 Apneic events K1 Sleep stages K1 Childhood adenotonsillectomy trial K1 32 Ciencias Médicas AB Heart rate variability (HRV) is modulated by sleep stages and apneic events. Previous studies in children compared classical HRV parameters during sleep stages between obstructive sleep apnea (OSA) and controls. However, HRV-based characterization incorporating both sleep stages and apneic events has not been conducted. Furthermore, recently proposed novel HRV OSA-specific parameters have not been evaluated. Therefore, the aim of this study was to characterize and compare classic and pediatric OSA-specific HRV parameters while including both sleep stages and apneic events. A total of 1610 electrocardiograms from the Childhood Adenotonsillectomy Trial (CHAT) database were split into 10-minute segments to extract HRV parameters. Segments were characterized and grouped by sleep stage (wake, W; non-rapid eye movement, NREMS; and REMS) and presence of apneic events (under 1 apneic event per segment, e/s; 1–5 e/s; 5–10 e/s; and over 10 e/s). NREMS showed significant changes in HRV parameters as apneic event frequency increased, which were less marked in REMS. In both NREMS and REMS, power in BW2, a pediatric OSA-specific frequency domain, allowed for the optimal differentiation among segments. Moreover, in the absence of apneic events, another defined band, BWRes, resulted in best differentiation between sleep stages. The clinical usefulness of segment-based HRV characterization was then confirmed by two ensemble-learning models aimed at estimating apnea-hypopnea index and classifying sleep stages, respectively. We surmise that basal sympathetic activity during REMS may mask apneic events-induced sympathetic excitation, thus highlighting the importance of incorporating sleep stages as well as apneic events when evaluating HRV in pediatric OSA. PB Elsevier SN 0010-4825 YR 2023 FD 2023 LK https://uvadoc.uva.es/handle/10324/58346 UL https://uvadoc.uva.es/handle/10324/58346 LA eng NO Computers in Biology and Medicine, 2023, vol. 154, 106549 NO Producción Científica DS UVaDOC RD 07-ago-2024