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dc.contributor.authorMartín Montero, Adrián
dc.contributor.authorArmañac Julián, Pablo
dc.contributor.authorGil, Eduardo
dc.contributor.authorKheirandish Gozal, Leila
dc.contributor.authorÁlvarez, Daniel
dc.contributor.authorLázaro, Jesús
dc.contributor.authorBailón, Raquel
dc.contributor.authorGozal, David
dc.contributor.authorLaguna, Pablo
dc.contributor.authorHornero Sánchez, Roberto 
dc.contributor.authorGutiérrez Tobal, Gonzalo César
dc.date.accessioned2023-01-18T10:23:53Z
dc.date.available2023-01-18T10:23:53Z
dc.date.issued2023
dc.identifier.citationComputers in Biology and Medicine, 2023, vol. 154, 106549es
dc.identifier.issn0010-4825es
dc.identifier.urihttps://uvadoc.uva.es/handle/10324/58346
dc.descriptionProducción Científicaes
dc.description.abstractHeart 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.es
dc.format.mimetypeapplication/pdfes
dc.language.isoenges
dc.publisherElsevieres
dc.rights.accessRightsinfo:eu-repo/semantics/openAccesses
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/*
dc.subject.classificationObstructive sleep apneaes
dc.subject.classificationChildrenes
dc.subject.classificationHeart rate variabilityes
dc.subject.classificationApneic eventses
dc.subject.classificationSleep stageses
dc.subject.classificationChildhood adenotonsillectomy triales
dc.titlePediatric sleep apnea: Characterization of apneic events and sleep stages using heart rate variabilityes
dc.typeinfo:eu-repo/semantics/articlees
dc.rights.holder© 2023 The Author(s)es
dc.identifier.doi10.1016/j.compbiomed.2023.106549es
dc.relation.publisherversionhttps://www.sciencedirect.com/science/article/pii/S0010482523000148es
dc.identifier.publicationfirstpage106549es
dc.identifier.publicationtitleComputers in Biology and Medicinees
dc.peerreviewedSIes
dc.description.projectMinisterio de Ciencia, Innovación y Universidades y el Fondo Europeo de Desarrollo Regional (FEDER) under projects (PID2019-104881RB-I00), (PID2020-115468RB-I00), (PDC2021-120775-I00) and (PID2021-126734OB-C21)es
dc.description.projectSociedad Española de Sueño (SES) en el marco del proyecto “Beca de Investigación SES 2019”, by 'CIBER-Consorcio Centro de Investigación Biomédica en Red- (CB19/01/00012)' a través del 'Instituto de Salud Carlos III' co- financiado con fondos FEDER, así como bajo el proyecto SleepyHeart de la convocatoria de valorización 2020, y por el Gobierno de Aragón (Grupo de Referencia BSICoS T39-20R).es
dc.description.projectThe National Sleep Research Resource was supported by the National Heart, Lung, and Blood Institute (R24 HL114473, 75N92019R002).es
dc.description.projectMinisterio de Ciencia, Innovación y Universidades, “Ayudas para contratos predoctorales para la Formación de Doctores” grant (PRE2018-085219) and “Ramón y Cajal” (MICIU/FSE) grant (RYC2019-028566-I)es
dc.description.projectInstitutos Nacionales de Salud-"Ensayo de adenoamigdalectomía infantil (CHAT)"- (HL083075, HL083129, UL1-RR-024134, UL1 RR024989) and (grant AG061824).es
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 Internacional*
dc.type.hasVersioninfo:eu-repo/semantics/publishedVersiones
dc.subject.unesco32 Ciencias Médicases


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