{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T05:24:45Z","timestamp":1787117085936,"version":"build-2736575974"},"reference-count":53,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T00:00:00Z","timestamp":1787097600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Sleep"],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Obstructive sleep apnea (OSA) is typically evaluated with single-night sleep studies. In adults, night-to-night variability (NtNV) is well documented, but less so in children. The current study evaluated NtNV in apnea events for misclassification in disease severity in young children to investigate if multi-night sleep-recordings may be clinically relevant to improve diagnostic accuracy and affect treatment decisions.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>Parents\/guardians of healthy 4\u20139-year-old children participating in a study to evaluate prevalence of OSA were asked to record the child's sleep for up to 5-nights. This analysis is from children who completed three consecutive night sleep recordings.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Average age of participants was 6.1 years (\n                      <jats:italic>n<\/jats:italic>\n                      = 200, 58.0%-girls\/42.0%-boys), prevalence of overweight\/obesity was 25% and moderate-severe-OSA (AHI\n                      <jats:sub>3%<\/jats:sub>\n                      \u2265 5) based on single-night testing protocol was 29.0%. Using the highest AHI\n                      <jats:sub>3%<\/jats:sub>\n                      value from the three recordings, the first-night correctly identified 57.0% of participants and adding a second night identified 86.0% of participants, with 14% of participants not identified until the third night of sleep testing.\n                    <\/jats:p>\n                    <jats:p>\n                      Bland-Altman plots (BA\n                      <jats:sub>plots<\/jats:sub>\n                      ) demonstrated non-statistically significant mean-differences and 95% upper and lower-limits (LOA\n                      <jats:sub>95%<\/jats:sub>\n                      ) close in absolute terms night-one\/night-two; \u22120.024 events\/hour-of-sleep LOA\n                      <jats:sub>95%<\/jats:sub>\n                      [\u22125.062, 5.013], 8.0% of observations outside the LOA\n                      <jats:sub>95%<\/jats:sub>\n                      (\n                      <jats:italic>p<\/jats:italic>\n                      = 0.894) and night-two\/night-three; \u22120.009 events\/hour of sleep, LOA\n                      <jats:sub>95%<\/jats:sub>\n                      [\u22125.227, 5.209] and 6.0% of observations outside LOA\n                      <jats:sub>95%<\/jats:sub>\n                      , (\n                      <jats:italic>p<\/jats:italic>\n                      = 0.9620).\n                    <\/jats:p>\n                    <jats:p>\n                      The intra-class correlation coefficient (ICC) for AHI\n                      <jats:sub>3%<\/jats:sub>\n                      for all 3 nights was 0.45 [0.37, 0.54],\n                      <jats:italic>p<\/jats:italic>\n                      &amp;lt; 0.001, for night-one\/night-two (0.44;\n                      <jats:italic>p<\/jats:italic>\n                      &amp;lt; 0.001), and night-two\/night-three (0.44;\n                      <jats:italic>p<\/jats:italic>\n                      &amp;lt; 0.001). Cohens Kappa (0.304\u20130.462) and Brennan-Prediger Kappa (0.403\u20130.490), respectively indicated low-to-moderate interrater agreement, with quadratic-weighted Cohen's Kappa for the four ordinal severity categories of 0.37 and 0.48 for the two night-pairs, demonstrating NtNV, which is consistent with the variability demonstrated by the BA\n                      <jats:sub>plots<\/jats:sub>\n                      .\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Observed NtNV in apnea events affected severity categorization, suggesting that multi-night sleep testing may have clinical value and improve accuracy of sleep apnea evaluation in young children.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Clinical trial registration<\/jats:title>\n                    <jats:p>\n                      URL:\n                      <jats:ext-link>clinicaltrials.gov\/study\/NCT05479201<\/jats:ext-link>\n                      , identifier NCT0547920 .\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/frsle.2026.1903809","type":"journal-article","created":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T04:35:39Z","timestamp":1787114139000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Exploring nightly variability in sleep apnea and changes in severity classification with multi night sleep testing in a population based cohort of young children"],"prefix":"10.3389","volume":"5","author":[{"given":"Solveig","family":"Magnusdottir","sequence":"first","affiliation":[{"name":"MyCardio LLC","place":["Denver, CO, United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ingibjorg","family":"Ingolfsdottir","sequence":"additional","affiliation":[{"name":"Akureyri Hospital","place":["Pediatrics, Akureyri, Iceland"]},{"name":"University of Iceland","place":["Reykjav\u00edk, Iceland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hugi","family":"Hilmisson","sequence":"additional","affiliation":[{"name":"MyCardio LLC","place":["Denver, CO, United States"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Laufey","family":"Hrolfsdottir","sequence":"additional","affiliation":[{"name":"Institution of Health Science Research, University of Akureyri and Akureyri Hospital","place":["Akureyri, Iceland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Magnus","family":"Birkisson","sequence":"additional","affiliation":[{"name":"Akureyri Hospital, Ear Nose Throat","place":["Akureyri, Iceland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Erla","family":"Hallgrimsdottir","sequence":"additional","affiliation":[{"name":"Aarhus University","place":["Aarhus, Denmark"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Groa","family":"Johannesdottir","sequence":"additional","affiliation":[{"name":"Akureyri Hospital","place":["Pediatrics, Akureyri, Iceland"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hannes","family":"Petersen","sequence":"additional","affiliation":[{"name":"University of Iceland","place":["Reykjav\u00edk, Iceland"]},{"name":"Akureyri Hospital, Ear Nose Throat","place":["Akureyri, Iceland"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,8,19]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1111\/j.1469-8986.1966.tb02650.x","article-title":"The first night effect: an EEG study of sleep","volume":"2","author":"Agnew","year":"1966","journal-title":"Psychophysiology"},{"key":"B2","doi-asserted-by":"publisher","first-page":"876","DOI":"10.1513\/AnnalsATS.202005-510OC","article-title":"Automated apnea-hypopnea index from oximetry and spectral analysis of cardiopulmonary coupling","volume":"18","author":"Al Ashry","year":"","journal-title":"Ann. Am. Thorac. Soc."},{"key":"B3","doi-asserted-by":"publisher","first-page":"755464","DOI":"10.3389\/fnins.2021.755464","article-title":"Cardiopulmonary sleep spectrograms open a novel window into sleep biology-implications for health and disease","volume":"15","author":"Al Ashry","year":"","journal-title":"Front. Neurosci."},{"key":"B4","doi-asserted-by":"publisher","first-page":"943","DOI":"10.5665\/sleep.3666","article-title":"Obstructive sleep apnea in obese community-dwelling children: the NANOS study","volume":"37","author":"Alonso-\u00c1lvarez","year":"2014","journal-title":"Sleep"},{"key":"B5","doi-asserted-by":"publisher","first-page":"511","DOI":"10.1007\/s11325-017-1576-4","article-title":"Prevalence of obstructive sleep apnea among obese toddlers and preschool children","volume":"22","author":"Bin-Hasan","year":"2018","journal-title":"Sleep Breath."},{"key":"B6","doi-asserted-by":"publisher","first-page":"2026","DOI":"10.3389\/fnins.2026.1849903","article-title":"Editorial: the promise of sleep technology","volume":"20","author":"Chiang","year":"","journal-title":"Front. Neurosci."},{"key":"B7","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1007\/s44470-026-00088-6","article-title":"From classic to cutting-edge: technological approaches to respiratory physiological signals in assessing sleep-disordered breathing","volume":"22","author":"Chiang","year":"","journal-title":"J. Clin. Sleep Med"},{"key":"B8","doi-asserted-by":"publisher","first-page":"e0264981","DOI":"10.1371\/journal.pone.0264981","article-title":"Anatomic development of the upper airway during the first five years of life: a three-dimensional imaging study","volume":"17","author":"Chuang","year":"2022","journal-title":"PLoS One"},{"key":"B9","doi-asserted-by":"publisher","first-page":"531","DOI":"10.5664\/JCSM.1328","article-title":"Obstructive sleep apnea devices for out-of-center (OOC) testing: technology evaluation","volume":"7","author":"Collop","year":"2011","journal-title":"J. Clin. Sleep Med."},{"key":"B10","doi-asserted-by":"publisher","first-page":"1689","DOI":"10.1007\/s00431-021-04366-8","article-title":"Cardiometabolic risk profile in non-obese children with obstructive sleep apnea syndrome","volume":"181","author":"Di Sessa","year":"2022","journal-title":"Eur. J. Pediatr."},{"key":"B11","doi-asserted-by":"publisher","first-page":"106532","DOI":"10.1016\/j.sleep.2025.106532","article-title":"Exploring nightly variability and clinical influences on sleep measures: insights from a digital brain health platform","volume":"131","author":"Ding","year":"2025","journal-title":"Sleep Med."},{"key":"B12","doi-asserted-by":"publisher","DOI":"10.1016\/j.sleep.2026.108772","article-title":"Expert panel perspectives on multi-night testing for obstructive sleep apnoea: a Delphi study","author":"Fricke","year":"2026","journal-title":"Sleep Med."},{"key":"B13","doi-asserted-by":"publisher","first-page":"1055","DOI":"10.1002\/237909","article-title":"Current practice patterns for sleep-disordered breathing in children","volume":"123","author":"Friedman","year":"2013","journal-title":"The Laryngoscope"},{"key":"B14","doi-asserted-by":"publisher","first-page":"220151","DOI":"10.1183\/20734735.0151-2022","article-title":"Recent advances in paediatric sleep disordered breathing","volume":"18","author":"Garde","year":"2022","journal-title":"Breathe (Sheff)"},{"key":"B15","doi-asserted-by":"publisher","first-page":"254","DOI":"10.1016\/j.sleep.2007.04.013","article-title":"Systemic inflammation in non-obese children with obstructive sleep apnea","volume":"9","author":"Gozal","year":"2008","journal-title":"Sleep Med."},{"key":"B16","doi-asserted-by":"publisher","first-page":"1739","DOI":"10.1007\/s11325-020-02049-6","article-title":"Sleep apnea diagnosis in children using software-generated apnea-hypopnea index (AHI) derived from data recorded with a single photoplethysmogram sensor (PPG): Results from the Childhood Adenotonsillectomy Study (CHAT) based on cardiopulmonary coupling analysis","volume":"24","author":"Hilmisson","year":"2020","journal-title":"Sleep Breath"},{"key":"B17","doi-asserted-by":"publisher","first-page":"2624","DOI":"10.1002\/lary.25979","article-title":"Risk factors for residual obstructive sleep apnea after adenotonsillectomy in children","volume":"126","author":"Imanguli","year":"2016","journal-title":"Laryngoscope"},{"key":"B18","doi-asserted-by":"publisher","first-page":"1691091","DOI":"10.3389\/frsle.2025.1691091","article-title":"Obstructive sleep apnea in children: prevalence and association with overweight and obesity","volume":"4","author":"Ingolfsdottir","year":"2026","journal-title":"Front. Sleep"},{"key":"B19","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1016\/j.jpeds.2016.11.032","article-title":"Comparisons of office and 24-hour ambulatory blood pressure monitoring in children with obstructive sleep apnea","volume":"182","author":"Kang","year":"2017","journal-title":"J. Pediatr."},{"key":"B20","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1067\/mpd.2002.123290","article-title":"Night-to-night variability of polysomnography in children with suspected obstructive sleep apnea","volume":"140","author":"Katz","year":"2002","journal-title":"J. Pediatr."},{"key":"B21","doi-asserted-by":"publisher","first-page":"1199","DOI":"10.5664\/jcsm.6772","article-title":"American Academy of sleep medicine position paper for the use of a home sleep apnea test for the diagnosis of OSA in children","volume":"13","author":"Kirk","year":"2017","journal-title":"J. Clin. Sleep Med."},{"key":"B22","doi-asserted-by":"publisher","first-page":"101991","DOI":"10.1016\/j.smrv.2024.101991","article-title":"Diagnostic accuracy of portable sleep monitors in pediatric sleep apnea: a systematic review","volume":"78","author":"Landry","year":"2024","journal-title":"Sleep Med. Rev."},{"key":"B23","doi-asserted-by":"publisher","first-page":"2115","DOI":"10.1002\/lary.23356","article-title":"Measuring sleep quality after adenotonsillectomy in pediatric sleep apnea","volume":"122","author":"Lee","year":"2012","journal-title":"Laryngoscope"},{"key":"B24","doi-asserted-by":"publisher","first-page":"1467","DOI":"10.1378\/chest.126.5.1467","article-title":"Is a 2-night polysomnographic study necessary in childhood sleep-related disordered breathing?","volume":"126","author":"Li","year":"2004","journal-title":"Chest"},{"key":"B53","doi-asserted-by":"publisher","first-page":"e0219854","DOI":"10.1371\/journal.pone.0219854","article-title":"Intraclass correlation? a discussion and demonstration of basic features","volume":"9","author":"Liljequist","year":"2014"},{"key":"B25","doi-asserted-by":"publisher","first-page":"293","DOI":"10.1016\/j.smrv.2010.12.001","article-title":"Rhinitis and sleep","volume":"15","author":"Lunn","year":"2011","journal-title":"Sleep Med. Rev."},{"key":"B26","doi-asserted-by":"publisher","DOI":"10.1016\/j.chest.2025.12.017","article-title":"The Canadian Thoracic Society\/Canadian Sleep Society Guideline on the diagnosis of obstructive sleep apnea in children","author":"MacLean","year":"2026","journal-title":"Chest"},{"key":"B27","doi-asserted-by":"publisher","first-page":"973","DOI":"10.5664\/jcsm.4028","article-title":"Craniofacial contribution to residual obstructive sleep apnea after adenotonsillectomy in children: a preliminary study","volume":"10","author":"Maeda","year":"2014","journal-title":"J. Clin. Sleep Med."},{"key":"B28","doi-asserted-by":"publisher","DOI":"10.1093\/sleep\/zsag189","article-title":"Beyond device downloads: residual sleep apnea and hypoxemia missed by flow-based CPAP monitoring","author":"Malhotra","year":"2026","journal-title":"Sleep zsag189"},{"key":"B29","doi-asserted-by":"publisher","first-page":"576","DOI":"10.1542\/peds.2012-1671","article-title":"Diagnosis and management of childhood obstructive sleep apnea syndrome","volume":"130","author":"Marcus","year":"2012","journal-title":"Pediatrics"},{"key":"B30","doi-asserted-by":"publisher","first-page":"2366","DOI":"10.1056\/NEJMoa1215881","article-title":"A randomized trial of adenotonsillectomy for childhood sleep apnea","volume":"368","author":"Marcus","year":"2013","journal-title":"N. Engl. J. Med."},{"key":"B31","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1016\/j.ijporl.2005.10.020","article-title":"Behavior, neurocognition and quality-of-life in children with sleep-disordered breathing","volume":"70","author":"Mitchell","year":"2006","journal-title":"Int. J. Pediatr. Otorhinolaryngol."},{"key":"B32","doi-asserted-by":"publisher","first-page":"110206","DOI":"10.1016\/j.ijporl.2020.110206","article-title":"Night-to-night variability in respiratory parameters in children and adolescents examined for obstructive sleep apnea","volume":"137","author":"Orntoft","year":"2020","journal-title":"Int. J. Pediatr. Otorhinolaryngol."},{"key":"B33","doi-asserted-by":"publisher","first-page":"2151","DOI":"10.1016\/j.ijporl.2014.09.030","article-title":"Indications for tonsillectomy: a 10 year retrospective review","volume":"78","author":"Patel","year":"2014","journal-title":"Int. J. Pediatr. Otorhinolaryngol."},{"key":"B34","doi-asserted-by":"publisher","first-page":"102040","DOI":"10.1016\/j.smrv.2024.102040","article-title":"Prevalence of depression in pediatric patients with diagnosed or at high risk for obstructive sleep apnea: A systematic review with meta-analysis","volume":"80","author":"Pereira","year":"2024","journal-title":"Sleep Med. Rev."},{"key":"B35","doi-asserted-by":"publisher","first-page":"365","DOI":"10.1016\/j.chest.2020.01.039","article-title":"Variability and misclassification of sleep apnea severity based on multi-night testing","author":"Punjabi","year":"2020","journal-title":"Chest 158"},{"key":"B36","doi-asserted-by":"publisher","first-page":"111285","DOI":"10.1016\/j.ijporl.2022.111285","article-title":"Night-to-night variability in respiratory sleep parameters to diagnose obstructive sleep apnea in children: A systematic review and meta-analysis","volume":"162","author":"Qin","year":"2022","journal-title":"Int. J. Pediatr. Otorhinolaryngol."},{"key":"B37","doi-asserted-by":"publisher","first-page":"e12636","DOI":"10.1111\/jsr.12636","article-title":"Sleep and its relation to cognition and behaviour in preschool-aged children of the general population: a systematic review","volume":"27","author":"Reynaud","year":"2018","journal-title":"J. Sleep Res."},{"key":"B38","doi-asserted-by":"publisher","first-page":"1095","DOI":"10.1136\/thoraxjnl-2020-214544","article-title":"Night-to-night variability of respiratory events in obstructive sleep apnoea: a systematic review and meta-analysis","volume":"75","author":"Roeder","year":"2020","journal-title":"Thorax"},{"key":"B39","doi-asserted-by":"publisher","first-page":"657","DOI":"10.1093\/sleep\/25.6.648","article-title":"Health-related quality of life and sleep-disordered breathing in children","volume":"25","author":"Rosen","year":"2002","journal-title":"Sleep"},{"key":"B40","doi-asserted-by":"publisher","first-page":"2138","DOI":"10.1016\/S1388-2457(03)00209-8","article-title":"First night effect in children and adolescents undergoing polysomnography for sleep-disordered breathing","volume":"114","author":"Scholle","year":"2003","journal-title":"Clinical Neurophysiology"},{"key":"B41","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1016\/j.ijporl.2016.02.011","article-title":"Neurocognitive outcomes after pediatric adenotonsillectomy for obstructive sleep apnea: a systematic review and meta-analysis","volume":"83","author":"Song","year":"2016","journal-title":"Int. J. Pediatr. Otorhinolaryngol."},{"key":"B42","doi-asserted-by":"publisher","first-page":"178","DOI":"10.1016\/j.sleep.2001.10.025","article-title":"REM and NREM sleep-state distribution of respiratory events in habitually snoring school-aged community children","volume":"13","author":"Spruyt","year":"2012","journal-title":"Sleep Med."},{"key":"B43","doi-asserted-by":"publisher","first-page":"1382","DOI":"10.1378\/chest.15-1365","volume":"148","author":"Tan","year":"2015"},{"key":"B44","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1016\/j.sleep.2019.06.003","article-title":"Quantifying statistical uncertainty in metrics of sleep disordered breathing","volume":"65","author":"Thomas","year":"2020","journal-title":"Sleep Med."},{"key":"B45","doi-asserted-by":"publisher","first-page":"1151","DOI":"10.1093\/sleep\/28.9.1151","article-title":"An electrocardiogram-based technique to assess cardiopulmonary coupling during sleep","volume":"28","author":"Thomas","year":"2005","journal-title":"Sleep"},{"key":"B46","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1016\/j.sleep.2013.10.002","article-title":"Relationship between delta power and the electrocardiogram-derived cardiopulmonary spectrogram: possible implications for assessing the effectiveness of sleep","volume":"15","author":"Thomas","year":"2014","journal-title":"Sleep Med."},{"key":"B47","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1016\/j.ijpsycho.2013.06.022","article-title":"Pathophysiology of sleep-dependent memory consolidation processes in children","volume":"89","author":"Urbain","year":"2013","journal-title":"Int. J. Psychophysiol"},{"key":"B48","doi-asserted-by":"publisher","first-page":"233","DOI":"10.1136\/adc.2005.085365","article-title":"First night effect for polysomnographic data in children and adolescents with suspected sleep disordered breathing","volume":"91","author":"Verhulst","year":"2006","journal-title":"Arch. Dis. Child"},{"key":"B49","doi-asserted-by":"publisher","first-page":"806","DOI":"10.1136\/bmj.39335.541782.AD","article-title":"Strengthening the reporting of observational studies in epidemiology (STROBE) statement: guidelines for reporting observational studies","volume":"335","author":"von Elm","year":"2007","journal-title":"BMJ"},{"key":"B50","doi-asserted-by":"publisher","first-page":"1134678","DOI":"10.3389\/fped.2023.1134678","article-title":"Inflammatory markers in children with obstructive sleep apnea syndrome","volume":"11","author":"Wang","year":"2023","journal-title":"Front Pediatr"},{"key":"B51","doi-asserted-by":"publisher","first-page":"108784","DOI":"10.1016\/j.sleep.2026.108784","article-title":"High night-to-night variability in childhood obstructive sleep apnea severity","volume":"140","author":"Xiao","year":"2026","journal-title":"Sleep Med."},{"key":"B52","doi-asserted-by":"publisher","first-page":"1875","DOI":"10.1002\/ppul.26404","article-title":"Night-to-night variability of polygraphy in children with sleep disordered breathing symptoms","volume":"58","author":"Yilmaz Yegit","year":"2023","journal-title":"Pediatr. Pulmonol."}],"container-title":["Frontiers in Sleep"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/frsle.2026.1903809\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,8,19]],"date-time":"2026-08-19T04:35:45Z","timestamp":1787114145000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/frsle.2026.1903809\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,8,19]]},"references-count":53,"alternative-id":["10.3389\/frsle.2026.1903809"],"URL":"https:\/\/doi.org\/10.3389\/frsle.2026.1903809","relation":{},"ISSN":["2813-2890"],"issn-type":[{"value":"2813-2890","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,8,19]]},"article-number":"1903809"}}