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Research Article

Machine learning-based prediction of adherence to continuous positive airway pressure (CPAP) in obstructive sleep apnea (OSA)

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References

  • Lindenfeld J, Jessup M. ‘Drugs don’t work in patients who don’t take them’ (C. Everett Koop, MD, US Surgeon General, 1985). Eur J Heart Fail [Internet]. 2017 Nov 1 [cited 2020 Mar 22];19(11):1412–13. Available from: h ttp://d oi.w iley.com/1 0.1002/ejhf.920.
  • L’uso dei farmaci in Italia. Rapporto OsMed 2015. AIFA Agenzia Italiana del Farmaco [Internet]. [cited 2020 Mar 22]. Available from: http://www.agenziafarmaco.gov.it/content/luso-dei-farmaci-italia-rapporto-osmed-2015.
  • Sateia MJ. International classification of sleep disorders-third edition highlights and modifications. Chest. 2014 Nov 1;146(5):1387–94. doi:10.1378/chest.14-0970.
  • Benjafield AV, Ayas NT, Eastwood PR, Heinzer R, Ip MSM, Morrell MJ, Nunez CM, Patel SR, Penzel T, Pépin J-L, et al. Estimation of the global prevalence and burden of obstructive sleep apnoea: a literature-based analysis. Lancet Respir Med [Internet]. 2019 Aug 1 [cited 2020 Oct 25];7(8):687–98. doi:10.1016/S2213-2600(19)30198-5.
  • Mehra R, Benjamin EJ, Shahar E, Gottlieb DJ, Nawabit R, Kirchner HL, Sahadevan J, Redline S. Association of nocturnal arrhythmias with sleep-disordered breathing: the sleep heart health study. Am J Respir Crit Care Med. 2006 Apr 15;173(8):910–16. doi:10.1164/rccm.200509-1442OC.
  • Sert Kuniyoshi FH, Garcia-Touchard A, Gami AS, Romero-Corral A, van der Walt C, Pusalavidyasagar S, Kara T, Caples SM, Pressman GS, Vasquez EC, et al. Day-night variation of acute myocardial infarction in obstructive sleep apnea. J Am Coll Cardiol. 2008 Jul 29;52(5):343–46. doi:10.1016/j.jacc.2008.04.027.
  • Mehta V, Subramanyam R, Shapiro CM, Chung F. Health effects of identifying patients with undiagnosed obstructive sleep apnea in the preoperative clinic: a follow-up study. Can J Anesthesia. 2012 Jun;59(6):544–55. doi:10.1007/s12630-012-9694-8.
  • Coughlin SR, Mawdsley L, Mugarza JA, Calverley PMA, Wilding JPH. Obstructive sleep apnoea is independently associated with an increased prevalence of metabolic syndrome. Eur Heart J. 2004 May;25(9):735–41. doi:10.1016/j.ehj.2004.02.021.
  • Nieto FJ, Peppard PE, Young TB. Sleep disordered breathing and metabolic syndrome. Wis Med J. 2009 Aug;108(5):263–65.
  • McNicholas WT, Luo Y, Zhong N. Sleep apnoea: a major and under-recognised public health concern. J Thorac Dis. Pioneer Bioscience Publishing. 2015;7:1269–72.
  • Malhotra A, Ayas NT, Epstein LJ. The art and science of continuous positive airway pressure therapy in obstructive sleep apnea [Internet]. Curr Opin Pulm Med. Lippincott Williams and Wilkins. 2000 [cited 2020 Mar 22];6(6):490–95. doi:10.1097/00063198-200011000-00005.
  • Cayanan EA, Bartlett DJ, Chapman JL, Hoyos CM, Phillips CL, Grunstein RR. A review of psychosocial factors and personality in the treatment of obstructive sleep apnoea. Eur Respir Rev [Internet]. 2019;28(152):190005. doi:10.1183/16000617.0005-2019.
  • Schwab RJ, Badr SM, Epstein LJ, Gay PC, Gozal D, Kohler M, Lévy P, Malhotra A, Phillips BA, Rosen IM, et al. An official American thoracic society statement: continuous positive airway pressure adherence tracking systems the optimal monitoring strategies and outcome measures in adults. Am J Respir Crit Care Med [Internet]. 2013 Sep 1 [cited 2021 Mar 5];188(5):613–20. doi:10.1164/rccm.201307-1282ST.
  • Goldstein CA, Berry RB, Kent DT, Kristo DA, Seixas AA, Redline S, Westover MB, Abbasi-Feinberg F, Aurora RN, Carden KA, et al. Artificial intelligence in sleep medicine: an American Academy of Sleep Medicine position statement. J Clin Sleep Med. 2020;16(4):605–07. doi:10.5664/jcsm.8288.
  • Goldstein CA, Berry RB, Kent DT, Kristo DA, Seixas AA, Redline S, Westover MB. Artificial intelligence in sleep medicine: background and implications for clinicians. J Clin Sleep Med. 2020;16(4):609–18. doi:10.5664/jcsm.8388.
  • Andreu AL, Chiner E, Sancho-Chust JN, Pastor E, Llombart M, Gomez-Merino E, Senent C, Barbe F. Effect of an ambulatory diagnostic and treatment programme in patients with sleep apnoea. Eur Respir J. 2012;39(2):305–12. doi:10.1183/09031936.00013311.
  • Saldías Peñafiel F, Gassmann Poniachik J, Canelo López A, Uribe Monasterio J, Díaz Patiño O. Accuracy of sleep questionnaires for obstructive sleep apnea syndrome screening. Rev Med Chil [Internet]. 2018 Dec 1 [cited 2020 Mar 22];146(10):1123–34. Available from: http://www.ncbi.nlm.nih.gov/pubmed/30724975.
  • Eijsvogel MM, Wiegersma S, Randerath W, Verbraecken J, Wegter-Hilbers E, van der Palen J. Obstructive sleep apnea syndrome in company workers: development of a two-step screening strategy with a new questionnaire. JCSM [Internet]. 2016 Apr 15 [cited 2020 Mar 22];12(4):555–64. Available from: http://www.ncbi.nlm.nih.gov/pubmed/26518703.
  • AASM Scoring Manual. American Academy of Sleep Medicine [Internet]. [cited 2020 Mar 22]. Available from: https://aasm.org/clinical-resources/scoring-manual/.
  • Patil SP, Ayappa IA, Caples SM, John Kimoff R, Patel SR, Harrod CG. Treatment of adult obstructive sleep apnea with positive airway pressure: an American academy of sleep medicine systematic review, meta-analysis, and GRADE assessment. J Clin Sleep Med. 2019;15(2):301–34. doi:10.5664/jcsm.7638.
  • Mencar C, Gallo C, Mantero M, Tarsia P, Carpagnano GE, Foschino Barbaro MP, Lacedonia D. Application of machine learning to predict obstructive sleep apnea syndrome severity. Health Informatics J. 2020;26(1):298–317. doi:10.1177/1460458218824725.
  • Hassaballa HA, Tulaimat A, Herdegen JJ, Mokhlesi B. The effect of continuous positive airway pressure on glucose control in diabetic patients with severe obstructive sleep apnea. Sleep Breathing. 2005 Dec;9(4):176–80. doi:10.1007/s11325-005-0033-y.
  • FDA permits marketing of artificial intelligence-based device to detect certain diabetes-related eye problems. FDA [Internet]. [cited 2020 Dec 1]. Available from: https://www.fda.gov/news-events/press-announcements/fda-permits-marketing-artificial-intelligence-based-device-detect-certain-diabetes-related-eye.
  • Salepci B, Caglayan B, Kiral N, Torun Parmaksiz E, Sener Comert S, Sarac G, Fidan A, Gungor GA. CPAP adherence of patients with obstructive sleep apnea. Respir Care. 2013;58(9):1467–73. doi:10.4187/respcare.02139.
  • Rotenberg BW, Murariu D, Pang KP. Trends in CPAP adherence over twenty years of data collection: a flattened curve. J Otolaryngol Head Neck Surg. 2016;45(1):1–9. doi:10.1186/s40463-016-0156-0.
  • Tun Y, Hida W, Okabe S, Ogawa H, Kikuchi Y, Oikawa M, Kitamuro T, Shirato K. Can nasal continuous positive airway pressure decrease clinic blood pressure in patients with obstructive sleep apnea? Tohoku J Exp Med. 2003 Nov;201(3):181–90. doi:10.1620/tjem.201.181.
  • Weaver TE, Maislin G, Dinges DF, Bloxham T, George CFP, Greenberg H, Kader G, Mahowald M, Younger J, Pack AI, et al. Relationship between hours of CPAP use and achieving normal levels of sleepiness and daily functioning. Sleep. 2007 Jun 1;30(6):711–19. doi:10.1093/sleep/30.6.711.
  • Kushida CA, Nichols DA, Quan SF, Goodwin JL, White DP, Gottlieb DJ, Walsh JK, Schweitzer PK, Guilleminault C, Simon RD, et al. The apnea positive pressure long-term efficacy study (APPLES): rationale, design, methods, and procedures. J Clin Sleep Med [Internet]. 2006 Jul 15 [cited 2020 Nov 8];2(3):288–300. doi:10.5664/jcsm.26588.
  • Patel SR, Bakker JP, Stitt CJ, Aloia MS, Nouraie SM. Age and sex disparities in adherence to CPAP. Chest [Internet]. 2021 Jan 1 [cited 2021 Mar 5];159(1):382–89. Available from: https://pubmed.ncbi.nlm.nih.gov/32687910/.
  • Woehrle H, Arzt M, Graml A, Fietze I, Young P, Teschler H, Ficker JH. Predictors of positive airway pressure therapy termination in the first year: analysis of big data from a German homecare provider. BMC Pulm Med. 2018;18(1):1–9. doi:10.1186/s12890-018-0748-8.
  • Turnbull CD, Bratton DJ, Craig SE, Kohler M, Stradling JR. In patients with minimally symptomatic OSA can baseline characteristics and early patterns of CPAP usage predict those who are likely to be longer-term users of CPAP. J Thorac Dis [Internet]. 2016 [cited 2020 Nov 8];8(2):276–27681. Available from: /pmc/articles/PMC4739967/?report=abstract.
  • Rowland S, Aiyappan V, Hennessy C, Catcheside P, Chai-Coezter CL, McEvoy RD, Antic NA. Comparing the efficacy, mask leak, patient adherence, and patient preference of three different CPAP interfaces to treat moderate-severe obstructive sleep apnea. J Clin Sleep Med [Internet]. 2018 Jan 15 [cited 2021 Mar 5];14(1):101–08. Available from: https://pubmed.ncbi.nlm.nih.gov/29198305/.

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