The future of big data: Remote monitoring of positive airway pressure treatment for obstructive sleep apnea - insights from adults and implications for pediatric care.

IF 2.7 3区 医学 Q1 PEDIATRICS Pediatric Pulmonology Pub Date : 2025-01-01 Epub Date: 2024-12-02 DOI:10.1002/ppul.27334
Rakesh Bhattacharjee, Joao Carlos Winck, David Gozal
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Abstract

The advent of large expansive datasets has generated substantial interest as a means of developing and implementing unique algorithms that facilitate more precise and personalized interventions. This methodology has permeated the realm of sleep medicine and in the care of patients with sleep disorders. One of the large repositories of information consists of adherence and physiological datasets across long periods of time as derived from patients undergoing positive airway pressure (PAP) treatment for sleep-disordered breathing. Here, we evaluate the extant and yet scarce findings derived from big data in both adults and children receiving PAP for obstructive sleep apnea and suggest future directions towards more expansive utilization of such valuable approaches to improve therapeutic decisions and outcomes.

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大数据的未来:远程监测气道正压治疗阻塞性睡眠呼吸暂停——来自成人的见解和对儿科护理的影响。
大型数据集的出现引起了人们的极大兴趣,因为它是开发和实施独特算法的一种手段,可以促进更精确和个性化的干预。这种方法已经渗透到睡眠医学领域和睡眠障碍患者的护理中。其中一个大型信息库由长期依从性和生理数据集组成,这些数据集来自接受气道正压(PAP)治疗睡眠呼吸障碍的患者。在这里,我们评估了现有的和缺乏的来自成人和儿童接受PAP治疗阻塞性睡眠呼吸暂停的大数据的发现,并建议未来更广泛地利用这些有价值的方法来改善治疗决策和结果。
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来源期刊
Pediatric Pulmonology
Pediatric Pulmonology 医学-呼吸系统
CiteScore
6.00
自引率
12.90%
发文量
468
审稿时长
3-8 weeks
期刊介绍: Pediatric Pulmonology (PPUL) is the foremost global journal studying the respiratory system in disease and in health as it develops from intrauterine life though adolescence to adulthood. Combining explicit and informative analysis of clinical as well as basic scientific research, PPUL provides a look at the many facets of respiratory system disorders in infants and children, ranging from pathological anatomy, developmental issues, and pathophysiology to infectious disease, asthma, cystic fibrosis, and airborne toxins. Focused attention is given to the reporting of diagnostic and therapeutic methods for neonates, preschool children, and adolescents, the enduring effects of childhood respiratory diseases, and newly described infectious diseases. PPUL concentrates on subject matters of crucial interest to specialists preparing for the Pediatric Subspecialty Examinations in the United States and other countries. With its attentive coverage and extensive clinical data, this journal is a principle source for pediatricians in practice and in training and a must have for all pediatric pulmonologists.
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