{"title":"结合筛查模式和多导睡眠监测仪对小儿阻塞性睡眠呼吸暂停的分级诊断方法的成本效用分析。","authors":"Shenglong Xu, Yanru Li, Demin Han","doi":"10.5664/jcsm.11518","DOIUrl":null,"url":null,"abstract":"<p><strong>Study objectives: </strong>Obstructive sleep apnea (OSA) is a common disorder in the pediatric population, primarily diagnosed through polysomnography (PSG). However, PSG can be expensive and is often limited in availability. This study aimed to develop a cost-effective diagnostic strategy by integrating a screening model with PSG.</p><p><strong>Methods: </strong>A retrospective analysis was conducted on children suspected of OSA. Screening models were initially constructed with machine learning techniques. Cost-utility analyses compared three diagnostic strategies: (1) PSG alone, (2) the screening model alone, and (3) the screening model-PSG combined, in the discovery and validation cohorts. Cost-utility was measured using the incremental net monetary benefit (INMB).</p><p><strong>Results: </strong>690 children were included. The logistic regression model using age, tonsil scale, OSA-18 questions 1 and 2, and oxygen desaturation index 3% predicted OSA with an area under the curve of 0.91. In the cost-utility analysis, the \"PSG alone\" strategy, as the baseline, was the most beneficial (utility 0.9557) at Chinese Yuan (CNY) 4523.98. The \"screening model alone\" had 91.6% sensitivity and 59.3% specificity, offering lesser value (utility 0.9337) at CNY 6071.51 (INMB CNY -3966.43) when compared to \"PSG alone\". The \"screening model-PSG combined\" strategy increased sensitivity to 100%, specificity to 99.2%, and utility to 0.9554 at CNY 4463.36, establishing it as the most cost-effective option with an INMB of CNY 34.22. One-way sensitivity analyses and adaptation to US cost parameters confirmed the robustness of these results.</p><p><strong>Conclusions: </strong>Using the screening model as a triage tool for PSG enhances the cost-effectiveness of pediatric OSA management.</p>","PeriodicalId":50233,"journal":{"name":"Journal of Clinical Sleep Medicine","volume":" ","pages":""},"PeriodicalIF":3.5000,"publicationDate":"2024-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Cost-utility analysis of a tiered diagnostic approach combining a screening model and polysomnography in pediatric obstructive sleep apnea.\",\"authors\":\"Shenglong Xu, Yanru Li, Demin Han\",\"doi\":\"10.5664/jcsm.11518\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Study objectives: </strong>Obstructive sleep apnea (OSA) is a common disorder in the pediatric population, primarily diagnosed through polysomnography (PSG). However, PSG can be expensive and is often limited in availability. This study aimed to develop a cost-effective diagnostic strategy by integrating a screening model with PSG.</p><p><strong>Methods: </strong>A retrospective analysis was conducted on children suspected of OSA. Screening models were initially constructed with machine learning techniques. Cost-utility analyses compared three diagnostic strategies: (1) PSG alone, (2) the screening model alone, and (3) the screening model-PSG combined, in the discovery and validation cohorts. Cost-utility was measured using the incremental net monetary benefit (INMB).</p><p><strong>Results: </strong>690 children were included. The logistic regression model using age, tonsil scale, OSA-18 questions 1 and 2, and oxygen desaturation index 3% predicted OSA with an area under the curve of 0.91. In the cost-utility analysis, the \\\"PSG alone\\\" strategy, as the baseline, was the most beneficial (utility 0.9557) at Chinese Yuan (CNY) 4523.98. The \\\"screening model alone\\\" had 91.6% sensitivity and 59.3% specificity, offering lesser value (utility 0.9337) at CNY 6071.51 (INMB CNY -3966.43) when compared to \\\"PSG alone\\\". The \\\"screening model-PSG combined\\\" strategy increased sensitivity to 100%, specificity to 99.2%, and utility to 0.9554 at CNY 4463.36, establishing it as the most cost-effective option with an INMB of CNY 34.22. One-way sensitivity analyses and adaptation to US cost parameters confirmed the robustness of these results.</p><p><strong>Conclusions: </strong>Using the screening model as a triage tool for PSG enhances the cost-effectiveness of pediatric OSA management.</p>\",\"PeriodicalId\":50233,\"journal\":{\"name\":\"Journal of Clinical Sleep Medicine\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2024-12-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Clinical Sleep Medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.5664/jcsm.11518\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CLINICAL NEUROLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Clinical Sleep Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.5664/jcsm.11518","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
Cost-utility analysis of a tiered diagnostic approach combining a screening model and polysomnography in pediatric obstructive sleep apnea.
Study objectives: Obstructive sleep apnea (OSA) is a common disorder in the pediatric population, primarily diagnosed through polysomnography (PSG). However, PSG can be expensive and is often limited in availability. This study aimed to develop a cost-effective diagnostic strategy by integrating a screening model with PSG.
Methods: A retrospective analysis was conducted on children suspected of OSA. Screening models were initially constructed with machine learning techniques. Cost-utility analyses compared three diagnostic strategies: (1) PSG alone, (2) the screening model alone, and (3) the screening model-PSG combined, in the discovery and validation cohorts. Cost-utility was measured using the incremental net monetary benefit (INMB).
Results: 690 children were included. The logistic regression model using age, tonsil scale, OSA-18 questions 1 and 2, and oxygen desaturation index 3% predicted OSA with an area under the curve of 0.91. In the cost-utility analysis, the "PSG alone" strategy, as the baseline, was the most beneficial (utility 0.9557) at Chinese Yuan (CNY) 4523.98. The "screening model alone" had 91.6% sensitivity and 59.3% specificity, offering lesser value (utility 0.9337) at CNY 6071.51 (INMB CNY -3966.43) when compared to "PSG alone". The "screening model-PSG combined" strategy increased sensitivity to 100%, specificity to 99.2%, and utility to 0.9554 at CNY 4463.36, establishing it as the most cost-effective option with an INMB of CNY 34.22. One-way sensitivity analyses and adaptation to US cost parameters confirmed the robustness of these results.
Conclusions: Using the screening model as a triage tool for PSG enhances the cost-effectiveness of pediatric OSA management.
期刊介绍:
Journal of Clinical Sleep Medicine focuses on clinical sleep medicine. Its emphasis is publication of papers with direct applicability and/or relevance to the clinical practice of sleep medicine. This includes clinical trials, clinical reviews, clinical commentary and debate, medical economic/practice perspectives, case series and novel/interesting case reports. In addition, the journal will publish proceedings from conferences, workshops and symposia sponsored by the American Academy of Sleep Medicine or other organizations related to improving the practice of sleep medicine.