• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

通过聚类分析确定的轻中度阻塞性睡眠呼吸暂停患者的表型。

Phenotypes of patients with mild to moderate obstructive sleep apnoea as confirmed by cluster analysis.

机构信息

Department of Respiratory and Sleep Medicine, Monash Medical Centre, Melbourne, Australia.

出版信息

Respirology. 2012 Jan;17(1):99-107. doi: 10.1111/j.1440-1843.2011.02037.x.

DOI:10.1111/j.1440-1843.2011.02037.x
PMID:21848707
Abstract

BACKGROUND AND OBJECTIVE

Patients with OSA manifest different patterns of disease. However, this heterogeneity is more evident in patients with mild-moderate OSA than in those with severe disease and a high total AHI. We hypothesized that mild-moderate OSA can be categorized into discreet disease phenotypes, and the aim of this study was to comprehensively describe the pattern of OSA phenotypes through the use of cluster analysis techniques.

METHODS

The data for 1184 consecutive patients, collected over 24 months, was analysed. Patients with a total AHI of 5-30/h were categorized according to the sleep stage and position in which they were predominantly affected. This categorization was compared with one in which patients were grouped using a K-means clustering technique with log linear modelling and cross-tabulation.

RESULTS

Patients with mild-moderate OSA can be categorized according to polysomnographic parameters. This clinical categorization was validated by comparison with a categorization in which patients were grouped by unsupervised K-means cluster analysis. The clinical groups identified were: (i) rapid eye movement (REM) predominant OSA, 44.6%; (ii) non-REM predominant OSA, 18.9%; (iii) supine predominant OSA, 61.9%; and (iv) intermittent OSA, 12.4%. Patients categorized as having both REM and supine predominant OSA showed characteristics of both the REM predominant and supine predominant OSA groups.

CONCLUSIONS

Patients with mild-moderate OSA show different polysomnographic phenotypes. This approach to categorization more appropriately reflects disease heterogeneity and the likely multiple pathophysiological processes involved in OSA.

摘要

背景与目的

阻塞性睡眠呼吸暂停(OSA)患者表现出不同的疾病模式。然而,这种异质性在轻度至中度 OSA 患者中比在重度疾病和高总 AHI 的患者中更为明显。我们假设轻度至中度 OSA 可以分为不同的疾病表型,本研究的目的是通过使用聚类分析技术全面描述 OSA 表型的模式。

方法

分析了在 24 个月内收集的 1184 例连续患者的数据。根据总 AHI 为 5-30/h 的患者在睡眠阶段和受影响的体位上的主要表现进行分类。这种分类与使用对数线性模型和交叉表的 K-均值聚类技术将患者分组的分类进行了比较。

结果

轻度至中度 OSA 患者可以根据多导睡眠图参数进行分类。通过与使用无监督 K-均值聚类分析将患者分组的分类进行比较,验证了这种临床分类。确定的临床组包括:(i)快速眼动(REM)为主的 OSA,占 44.6%;(ii)非 REM 为主的 OSA,占 18.9%;(iii)仰卧位为主的 OSA,占 61.9%;(iv)间歇性 OSA,占 12.4%。被归类为同时存在 REM 和仰卧位为主的 OSA 的患者表现出 REM 为主和仰卧位为主的 OSA 两组的特征。

结论

轻度至中度 OSA 患者表现出不同的多导睡眠图表型。这种分类方法更能反映疾病的异质性和 OSA 中可能涉及的多种病理生理过程。

相似文献

1
Phenotypes of patients with mild to moderate obstructive sleep apnoea as confirmed by cluster analysis.通过聚类分析确定的轻中度阻塞性睡眠呼吸暂停患者的表型。
Respirology. 2012 Jan;17(1):99-107. doi: 10.1111/j.1440-1843.2011.02037.x.
2
Comparison of supine-only and REM-only obstructive sleep apnoea.仅仰卧位和 REM 期仅发生阻塞性睡眠呼吸暂停的比较。
Sleep Med. 2012 Aug;13(7):875-8. doi: 10.1016/j.sleep.2012.01.016. Epub 2012 May 24.
3
Gender differences in the polysomnographic features of obstructive sleep apnea.阻塞性睡眠呼吸暂停多导睡眠图特征中的性别差异。
Am J Respir Crit Care Med. 2000 May;161(5):1465-72. doi: 10.1164/ajrccm.161.5.9904121.
4
Depressive symptoms and obesity as predictors of sleepiness and quality of life in patients with REM-related obstructive sleep apnea: cross-sectional analysis of a large clinical population.抑郁症状和肥胖作为 REM 相关阻塞性睡眠呼吸暂停患者嗜睡和生活质量的预测因素:对大型临床人群的横断面分析。
Sleep Med. 2011 Oct;12(9):827-31. doi: 10.1016/j.sleep.2011.08.003. Epub 2011 Oct 5.
5
Half of patients with obstructive sleep apnea have a higher NREM AHI than REM AHI.一半的阻塞性睡眠呼吸暂停患者非快速眼动睡眠期的呼吸暂停低通气指数高于快速眼动睡眠期。
Sleep Med. 2006 Apr;7(3):281-5. doi: 10.1016/j.sleep.2005.10.006. Epub 2006 Mar 24.
6
New index for analysis of polysomnography, 'integrated area of desaturation', is associated with high cardiovascular risk in patients with mild to moderate obstructive sleep apnea.新的睡眠呼吸暂停分析指标,“综合去饱和面积”,与轻中度阻塞性睡眠呼吸暂停患者的心血管高风险相关。
Respiration. 2009;78(3):278-84. doi: 10.1159/000202980. Epub 2009 Feb 16.
7
Multilevel surgery in patients with rapid eye movement-related obstructive sleep apnea.快速眼动相关阻塞性睡眠呼吸暂停患者的多级手术
Otolaryngol Head Neck Surg. 2009 Apr;140(4):536-41. doi: 10.1016/j.otohns.2009.01.006.
8
Sleep state distribution of obstructive events in children: is obstructive sleep apnoea really a rapid eye movement sleep-related condition?儿童阻塞性事件的睡眠状态分布:阻塞性睡眠呼吸暂停真的是一种与快速眼动睡眠相关的疾病吗?
J Sleep Res. 2009 Dec;18(4):411-4. doi: 10.1111/j.1365-2869.2009.00760.x. Epub 2009 Aug 13.
9
Body position and obstructive sleep apnea in 8-12-month-old infants.8至12个月大婴儿的身体姿势与阻塞性睡眠呼吸暂停
Int J Pediatr Otorhinolaryngol. 2008 Jun;72(6):897-900. doi: 10.1016/j.ijporl.2008.03.002.
10
Reciprocal interactions of obstructive sleep apnea and hypertension associated with ACE I/D polymorphism in males.男性阻塞性睡眠呼吸暂停和高血压与 ACE I/D 多态性的相互作用。
Sleep Med. 2009 Dec;10(10):1107-11. doi: 10.1016/j.sleep.2008.12.012. Epub 2009 May 23.

引用本文的文献

1
Positional Therapy: A Real Opportunity in the Treatment of Obstructive Sleep Apnea? An Update from the Literature.体位治疗:阻塞性睡眠呼吸暂停治疗的真正契机?文献综述
Life (Basel). 2025 Jul 24;15(8):1175. doi: 10.3390/life15081175.
2
Clinical characteristics and outcomes of positional obstructive sleep apnea: the sleep heart health study.体位性阻塞性睡眠呼吸暂停的临床特征与转归:睡眠心脏健康研究
Eur Arch Otorhinolaryngol. 2025 Apr 25. doi: 10.1007/s00405-025-09409-6.
3
Research progress on the clinical subtyping of obstructive sleep apnea hypopnea syndrome.
阻塞性睡眠呼吸暂停低通气综合征临床分型的研究进展
Zhong Nan Da Xue Xue Bao Yi Xue Ban. 2024 Oct 28;49(10):1582-1590. doi: 10.11817/j.issn.1672-7347.2024.240252.
4
Differences in Polysomnographic and Craniofacial Characteristics of Catathrenia Phenotypes: A Cluster Analysis.睡眠期节律紊乱(梦呓)表型的多导睡眠图和颅面特征差异:一项聚类分析。
Nat Sci Sleep. 2024 May 29;16:625-638. doi: 10.2147/NSS.S455705. eCollection 2024.
5
Effectiveness of Mandibular Advancement Devices in Positional OSA Patients: A Retrospective Analysis of Predictive Variables in a Sample of Adult Patients.下颌前移装置对体位性阻塞性睡眠呼吸暂停患者的疗效:成年患者样本中预测变量的回顾性分析
Sleep Sci. 2024 Feb 20;17(1):e55-e63. doi: 10.1055/s-0043-1776752. eCollection 2024 Mar.
6
A population-based study exploring phenotypic clusters and clinical outcomes in stroke using unsupervised machine learning approach.一项基于人群的研究,采用无监督机器学习方法探索中风的表型聚类和临床结局。
PLOS Digit Health. 2023 Sep 13;2(9):e0000334. doi: 10.1371/journal.pdig.0000334. eCollection 2023 Sep.
7
Disentangling the complex landscape of sleep-wake disorders with data-driven phenotyping: A study of the Bernese center.运用数据驱动的表型分析方法解析睡眠-觉醒障碍的复杂图谱:一项对伯尔尼中心的研究。
Eur J Neurol. 2024 Jan;31(1):e16026. doi: 10.1111/ene.16026. Epub 2023 Aug 13.
8
Application of various machine learning techniques to predict obstructive sleep apnea syndrome severity.应用各种机器学习技术预测阻塞性睡眠呼吸暂停综合征严重程度。
Sci Rep. 2023 Apr 19;13(1):6379. doi: 10.1038/s41598-023-33170-7.
9
Central Apneic Event Prevalence in REM and NREM Sleep in OSA Patients: A Retrospective, Exploratory Study.阻塞性睡眠呼吸暂停患者快速眼动睡眠期和非快速眼动睡眠期中枢性呼吸暂停事件的患病率:一项回顾性探索性研究。
Biology (Basel). 2023 Feb 14;12(2):298. doi: 10.3390/biology12020298.
10
Baseline clusters and the response to positive airway pressure treatment in obstructive sleep apnoea patients: longitudinal data from the European Sleep Apnea Database cohort.阻塞性睡眠呼吸暂停患者的基线聚类与气道正压治疗反应:来自欧洲睡眠呼吸暂停数据库队列的纵向数据
ERJ Open Res. 2022 Oct 31;8(4). doi: 10.1183/23120541.00132-2022. eCollection 2022 Oct.