Anatomical phenotype of obstructive sleep apnea patients based on cluster analysis

被引:5
作者
Huang, Liping [1 ]
Xu, Ying [1 ]
Gong, Xu [1 ,2 ]
Gao, Xuemei [1 ,2 ]
机构
[1] Peking Univ, Sch & Hosp Stomatol, Dept Orthodont, Beijing, Peoples R China
[2] Peking Univ, Sch & Hosp Stomatol, 22, Zhongguancun South Ave, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
cluster analysis; craniofacial features; mandibular advancement devices; obstructive sleep apnea; subtype; CEPHALOMETRIC ANALYSIS; UPPER AIRWAY; MORPHOLOGY; OBESITY; UPDATE;
D O I
10.1111/ocr.12653
中图分类号
R78 [口腔科学];
学科分类号
1003 ;
摘要
Objectives: To generate a novel subtype of obstructive sleep apnea (OSA) based on anatomical features and verify the differences in the response of different subtypes to orthodontic treatment, thus providing a theoretical reference for clinical decision-making. Materials and Methods: A K -means cluster analysis was performed for this retrospective serial study, which includes 722 OSA patients, aged 44.0 (36.0, 54.0) years, 80.2% male, with apnea-hypopnea index (AHI) of 23.2 (13.4, 39.6) events.h(-1), and body mass index (BMI) of 25.47 +/- 3.00 kg.m(-2). All samples were divided into three subtypes based on AHI, BMI, and five variables of craniofacial measurements. Sixty -seven cases with mandibular advancement devices (MAD) therapeutic results were further applied to validate the efficacy and side effects of this treatment in different subtypes. Results: Two hundred and thirty patients (31.9%) were characterized as cluster 1: AHI of 17.65 (11.80, 30.42) events.h(-1), BMI of 23.65 +/- 2.62 kg.m(-2), with skeletal Class II high -angle shape. Cluster 2 included 278 patients (38.5%): AHI of 17.00 (11.00, 26.48) events.h(-1), BMI of 25.36 +/- 2.53 kg.m(-2), soft palate length (SPL) of 39.25 mm (36.12, 42.20), with basically normal skeleton and normal airway size. Cluster 3, consisting of 214 patients (29.6%), exhibited a combination of anatomical deformity and obesity, with the highest AHI and BMI of 45.35 (30.42, 62.53) events.h(-1) and 27.57 +/- 2.59 kg.m(-2) respectively, but less deformity degree than cluster 1. Cluster 2 had the highest response rate and relatively mild side effects with MAD. Conclusions: Orthodontic treatment based on anatomical morphology could exert a better effect on mild-moderate OSA patients with mild skeletal deformity.
引用
收藏
页码:608 / 617
页数:10
相关论文
共 40 条
[1]   Clustering-based characterization of clinical phenotypes in obstructive sleep apnoea using severity, obesity, and craniofacial pattern [J].
An, Hyun-Joon ;
Baek, Seung-Hak ;
Kim, Sung-Wan ;
Kim, Su-Jung ;
Park, Young-Guk .
EUROPEAN JOURNAL OF ORTHODONTICS, 2020, 42 (01) :93-100
[2]   Update in Sleep Medicine 2014 [J].
Ayas, Najib T. ;
Owens, Robert L. ;
Kheirandish-Gozal, Leila .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2015, 192 (04) :415-420
[3]   Lateral cephalometric analysis and the risks of moderate to severe obstructive sleep-disordered breathing in Thai patients [J].
Banhiran, Wish ;
Wanichakorntrakul, Pisit ;
Metheetrairut, Choakchai ;
Chiewvit, Pipat ;
Planuphap, Wandee .
SLEEP AND BREATHING, 2013, 17 (04) :1249-1255
[4]   Prevalence of excessive sleepiness is higher whereas insomnia is lower with greater severity of obstructive sleep apnea [J].
Bjorvatn, Bjorn ;
Lehmann, Sverre ;
Gulati, Shashi ;
Aurlien, Harald ;
Pallesen, Stale ;
Saxvig, Ingvild W. .
SLEEP AND BREATHING, 2015, 19 (04) :1387-1393
[5]   Personalized Management Approach for OSA [J].
Carberry, Jayne C. ;
Amatoury, Jason ;
Eckert, Danny J. .
CHEST, 2018, 153 (03) :744-755
[6]   Racial/Ethnic Differences in Sleep Disturbances: The Multi-Ethnic Study of Atherosclerosis (MESA) [J].
Chen, Xiaoli ;
Wang, Rui ;
Zee, Phyllis ;
Lutsey, Pamela L. ;
Javaheri, Sogol ;
Alcantara, Carmela ;
Jackson, Chandra L. ;
Williams, Michelle A. ;
Redline, Susan .
SLEEP, 2015, 38 (06) :877-U187
[7]  
Dahlberg G., 1940, STAT METHODS MED BIO, P123
[8]  
DEBERRYBOROWIECKI B, 1988, LARYNGOSCOPE, V98, P226
[9]   Pathophysiology of Sleep Apnea [J].
Dempsey, Jerome A. ;
Veasey, Sigrid C. ;
Morgan, Barbara J. ;
O'Donnell, Christopher P. .
PHYSIOLOGICAL REVIEWS, 2010, 90 (01) :47-112
[10]   More Than the Sum of the Respiratory Events: Personalized Medicine Approaches for Obstructive Sleep Apnea [J].
Edwards, Bradley A. ;
Redline, Susan ;
Sands, Scott A. ;
Owens, Robert L. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2019, 200 (06) :691-703