• Journal of Sleep Medicine
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• 제15권2호
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• pp.48-54
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• 2018

Objectives: The aim of this study was to develop a predicting model for the optimal continuous positive airway pressure (CPAP) for obstructive sleep apnea (OSA) patient with obesity by using a machine learning. Methods: We retrospectively investigated the medical records of 162 OSA patients who had obesity [body mass index (BMI) ≥ 25] and undertaken successful CPAP titration study. We divided the data to a training set (90%) and a test set (10%), randomly. We made a random forest model and a least absolute shrinkage and selection operator (lasso) regression model to predict the optimal pressure by using the training set, and then applied our models and previous reported equations to the test set. To compare the fitness of each models, we used a correlation coefficient (CC) and a mean absolute error (MAE). Results: The random forest model showed the best performance {CC 0.78 [95% confidence interval (CI) 0.43-0.93], MAE 1.20}. The lasso regression model also showed the improved result [CC 0.78 (95% CI 0.42-0.93), MAE 1.26] compared to the Hoffstein equation [CC 0.68 (95% CI 0.23-0.89), MAE 1.34] and the Choi's equation [CC 0.72 (95% CI 0.30-0.90), MAE 1.40]. Conclusions: Our random forest model and lasso model ($26.213+0.084{\times}BMI+0.004{\times}$apnea-hypopnea index+$0.004{\times}oxygen$ desaturation index-$0.215{\times}mean$ oxygen saturation) showed the improved performance compared to the previous reported equations. The further study for other subgroup or phenotype of OSA is required.

• Journal of the Korean Association of Oral and Maxillofacial Surgeons
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• 제48권5호
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• pp.277-283
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• 2022

Objectives: The main purpose of the present study was to investigate the associations between the risk of obstructive sleep apnea (OSA) and chronic orofacial pain in a nationally representative sample of the Korean population. Materials and Methods: Data from the 8th wave Korean national health and nutrition examination survey, which was conducted from 2019 to 2020 were analyzed. This study included 5,780 Koreans (2,503 males, 3,277 females) over 40 years of age. The presence of subjective chronic facial pain lasting more than 3 months was evaluated based on a self-reported questionnaire. The risk of OSA was determined using the STOP-BANG questionnaire. Data related to anthropometric and sociodemographic factors; diagnostic history of hypertension, depression, and OSA; level of health-related quality of life and stress awareness; health-related behaviors, including smoking and alcohol drinking; and sleep duration were collected. The participants were classified into two groups according to the presence of chronic facial pain. Results: The level of health-related quality of life and stress awareness showed significant differences between the two groups. The sleep duration on weekends also presented significant differences. No significant differences were observed in the presence of snoring and observed apnea, while participants with chronic facial pain showed significantly higher levels of tiredness between the groups. The risk of OSA evaluated by STOP-BANG questionnaire showed significant differences between groups; however, the risk of OSA seemed to be higher in participants without chronic facial pain. Conclusion: The participants with chronic facial pain demonstrated decreased sleep duration, lower health-related quality of life, and increased stress and tiredness. Even though, the role of OSA in the development of chronic facial pain was inconclusive from the study, it is possible that ethnicity play a role in relationship between OSA and chronic facial pain.

• Journal of Oral Medicine and Pain
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• 제47권3호
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• pp.135-143
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• 2022

Purpose: This study aimed to evaluate polysomnographic and cephalometric characteristics of patients with OSA according to obesity level based on the World Health Organization (WHO) Asian-Pacific BMI criteria. Methods: One hundred and thirty-one consecutive patients with obstructive sleep apnea (OSA) were evaluated using standard level 1 polysomnography and cephalometric analyses. The subjects were categorized into normal, overweight and obese groups according to the WHO Asian-Pacific BMI criteria. Respiratory indices and cephalometric parameters were compared among groups. Results: The 131 patients consisted of 111 males and 20 females, with a mean age of 44.1±12.4 years. The mean value of BMI was 25.3±3.4 kg/m² for all subjects, 20.6±2.2 kg/m² for normal (n=27), 24.0±0.5 kg/m² for overweight (n=33) and 27.6±2.2 kg/m² for obese (n=71). The obese group had a significantly higher apnea-hypopnea index (AHI) and respiratory arousal index and lower oxygen saturation level than the normal group (p<0.05). Total AHI, mean oxygen saturation level and respiratory arousal index were significantly correlated with BMI (p<0.001). A longer soft palate and anterior position of the hyoid bone were significantly correlated with BMI level (p ≤0.05). Conclusions: Obese patients have a higher risk of compromised craniofacial skeletal features and soft tissue structures, and severe OSA than non-obese patients.

• 한방재활의학과학회지
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• 제34권3호
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• pp.65-74
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• 2024

Objectives This study aims to establish a protocol for a systematic review to evaluate the effectiveness and safety of manual therapy (MT) for obstructive sleep apnea (OSA). Methods We will conduct a search for relevant randomized controlled trials using seven databases, including MEDLINE/PubMed, Embase, and the Cochrane Central Register of Controlled Trials. The study includes patients with OSA treated with MT. Comparators include all other treatments excluding MT. The primary outcome is the apnea-hypopnea index; secondary outcomes include mean peripheral oxygen saturation, snoring index, quality of sleep, quality of life, peak nasal inspiratory flow, and adverse events. Results Two independent researchers will select studies based on inclusion criteria and extract necessary data. Risk of bias (RoB) will be assessed using the Cochrane RoB 2.0 tool. Meta-analysis will be conducted if there are two or more studies with the same outcome measure; otherwise, a qualitative analysis will be performed. Subgroup analysis will be conducted based on the type of MT, and evidence certainty will be evaluated using the Grading of Recommendations Assessment, Development, and Evaluation approach. Conclusions This study will evaluate the effect of MT on OSA. By systematically reviewing various MTs, it aims to refine application methods in clinical practice and provide a foundation for future research.

• Tuberculosis and Respiratory Diseases
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• 제87권3호
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• pp.357-367
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• 2024

Background: Obstructive sleep apnea (OSA) is a prevalent sleep disorder associated with various health issues. Although some studies have suggested an association between reduced lung function and OSA, this association remains unclear. Our study aimed to explore this relationship using data from a nationally representative population-based survey. Methods: We performed an analysis of data from the 2019 Korea National Health and Nutrition Examination Survey. Our study encompassed 3,675 participants aged 40 years and older. Risk of OSA was assessed using the STOP-Bang (Snoring, Tiredness during daytime, Observed apnea, and high blood Pressure-Body mass index, Age, Neck circumference, Gender) questionnaire and lung function tests were performed using a portable spirometer. Logistic regression analysis was applied to identify the risk factors associated with a high-risk of OSA, defined as a STOP-Bang score of ≥3. Results: Of 3,675 participants, 600 (16.3%) were classified into high-risk OSA group. Participants in the high-risk OSA group were older, had a higher body mass index, and a higher proportion of males and ever-smokers. They also reported lower lung function and quality of life index in various domains along with increased respiratory symptoms. Univariate logistic regression analysis indicated a significant association between impaired lung function and a high-risk of OSA. However, in the multivariable analysis, only chronic cough (odds ratio [OR], 2.413; 95% confidence interval [CI], 1.383 to 4.213) and sputum production (OR, 1.868; 95% CI, 1.166 to 2.992) remained significantly associated with a high OSA risk. Conclusion: Our study suggested that, rather than baseline lung function, chronic cough, and sputum production are more significantly associated with OSA risk.

• 수면정신생리
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• 제15권2호
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• pp.77-81
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• 2008

배 경：수면은 크게 비렘수면(non-REM sleep)과 렘수면(REM sleep)으로 나눌 수 있으며 렘수면 중에는 근력의 소실로 상기도 확장 근육의 긴장도가 저하되고 상기도 저항은 증가하여 무호흡증이 발생하거나 악화될 수 있다. 폐쇄성 수면무호흡증 자체에 대해서는 이미 많은 부분이 알려져 왔으나 렘수면에만 특이적으로 나타나는 렘수면 의존성 폐쇄성 수면무호흡증(REM-dependent OSA)은 그 중요성이 간과되어 왔다. 본 연구에서는 REM-dependent OSA 환자들의 임상 특성과 수면 변인을 살펴보고자 하였다. 방 법：2004년 3월부터 2007년 2월까지 시립은평병원 수면검사실을 방문하여 경도나 중등도의 폐쇄성 수면무호흡증으로 진단받은(5$53.7{\pm}16.7$, 남성：42명)를 대상으로 하였다. REM-dependent OSA(AHIREM/AHINREM${\ge}$2) 환자군과 No REM-dependent OSA(AHIREM/AHINREM<2) 환자군의 임상적 특성과 수면 관련변인을 비교하였다. 통계분석은 Statistica 6.0 프로그램을 사용하였으며, 유의수준은 p<0.05로 하였다. 결 과：대상군 56명 중 21명(37.5%)가 REM-dependent OSA으로 진단되었다. 두 군사이의 연령, 성별, BMI (Body Mass Index)는 유의한 차이를 보이지 않았다. 성별, 연령, BMI, PLMI를 통제한 후, 수면 관련 변인 중 REMdependent OSA 환자군에서 AHI(Apnea Hypopnea Index), ODI(Oxygen Desaturation Index)가 유의하게 낮았다($12.1{\pm}6.4$ vs. $35.9{\pm}24.7$, p=0.010; $6.0{\pm}5.3$ vs. $24.0{\pm}20.4$, p=0.006, respectively, ANCOVA). REMdependent OSA 환자군에서유의하게 높은 2단계 수면이 관찰되었다($58.5{\pm}10.3$ vs. $51.2{\pm}13.2$, p=0.031, ANCOVA). REM-dependent OSA군으로 대상군을 한정하였을 때, 성별, 연령, BMI, PLMI를 통제한 후, 렘수면중 AHI는 전체 수면중 AHI, 비렘수면중 AHI, ODI와 유의미한 양의 상관관계를 보였다(r=0.720, p=0.001；r=750, p=0.001；r=0.749, p=0.001, partial correlation, respectively). 결 론 ：본 연구에서는 폐쇄성 수면무호흡증 환자 중 37.5%를 REM-dependent OSA 환자로 진단할 수 있었다. REM-dependent OSA 환자는 더 경한 정도의 수면 무호흡증을 보이는 경향이 있었으며, 2단계 수면 분율의 증가 같은 수면구조의 변화와 연관되어 있었다. 또한, 렘수면중의 무호흡은 산소포화도 저하와 연관되어 있었다.

• 수면정신생리
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• 제7권1호
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• pp.18-26
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• 2000

목적 및 방법 : 수면무호흡증 환자들에서 상기도 압력 측정법을 이용하여 수면 중 기도협착의 형태를 연구하고, 각성시와 수면 중에 실시한 상기도 CT scan의 수면무호흡 중 기도 협착 부위의 예측도를 평가하기 위하여, 11명의 수면무호흡증 환자에서 4 압력 센서 또는 2 압력 센서가 달린 도관을 상기도로 삽입하여 상기도의 압력을 측정하면서 수면다원검사를 시행하고, 이 환자들에서 각성시와 수면 중에 상기도의 다섯 곳(high-retropalatal, low-retropalatal, retroglossal, hypopharynx, esophagus)에서 cine CT를 시행한 후 각 방법에 의하여 기도 협착 부위를 진단하고, 수면 중 상기도 압력 측정 결과에 의거하여 상기도 cine CT의 정확도를 평가하였다. 결 과: 상기도 압력 측정 결과 4명(36%)만이 수면 중에 단일 형태의 기도 협착을 보였고, 나머지 7명(64%)은 여러 가지 형태의 기도 협착을 보였다. Velopharynx가 수면무호흡시에 가장 흔히 관찰되는 기도 협착 부위였다(63.6%). 그러나, 상기도 cine CT결과는 수면무호흡 중에 8명이 단일 형태의 기도 협착을 보였다(72.7%). Apneic CT에서도 Velopharynx가 가장 흔한 기도 협착 부위였다. 상기도 압력 측정법과 상기도 CT 촬영법 사이의 기도 협착 진단의 일치율은 단 5명에서만 잘 일치하였고(high-concordant), 5명은 잘 일치하지 않았으며(low-concordant), 나머지 1명은 전혀 일치하지 않았다. 결 론: 대부분의 수면무호흡증 환자는 수면 중 여러 번 발생하는 수면무호흡에서 2가지 또는 그 이상의 기도 협착 형태를 보이므로, 단 1회의 수면무호흡의 상태만을 반영하는 상기도 CT는 수면무호흡의 기도 협착 부위를 적절히 반영하지 못한다고 생각된다.

• 수면정신생리
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• 제18권2호
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• pp.76-81
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• 2011

목 적 : 본 연구는 폐쇄성 수면무호흡증후군 환자에서 수면무호흡지수, 수면관련 척도, 기분관련 척도, 그리고 수면중 신체활동도 간의 연관성을 보고자 하였다. 방 법 : 폐쇄성 수면무호흡증후군을 보이는 122명(평균연령 $43{\pm}11$세)의 남자환자를 선정하였다. 폐쇄성 수면무호흡증후군 진단은 수면무호흡지수>5인 경우로 하였고, 수면무호흡지수의 평균은 $39.6{\pm}26.0$이였다. 수면관련척도로 Stan-ford Sleepiness Scale(SSS), Epworth Sleepiness Scale(E-SS), Pittsburg Sleep Quality Index(PSQI), Morningness-Ev-eningness Scale(MES)이 사용되었고, 기분관련척도로 Beck Depression Inventory(BDI), Beck Anxiety Inventory(BAI), State-Trait Anxiety Inventory(STAI) I, II, Profile of Mood States(POMS)가 사용되었다. 수면중 활동도를 측정하기 위해 양측 손목에 손목 액티그라프(wrist actigraphy, WATG)를 착용한 채 1일밤 야간수면다원검사(nocturnal polysom-nography, NPSG)를 시행하였다. WATG에서 산출된 지수는 총활동도(total activity score), 평균활동도(mean activity score) 및 분절지수(fragmentation index)였다. 수면무호흡지수, 수면 및 기분관련척도, 수면중 활동도 간의 상관관계를 분석하였다. 결 과 : ESS는 PSQI, BDI, BAI, STAI I, II와 각각 유의한 양의 상관관계를 보였다(p<0.01). SSS는 PSQI, BAI와 유의한 양의 상관관계를 보였다(p<0.05, p<0.01). BAI는 총활동도, 평균활동도 및 분절지수(fragmentation index)와 유의한 양의 상관관계를 보였다(p<0.05, p<0.01, p<0.05). 수면중 총활동도는 ESS, BAI와 각각 유의한 양의 상관관계를 보였다(p<0.05). 수면 분절지수는 ESS, PSQI, BAI와 유의한 양의 상관관계를 보였다(p<0.05, p<0.01, p<0.05). 수면무호흡지수는 수면 및 기분관련 척도와 유의한 상관관계를 보이지 않았다. 결 론 : 주간 졸리움을 호소하는 정도가 수면무호흡증의 심한 정도와 연관이 있기 보다는 오히려 야간수면 만족도, 우울 및 불안의 정도, 수면중 활동도와 더 연관성이 있었다.

• 대한치과교정학회지
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• 제25권6호
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• pp.655-664
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• 1995

Sixty male patients with polysomnographically documented OSA were included in this study. A pair of cephalograms were obtained in the upright and supine positions. In the supine position, the ANB angle, lower facial height and the cross-sectional area of soft palate increased and there was a decrease in the vertical airway length and oropharynx cross-sectional area. Positional changes did not affect the cross-sectional area of tongue, but the cross-sectional area of the oropharynx decreased in the supine position. The obese group had higher AI and RDI. Maxillary unit length, C3-H, the cross-sectional areas of tongue, soft palate and oropharynx were significantly greater in the group Obese than in non-obese group. No correlation was noted between the mandibular unit length and OSA severity, The group of small mandibular unit length showed shorter lower facial height and maxillary unit length, and smaller cross-sectional area of tongue than the long mandibular unit length group. Hyold bone positioned more inferiorly and cross-sectional area of nasopharynx decreased as the OSA severity increased.

• 수면정신생리
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• 제15권2호
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• pp.67-70
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• 2008

Overlap syndrome can be defined as a coexistence of chronic obstructive pulmonary disease (COPD) and sleep apnea-hypopnea syndrome (SAHS). The association of COPD and SAHS has been suspected because of the frequency of both diseases. Prevalence of COPD and SAHS is respectively 10 and 5% of the adult population over 40 years of age. However, a recent study has shown that the prevalence of SAHS is not higher in COPD than in the general population. The coexistence of the two diseases is only due to chance. SAHS does not affect the pathophysiology of COPD and vice versa. Prevalence of overlap syndrome is expected to occur in about 0.5% of the adult population over 40 years of age. Patients with overlap syndrome have a more profound hypoxemia, hypercapnia, and pulmonary hypertension when compared with patients with SAHS alone or usual COPD patients without SAHS. To treat the overlap syndrome, nocturnal noninvasive ventilation (NIV) or nasal continuous positive airway pressure (nCPAP) can be applied with or without nocturnal oxygen supplement.