Establishment and evaluation of a risk prediction model for severe obstructive sleep apnea / 西安交通大学学报(医学版)

【Objective】 To construct a prediction model of severe obstructive sleep apnea (OSA) risk in the general population by using nomogram in order to explore the independent risk factors of severe OSA and guide the early diagnosis and treatment. 【Methods】 We retrospectively enrolled patients who had been diagnosed by polysomnography and divided them into training and validation sets at the ratio of 7∶3. Patients were divided into severe OSA group and non-severe OSA group according to apnea hypopnea index (AHI)>30. Variables entering the model were identified by least absolute shrinkage and selection operator regression model (Lasso), and logistic regression (LR) method. Then, multivariable logistic regression analysis was used to establish the nomogram, and the area under the receiver operating characteristic curve (AUC) was used to evaluate the discriminative properties of the nomogram model. Finally, we conducted decision curve analysis (DCA) of nomogram model, STOP-Bang questionnaire and Berlin questionnaire to assess clinical utility. 【Results】 Through single factor and multiple factor logistic regression analyses, the independent risk factors for severe OSA were screened out, including moderate and severe sleepiness, family history of hypertension, history of smoking, drinking, snoring, history of suffocation, sedentary lifestyle, male, age, body mass index (BMI), waist and neck circumference. Lasso logistic regression identified smoke, suffocation time, snoring time, waistline, Epworth sleepiness scale (ESS) and BMI as predictive factors for inclusion in the nomogram. The AUC of the model was 0.795 [95% confidence interval (CI): 0.769-0.820] . Hosmer-Lemeshow test indicated that the model was well calibrated (χ2=3.942, P=0.862). The DCA results on the visual basis confirmed that the nomogram had superior overall net benefits within a wide, practical threshold probability range which displayed the nomogram was higher than that of STOP-Bang questionnaire and Berlin questionnaire, which is clinically useful. The Clinical Impact Curve (CIC) analysis showed the clinical effectiveness of the prediction model when the threshold probability was greater than 82% of the predicted score probability value. The prediction model determined that the high-risk population with severe OSA was highly matched with the actual population with severe OSA, which confirmed the high clinical effectiveness of the prediction model. 【Conclusion】 The model performed better than STOP-Bang questionnaire and Berlin questionnaire in predicting severe OSA and can be applied to screening. And it can be helpful to the early diagnosis and treatment of OSA in order to reduce social burden.

O risco de síndrome de apneia obstrutiva do sono em pacientes com doença hepática gordurosa não alcoólica está associado à obesidade e à presença de NASH / Obstructive sleep apnea syndrome risk in patients with non-alcoholic fatty liver disease is associated with obesity and presence of nash

ABSTRACT Background: Non-alcoholic fatty liver disease (NAFLD) is the most common form of liver disease and refers to a wide spectrum of histological abnormalities ranging from simple steatosis (HE) to non-alcoholic steatohepatitis (NASH), fibrosis, cirrhosis and hepatocellular carcinoma. Objective: To assess the risk of obstructive sleep apnea syndrome (OSAS) and relating it to demographic, biochemical and histological data in patients with non-alcoholic fatty liver disease. Methods: Cross-sectional cohort study in individuals with biopsy-proven NAFLD. Anthropometric and biochemical parameters, presence of metabolic syndrome and insulin resistance were evaluated. The Berlin Questionnaire (BQ) was applied to assess the risk of apnea and a food record was requested. Based on the BQ, participants were classified as high or low risk for OSAS. In the correlation of sleep apnea with the severity of NAFLD, presence of nonalcoholic steatohepatitis (NASH) and the degree of liver fibrosis were evaluated. Statistical analysis used the chi-square test, Student's t and bivariate logistic regression; values were expressed as mean ± standard deviation. This research project was approved by the Ethics Committee. Results: Regarding the parameters evaluated, significant differences were observed between the groups in terms of body mass index (BMI), waist and neck circumference. In the histological evaluation, patients classified as high risk were more likely to have fibrosis and NASH. In bivariate regression, the BMI, presence of fibrosis and steatohepatitis in the biopsy were independently associated with an elevated risk of the syndrome. Conclusion: A high prevalence of risk for OSAS was observed in the studied group, with a higher risk being independently associated with BMI and presence of steatohepatitis, suggesting that it is a factor associated with the severity of the disease.

RESUMO Contexto: A doença hepática gordurosa não alcoólica (DHGNA) é a forma mais comum de doença hepática e se refere a um amplo espectro de anormalidades histológicas que variam de esteatose simples a esteato-hepatite não alcoólica (EHNA), fibrose, cirrose e carcinoma hepatocelular. Objetivo: Avaliar o risco de síndrome da apneia obstrutiva do sono (SAOS) e relacioná-lo com dados demográficos, bioquímicos e histológicos em pacientes com doença hepática gordurosa não alcoólica. Métodos: Estudo de coorte transversal em indivíduos com DHGNA comprovada por biópsia. Foram avaliados parâmetros antropométricos e bioquímicos, presença de síndrome metabólica e resistência à insulina. O Questionário de Berlim (QB) foi aplicado para avaliar o risco de apneia e um registro alimentar foi solicitado. Com base no QB, os participantes foram classificados como de alto ou baixo risco para SAOS. Na correlação da apneia do sono com a gravidade da DHGNA, avaliou-se a presença de EHNA e o grau de fibrose hepática. Na análise estatística foram utilizados: o teste qui-quadrado, t de Student e regressão logística bivariada; os valores foram expressos como média ± desvio padrão. Este projeto de pesquisa foi aprovado pelo Comitê de Ética. Resultados: Em relação aos parâmetros avaliados, foram observadas diferenças significativas entre os grupos em relação ao índice de massa corporal (IMC), cintura e circunferência do pescoço. Na avaliação histológica, os pacientes classificados como de alto risco tiveram maior chance de apresentar fibrose e EHNA. Na regressão bivariada, o IMC, a presença de fibrose e esteato-hepatite na biópsia foram independentemente associados a um risco elevado da síndrome. Conclusão: Observou-se alta prevalência de risco para SAOS no grupo estudado, sendo o maior risco associado de forma independente ao IMC e à presença de esteato-hepatite, sugerindo que seja um fator associado à gravidade da doença.

Metabolic syndrome among patients taking second generation antipsychotics: does obstructive sleep apnoea and sleep quality play any role?

Background: Metabolic syndrome (MetS) is common among patients who have been exposed to second generation antipsychotics (SGA). Obstructive sleep apnoea (OSA) and sleep quality may also contribute to MetS. Aims: To study the contribution of sleep quality and OSA on the development of MetS in patients taking SGA. Methods: Total 60 patients taking SGA for more than three months were taken for the study. It was an observational, cross-sectional study. The diagnosis of OSA was done using Hindi translation of Berlin questionnaire. Hindi version of the Pittsburg Sleep Quality Index was used to assess the sleep quality. MetS was diagnosed using Adult Treatment Panel III criteria. Results: Forty two subjects did not have MetS, out of which 35 had low risk of OSA and seven had high risk of OSA, while 18 subjects had MetS of which nine each had high and low risk of OSA. The results were highly significant with a p-value of 0.007 (p?0.05). Subjects without MetS (n=42) comprised four good sleepers and 38 poor sleepers. Subjects with MetS (n=18) comprised of one good sleeper and 17 poor sleepers. The results were non-significant with a p-value of 0.525 (p?0.05). The high risk of OSA had around seven times higher likelihood of contribution to MetS. Conclusions: Sleep quality did not play a significant role in increasing the likelihood of MetS and OSA increased the likelihood of MetS in subjects exposed to SGA by seven times.

Identification of surgical patients at high risk of OSAS using the Berlin Questionnaire to detect potential high risk of adverse respiratory events in post anesthesia care unit / 医学前沿

Obstructive sleep apnea syndrome (OSAS) increases the risk of post-surgery complications. This study uses Berlin Questionnaire (BQ) to identify Chinese adult surgical patients who are at a high risk of OSAS and to determine if the BQ could be used to detect potential high risk of adverse respiratory events in the post anesthesia care unit (PACU). Results indicated that only 11.4% of the patients were considered at a high risk of OSAS. Age and body mass index are the key factors for the risk of OSAS prevalence in China and also gender specific. Furthermore, the incidence of adverse respiratory events in the PACU was higher in patients with high risk of OSAS than others (6.8% vs. 0.9%, P < 0.001). They also stayed longer than others in the PACU (95 ± 28 min vs. 62 ± 19 min, P < 0.001). Age, high risk for OSAS, and smoking were independent risk factors for the occurrence of adverse respiratory events in the PACU. The BQ may be adopted as a screening tool for anesthesiologists in China to identify patients who are at high risk of OSAS and determine the potential risk of developing postoperative respiratory complications in the PACU.

Prevalência de apneia obstrutiva do sono em pacientes que serão submetidos à cirurgia cardíaca internados em uma UTI de alta complexidade / Prevalence of obstructive sleep apnea in patients submitted to heart surgery in a high complexity ICU

Introdução: A apneia obstrutiva do sono (AOS) é caracterizada por obstrução das vias aéreas superiores durante o sono e provoca uma série de consequências para o sistema cardiovascular. Estudos mostram associação de apneia obstrutiva do sono com um mau prognóstico em longo prazo após intervenção coronariana e elevação do índice de infarto agudo do miocárdio. Objetivo: Analisar a prevalência de apneia obstrutiva do sono em pacientes no pré-operátorio de cirurgia cardíaca. Métodos: Estudo transversal no qual foi avaliado prevalência de apneia obstrutiva do sono através do Questionário de Berlin e da Escala de Sonolência de Epworth (ESE). Foram incluídos pacientes no período de julho a outubro de 2017, com idade igual ou superior a 18 anos. Resultados: Foram avaliados 40 pacientes, com idade média de 62,35 ± 7,9 anos e a maioria do sexo masculino (72,5%). O procedimento mais prevalente foi à Cirurgia de Revascularização do Miocárdio (CRM) (80%). Foi identificado alto índice de prevalência de AOS em 62,5% dos participantes; 65% dos pacientes não apresentaram índices significativos de sonolência. Conclusão: Com este estudo vimos que pacientes que realizam cirurgia cardíaca, apresentam alta prevalência de AOS, mas não apresentam necessariamente altos índices de sonolência. Percebe-se que entre os pacientes com maior prevalência de AOS existe uma maior prevalência da realização de Cirurgia de Revascularização do Miocárdio (CRM), mostrando a relação direta de doença cardiovascular com AOS.(AU)

Introduction: Obstructive sleep apnea (OSA) is characterized by obstruction of the upper airways during sleep and causes a number of consequences for the cardiovascular system. Studies show an association of obstructive sleep apnea with a poor long-term prognosis after coronary intervention and elevation of the acute myocardial infarction index. Objective: To analyze the prevalence of OSA in patients in the preoperative period of cardiac surgery. Methods: A cross-sectional study evaluating the prevalence of OSA using the Berlin Questionnaire and the Epworth Sleepiness Scale. Patients were included in the period from July to October 2017, aged 18 years or over. Results: A total of 40 patients were evaluated, with a mean age of 62.35 ± 7.9 years and the majority males (72.5%). The most prevalent procedure was coronary artery bypass grafting (80%). A high prevalence rate of OSA was identified in 62.5% of the participants; 65% of the patients did not present significant drowsiness indexes. Conclusion: With this study, we observed that patients who undergo cardiac surgery have a high prevalence of OSA, but do not necessarily present high rates of sleepiness. Among patients with a higher prevalence of OSA, there is a higher prevalence of coronary artery bypass grafting, showing a direct relationship between cardiovascular disease and OSA. (AU)

Evaluación del riesgo de síndrome de apnea obstructiva del sueño y somnolencia diurna utilizando el cuestionario de Berlín y las escalas Sleep Apnea Clinical Score y Epworth en pacientes con ronquido habitual atendidos en la consulta ambulatoria / Risk assessment for Obstructive Sleep Apnea Syndrome and daytime sleepiness using Berlin questionnaire, and SACS and Epworth scales in outpatients with snoring attending consultation

Resumen Objetivos: Determinar la frecuencia de riesgo del Síndrome de Apnea Obstructiva del Sueño (SAOS) en pacientes atendidos en el consultorio externo de neumología de un hospital de referencia en Lima a través de los Cuestionarios de Berlín, Sleep Apnea Clinical Score (SACS) y la escala de Epworth. Métodos: Se realizó un estudio transversal en pacientes atendidos en los consultorios externos de neumología reclutando durante el período de enero a marzo de 2014 en forma prospectiva a aquellos pacientes que referían presentar ronquido habitual. Se determinó la frecuencia de riesgo de SAOS de acuerdo a cada una de las escalas evaluadas y sus factores asociados. Resultados: Se estudiaron 230 sujetos, 56,5% eran varones y el 43,5% mujeres, con una edad media de 50 ± 12 años. El 61,8%, 66,9% y 62,6% tenían riesgo moderado o alto para SAOS de acuerdo a las escalas de Epworth, SACS y Berlin respectivamente. El perímetro de cuello, circunferencia abdominal e índice de masa corporal fueron las características asociadas de manera más consistente con el riesgo de SAOS. La correlación entre las escalas de SACS y Berlin fue de 0,55, entre las escalas SACS y Epworth de 0,22 y entre Berlín y Epworth de 0,35 (p < 0,001 para todas las comparaciones). Conclusiones: El riesgo de SAOS y somnolencia diurna es elevado en pacientes roncadores atendidos en la consulta externa de neumología. Las escalas evaluadas presentan una correlación menor que lo esperada. Se requieren estudios a mayor escala y en población general que comparen el valor diagnóstico y pronóstico de estas escalas utilizando la polisomnografía como estándar de referencia.

Objectives: To determine the frequency of risk for the obstructive sleep apnea syndrome (OSA) through clinical predictors: Berlin Questionnaire, Sleep Apnea Clinical Score (SACS) and the degree of daytime sleepiness measured by Epworth scale. Material and Methods: A cross-sectional study was conducted among patients who reported snoring seen by pulmonology in the outpatient clinic between January and March 2014. Frequency of OSA was calculated according to the three clinical prediction rules. We also determine the characteristic associated with a high risk of OSA according to each prediction rule. Results: We recruited 230 participants, 56.5% were male, with a mean age of 50 ± 12 years. The risk of moderate or high risk for OSA was 61.8%, 66.9% and 62.6% according to Epworth somnolence scale, SACS and Berlin questionnaire, respectively. Neck circumference, abdominal circumference and body mass index were the characteristics more consistently associated with OSA risk. Correlation between SACS and Berlin prediction rules was 0.55, between SACS and Epworth scale was 0.22 and between Berlin and Epworth scale was 0.35 (p < 0.001 for all comparisons). Conclusions: There is a high risk for OSA among snoring patients attending respiratory outpatient clinic. The correlation between prediction rules evaluated was lower than expected. Larger studies in general populations using polysomnography as a reference standard are needed to clarify the diagnostic and prognostic value of OSA prediction rules.

Prevalence and Related Factors for High-Risk of Obstructive Sleep Apnea in a Large Korean Population: Results of a Questionnaire-Based Study

BACKGROUND AND PURPOSE: A population-based door-to-door study of cross-sectional methods for assessing the prevalence and factors related to a high risk of obstructive sleep apnea (OSA) was conducted using the Korean version of the Berlin Questionnaire (K-BQ). METHODS: Pooled data collected from Community Health Surveys by the Korea Center for Disease Control and Prevention were analyzed. Of 8,140 respondents from the population, 7,955 were finally included in this study. RESULTS: Of the 7,955 included subjects, 15.7% of the men and 9.8% of the women were at high risk of OSA. Significant differences were found in the following factors between the subjects with a high risk of OSA: gender, age, marital status, educational level, occupation, and presence of smoking, harmful alcohol use, and chronic diseases. Male sex, harmful alcohol use, and the presence of chronic diseases were identified as factors independently associated with a high risk of OSA. CONCLUSIONS: This is the first study to confirm the usefulness of the K-BQ to study the prevalence of OSA in the Korean general population. The findings demonstrate that harmful alcohol use and chronic diseases are very common characteristics among those with a high risk of OSA.

The Usefulness of the Berlin Questionnaire as a Screening for Obstructive Sleep Apnea in a Sleep Clinic Population / 수면정신생리

OBJECTIVES: The Berlin Questionnaire (BQ) has been used to help identify patients at high risk of having sleep apnea in primary care. But it has not been validated in a sleep clinic for Korean patients. The aim of this study is to evaluate the usefulness of the BQ as a screening tool for obstructive sleep apnea (OSA) for Korean patients in a sleep clinic. METHODS: The BQ was prospectively applied to 121 subjects with OSA suspicion who visited to our sleep clinic. All subjects performed overnight polysomnography. OSA was defined as an apnea-hypopnea index (AHI) > or =5. We investigated the sensitivity, specificity, positive and negative predictive values of the BQ according to severity by AHI. RESULTS: In 121 subjects, 73.6% were males, with a mean age of 48.8+/-13.0 years. Twenty-five (20.6%) patients did not have OSA (AHI or =5 and or =15 and or =30). The BQ identified 69.4% of the patients as being at high risk for having OSA. The sensitivity and specificity of the BQ were 71.9% and 40%, for AHI> or =5, 75.8% and 38.2% for AHI> or =15, 77.5% and 34.6% for AHI> or =30, respectively. The positive and negative predictive values of the BQ were 82.1% and 27.0% for AHI> or =5, respectively. Positive and negative likelihood ratios were 1.2 and 0.7, and the overall diagnostic accuracy of the BQ was 65.3%, using an AHI cut-off of 5. CONCLUSION: Due to modest sensitivity and low specificity, the BQ does not seem to be an appropriate tool for identifying patients with obstructive sleep apnea in a sleep clinic population.

Usefulness of Berlin and STOP Questionnaires as a Screening Test for Sleep Apnea in Korea / 대한이비인후과학회지

BACKGROUND AND OBJECTIVES: Although obstructive sleep apnea is common, it has often gone undiagnosed in primary care encounters until now, with no validated screening tool of obstructive sleep apnea (OSA) for Korean patients. The aim of this study was to investigate the usefulness of Berlin questionnaire (Berlin Q) and STOP questionnaire (STOP Q) as a screening test for sleep apnea for the Korean patients. SUBJECTS AND METHOD: We administered Berlin Q and STOP Q to 106 patients who received a full night polysomnography. We investigated sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) of each questionnaire according to patients' severity by apnea hypopnea index (AHI). RESULTS: Results were categorized according to AHI severity using cut-off points of AHI greater than 5, 15, and 30. The sensitivity and specificity of the Berlin Q were 69, 72, 78% and 41, 43, 39%, respectively. NPV and PPV of Berlin Q were 0.20, 0.43, 0.74 and 0.86, 0.72, 0.43, respectively. The sensitivity and specificity of the STOP Q was 97, 97, 98% and 35, 20, 12%, respectively. NPV and PPV for STOP Q were 0.67, 0.78, 0.89 and were 0.89, 0.71, 0.40, respectively. CONCLUSION: Our results indicate that STOP Q shows higher sensitivity than Berlin Q with similar specificity. Therefore, STOP Q is a more convenient and better means than Berlin Q to screen patients for obstructive sleep apnea.