Obstructive sleep apnea (OSA)

阻塞性睡眠呼吸暂停 (OSA)
  • 文章类型: Journal Article
    背景:阻塞性睡眠呼吸暂停(OSA)患者术后心肺并发症和死亡的风险增加。对这种风险进行分层的尝试是不够的,需要来自大型特征明确的队列研究的预测因子。
    目的:OSA严重程度之间的关系是什么,由各种多导睡眠图衍生的指标定义,术后心肺并发症或死亡的风险,哪些指标最能识别这种风险?
    方法:对6770例连续患者进行队列研究,这些患者在多导睡眠监测前2年和至少5年后接受了诊断性多导睡眠监测,并进行了涉及全身麻醉的手术。通过链接多导睡眠图和健康数据库来确定参与者。使用单变量和多变量分析研究了OSA严重程度指标与出院后30天内心肺并发症或死亡的复合主要结局之间的关系。
    结果:在5.3%(n=361)的队列中观察到主要结局。单变量分析显示此结果与多种OSA严重程度指标之间存在强烈的剂量反应关系,多变量分析表明,其独立预测因素是:年龄>65岁(OR2.67[95CI2.03-3.52],p<0.0001);年龄55.1-65岁(OR1.47[1.09-1.98],p=0.0111);多导睡眠图与手术之间的时间≥5年(OR1.32[1.02-1.70],p=0.0331),体重指数≥35kg/m2(OR1.43[1.13-1.82],p=0.0032);存在已知的心肺危险因素(OR1.63[1.29-2.06],p<0.0001);>4.7%的睡眠时间,SpO2小于90%(T90)(OR1.91[1.51-2.42],p<0.0001);和心胸手术(OR7.95[5.71-11.08],p<0.001)。对于非心胸手术,年龄,BMI,已知心肺危险因素和T90的存在仍然是重要的预测因素,基于比值比的风险评分可预测结局(受试者工作特征曲线下面积0.7[95CI0.64-0.75]).
    结论:这些发现为更好地识别高风险OSA患者和确定适当的术后护理提供了依据。
    BACKGROUND: Patients with obstructive sleep apnea (OSA) are at increased risk of postoperative cardiorespiratory complications and death. Attempts to stratify this risk have been inadequate, and predictors from large well-characterized cohort studies are needed.
    OBJECTIVE: What is the relationship between OSA severity, defined by various polysomnography-derived metrics, and risk of postoperative cardiorespiratory complications or death, and which metrics best identify such risk?
    METHODS: Cohort study of 6770 consecutive patients who underwent diagnostic polysomnography for possible OSA and a procedure involving general anesthesia within a period spanning 2 years before and at least 5 years after polysomnography. Participants were identified by linking polysomnography and health databases. Relationships between OSA severity measures and the composite primary outcome of cardiorespiratory complications or death within 30 days of hospital discharge were investigated using univariable and multivariable analyses.
    RESULTS: The primary outcome was observed in 5.3% (n=361) of the cohort. While univariable analysis showed strong dose-response relationships between this outcome and multiple OSA severity measures, multivariable analysis showed its independent predictors were: age >65 years (OR 2.67 [95%CI 2.03-3.52], p<0.0001); age 55.1-65 years (OR 1.47 [1.09-1.98], p=0.0111); time between polysomnography and procedure ≥5 years (OR 1.32 [1.02-1.70], p=0.0331), body mass index ≥35kg/m2 (OR 1.43 [1.13-1.82], p=0.0032); presence of known cardiorespiratory risk factor (OR 1.63 [1.29-2.06], p<0.0001); >4.7% of sleep time at SpO2 less than 90% (T90) (OR 1.91 [1.51-2.42], p<0.0001); and cardiothoracic procedures (OR 7.95 [5.71-11.08], p<0.001). For non-cardiothoracic procedures, age, BMI, presence of known cardiorespiratory risk factor and T90 remained the significant predictors, and a risk score based on their odds ratios was predictive of outcome (area under receiver operating characteristic curve 0.7 [95%CI 0.64-0.75]).
    CONCLUSIONS: These findings provide a basis for better identifying high-risk OSA patients and determining appropriate postoperative care.
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  • 文章类型: Journal Article
    在过去的几年里,睡眠障碍(SDs)与帕金森病(PD)密切相关的假说得到了显著加强。最近的证据证明了SD和PD之间的神经生物学联系,也强调了这种关联是否是因果关系。因此,问题不是这两种慢性病是否相互联系,而是如何以及何时表达这种关系。支持这一点,在PD患者中,并非所有SD都具有相同的时间序列。的确,SD可以先于或伴随PD临床表现的发作而发生。这篇综述讨论了现有的文献,将PD-神经变性中SDs的发生时间置于放大镜下。基于此,在这里,我们提出了研究SDs-PD关系的两个可能方向:第一个方向,从SDs到PD,将SDs视为未来PD-神经变性的潜在生物标志物/前体;第二个方向,从PD到SD,认为SDs是明显PD的伴随症状,主要与原发性PD神经病理学和/或帕金森病药物有关。此外,对于每个方向,我们从风险因素的角度质疑了SDs-PD的关系,神经元回路/机制,以及对临床表型和疾病进展的影响。未来的研究需要调查是否针对睡眠可能是治疗PD的成功策略,在个性化精准医疗的背景下。
    In the last years, the hypothesis of a close relationship between sleep disorders (SDs) and Parkinson\'s disease (PD) has significantly strengthened. Whether this association is causal has been also highlighted by recent evidence demonstrating a neurobiological link between SDs and PD. Thus, the question is not whether these two chronic conditions are mutually connected, but rather how and when this relationship is expressed. Supporting this, not all SDs manifest with the same temporal sequence in PD patients. Indeed, SDs can precede or occur concomitantly with the onset of the clinical manifestation of PD. This review discusses the existing literature, putting under a magnifying glass the timing of occurrence of SDs in PD-neurodegeneration. Based on this, here, we propose two possible directions for studying the SDs-PD relationship: the first direction, from SDs to PD, considers SDs as potential biomarker/precursor of future PD-neurodegeneration; the second direction, from PD to SDs, considers SDs as concomitant symptoms in manifest PD, mainly related to primary PD-neuropathology and/or parkinsonian drugs. Furthermore, for each direction, we questioned SDs-PD relationship in terms of risk factors, neuronal circuits/mechanisms, and impact on the clinical phenotype and disease progression. Future research is needed to investigate whether targeting sleep may be the winning strategy to treat PD, in the context of a personalized precision medicine.
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  • 文章类型: Journal Article
    目标:自2019年以来,FDA已经清除了9种新型阻塞性睡眠呼吸暂停(OSA)-用于家庭睡眠呼吸暂停测试的可穿戴设备,许多现在商业上可供睡眠临床医生融入他们的临床实践。为了帮助临床医生理解这些设备及其功能,我们认真审查了他们的运行机制,传感器,算法,数据输出,以及相关的绩效评估文献。
    方法:我们从PubMed收集信息,FDA批准文件,ClinicalTrial.gov,和网络资源,只要可行,都有直接的行业投入。
    结果:在此“以设备为中心”的审查中,我们将这些可穿戴设备大致分为两大类:主要利用光电容积描记术(PPG)数据的那些和不利用的那些。前者包括基于外周动脉眼压测定(PAT)的设备。后者进一步分为两个关键子组:基于声学的设备和基于呼吸的设备。我们提供了性能评估文献综述,并客观地比较了与睡眠临床医生相关的设备衍生指标和规范。研究人群的详细人口统计学,排除标准,并总结了关键验证研究的关键统计分析。
    结论:在可预见的未来,这些新型OSA检测可穿戴设备可能成为存在中度至重度OSA风险且无显著合并症的患者的主要诊断工具.虽然预计会有更多设备加入此类别,对于不同人群的跨设备比较研究以及独立的性能评估和结果研究,仍然存在着迫切的需求.现在是睡眠临床医生沉浸在理解这些新兴工具中的时刻,以确保通过适当实施和利用这些新颖的睡眠技术来改善我们以患者为中心的护理。
    OBJECTIVE: Since 2019, the FDA has cleared nine novel obstructive sleep apnea (OSA)-detecting wearables for home sleep apnea testing, with many now commercially available for sleep clinicians to integrate into their clinical practices. To help clinicians comprehend these devices and their functionalities, we meticulously reviewed their operating mechanisms, sensors, algorithms, data output, and related performance evaluation literature.
    METHODS: We collected information from PubMed, FDA clearance documents, ClinicalTrial.gov, and web sources, with direct industry input whenever feasible.
    RESULTS: In this \"device-centered\" review, we broadly categorized these wearables into two main groups: those that primarily harness Photoplethysmography (PPG) data and those that do not. The former include the peripheral arterial tonometry (PAT)-based devices. The latter was further broken down into two key subgroups: acoustic-based and respiratory effort-based devices. We provided a performance evaluation literature review and objectively compared device-derived metrics and specifications pertinent to sleep clinicians. Detailed demographics of study populations, exclusion criteria, and pivotal statistical analyses of the key validation studies are summarized.
    CONCLUSIONS: In the foreseeable future, these novel OSA-detecting wearables may emerge as primary diagnostic tools for patients at risk for moderate-to-severe OSA without significant comorbidities. While more devices are anticipated to join this category, there remains a critical need for cross-device comparison studies as well as independent performance evaluation and outcome research in diverse populations. Now is the moment for sleep clinicians to immerse themselves in understanding these emerging tools to ensure our patient-centered care is improved through the appropriate implementation and utilization of these novel sleep technologies.
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  • 文章类型: Case Reports
    口吃性阴茎异常勃起是经常性的,持续阴茎勃起的自我限制发作,在镰状细胞病(SCD)患者中很常见。预防口吃性阴茎异常勃起对于避免进展为可引起勃起功能障碍的缺血性阴茎异常勃起发作是重要的。已显示阴茎异常勃起与SCD患者夜间低氧血症增加有关。
    一名43岁男性,夜间出现口吃性阴茎异常勃起,多种药物治疗难以治疗,被发现患有阻塞性睡眠呼吸暂停(OSA)。持续气道正压通气(CPAP)治疗后,患者症状立即缓解,并且三个月没有出现阴茎异常勃起。
    OSA应被视为SCD患者夜间口吃性阴茎异常勃起的潜在原因,特别是在以后出现口吃性阴茎异常勃起的患者或严格出现夜间发作的患者中。适当的OSA管理可以显着降低SCD患者的口吃性阴茎异常勃起的发生率。
    UNASSIGNED: Stuttering priapism is recurrent, self-limited episodes of sustained penile erection and is common in patients with sickle cell disease (SCD). Prevention of stuttering priapism is important to avoid progression to episodes of ischemic priapism which can cause erectile dysfunction. Priapism has been shown to be associated with increased nocturnal hypoxemia in patients with SCD.
    UNASSIGNED: A 43-year-old male with nocturnal episodes of stuttering priapism that was refractory to treatment with multiple medications was found to have obstructive sleep apnea (OSA). Following treatment of this condition with a continuous positive airway pressure (CPAP), the patient had immediate symptom relief and has had three months without an episode of priapism.
    UNASSIGNED: OSA should be considered as an underlying cause of nocturnal stuttering priapism in patients with SCD, particularly in patients who present with stuttering priapism later in life or patients who present strictly with nocturnal episodes. Appropriate management of OSA can significantly decrease the incidence of stuttering priapism in patients with SCD.
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  • 文章类型: Journal Article
    背景和目的:阻塞性睡眠呼吸暂停(OSA)是一种常见的睡眠呼吸紊乱病理,具有显著的临床后果。包括心血管风险增加和认知能力下降。持续气道正压通气(CPAP)是治疗的金标准,但对于不耐受CPAP的患者,有时需要采取替代策略.药物诱导睡眠内窥镜检查(DISE)是评估OSA患者上呼吸道阻塞并随后定制手术方法的关键诊断工具。镇静方案在其疗效和结果准确性中起着至关重要的作用。本研究旨在探讨在丙泊酚靶控输注(TCI)方案中添加瑞芬太尼对DISE镇静参数和手术结局的影响。材料和方法:该研究于2021年7月至2023年10月在布加勒斯特的中央大学和紧急军事医院“CarolDavila博士”和Ria诊所进行。31例患者被纳入并随机分为两组:丙泊酚组(P组,n=11)和瑞芬太尼-丙泊酚组(R-P组,n=20)。DISE使用标准化方案进行,镇静药物以TCI模式给药,和镇静水平的数据,呼吸和心血管参数,并收集了程序性事件。结果:在1ng/mL效应点浓度下添加瑞芬太尼显着降低了足够镇静所需的异丙酚的效应点浓度(P组的3.4±0.7µg/mL与R-P组2.8±0.6µg/mL,p=0.035)。R-P组达到足够镇静的时间也较短(7.1±2.5分钟vs.9.5±2.7min,p=0.017)。咳嗽的发生率,低氧血症,两组间心血管事件无显著差异.结论:在DISE的异丙酚TCI方案中加入瑞芬太尼可有效降低所需的异丙酚效应点浓度,并缩短镇静时间,而不会增加不良事件的风险。这种组合可以提高DISE的安全性和效率,为接受这种手术的患者提供了一个有希望的替代方案。
    Background and Objectives: Obstructive sleep apnea (OSA) is a prevalent sleep-disordered breathing pathology with significant clinical consequences, including increased cardiovascular risk and cognitive decline. Continuous positive airway pressure (CPAP) is the gold-standard treatment, but alternative strategies are sometimes needed for patients intolerant to CPAP. Drug-induced sleep endoscopy (DISE) is a key diagnostic tool for assessing upper airway obstruction in OSA patients and subsequently tailoring a surgical approach, with sedation protocols playing a crucial role in its efficacy and results accuracy. This study aimed to investigate the effect of adding remifentanil to a propofol target-controlled infusion (TCI) regimen on the sedation parameters and procedural outcomes of DISE. Materials and Methods: The study was conducted at the Central University and Emergency Military Hospital \"Dr. Carol Davila\" and Ria Clinic in Bucharest between July 2021 and October 2023. Thirty-one patients were enrolled and randomised into two groups: a propofol group (P group, n= 11) and a remifentanil-propofol group (R-P group, n = 20). DISE was performed using standardised protocols, sedative drugs were administered in TCI mode, and data on sedation levels, respiratory and cardiovascular parameters, and procedural incidents were collected. Results: The addition of remifentanil at 1 ng/mL effect-site concentration significantly reduced the effect-site concentration of propofol required for adequate sedation (3.4 ± 0.7 µg/mL in the P group vs. 2.8 ± 0.6 µg/mL in the R-P group, p = 0.035). The time to achieve adequate sedation was also shorter in the R-P group (7.1 ± 2.5 min vs. 9.5 ± 2.7 min, p = 0.017). The incidence of cough, hypoxemia, and cardiovascular events did not significantly differ between the two groups. Conclusions: Adding remifentanil to a propofol TCI regimen for DISE effectively reduces the required propofol effect-site concentration and shortens sedation time without increasing the risk of adverse events. This combination may enhance the safety and efficiency of DISE, offering a promising alternative for patients undergoing this procedure.
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  • 文章类型: Journal Article
    背景:尽管相关,阻塞性睡眠呼吸暂停(OSA)与心血管疾病(CVD)的确切关联机制尚不清楚.血小板是CVD风险和血栓形成的介质,先前的研究表明OSA和血小板活性相关。这项研究的目的是评估OSA之间的联系,血小板活性,和CVD相关危险因素。
    结果:我们研究了参与SHHS(睡眠心脏与健康研究)和FHS(弗雷明汉心脏研究)的参与者的OSA测量值与血小板聚集的关系。我们应用线性回归模型对人口统计学和临床协变量进行了调整,并探讨了与OSA和CVD相关因素的相互作用,包括年龄,性别,身体质量指数,高血压,OSA诊断(呼吸暂停低通气指数4%≥5),使用阿司匹林。我们的最终样本是482名参与者(60岁[14.00],50.4%女性)。在主要样本中未观察到呼吸暂停低通气指数4%与血小板聚集之间的关联。分层分析显示,阿司匹林使用者(n=65)与我们的主要暴露有关(呼吸暂停低通气指数4%,β=0.523;P<0.001;n=65),和继发性暴露:低氧负荷(β=0.358;P<0.001),最小饱和度(β=-0.519;P=0.026),氧饱和度指数为3%(β=74.672;P=0.002)。在非阿司匹林使用者中未检测到关联(n=417)。
    结论:在社区样本中未检测到OSA与血小板聚集之间的关联。我们发现OSA与阿司匹林组血小板聚集增加相关,大多数人将其用于CVD的一级预防,提示血小板聚集可能介导OSA对存在CVD风险的个体血管健康的不利影响,支持进一步调查。
    BACKGROUND: Although related, the precise mechanisms linking obstructive sleep apnea (OSA) and cardiovascular disease (CVD) are unclear. Platelets are mediators of CVD risk and thrombosis and prior studies suggested associations of OSA and platelet activity. The aim of this study is to assess the link between OSA, platelet activity, and CVD-related risk factors.
    RESULTS: We studied the association of OSA-measures and platelet aggregation in participants dually enrolled in the SHHS (Sleep Heart and Health Study) and FHS (Framingham Heart Study). We applied linear regression models with adjustment for demographic and clinical covariates and explored interactions with OSA and CVD-related factors, including age, sex, body mass index, hypertension, OSA diagnosis (apnea-hypopnea index 4%≥5), and aspirin use. Our final sample was of 482 participants (60 years [14.00], 50.4% female). No associations were observed between apnea-hypopnea index 4% and platelet aggregation in the main sample. Stratified analysis revealed an association in aspirin users (n=65) for our primary exposure (apnea-hypopnea index 4%, β=0.523; P<0.001; n=65), and secondary exposures: hypoxic burden (β=0.358; P<0.001), minimum saturation (β=-0.519; P=0.026), and oxygen desaturation index 3% (β=74.672; P=0.002). No associations were detected in nonaspirin users (n=417).
    CONCLUSIONS: No associations were detected between OSA and platelet aggregation in a community sample. Our finding that OSA associates with increased platelet aggregation in the aspirin group, most of whom use it for primary prevention of CVD, suggests that platelet aggregation may mediate the adverse impact of OSA on vascular health in individuals with existing CVD risk, supporting further investigation.
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  • 文章类型: Journal Article
    目的:上呼吸道刺激有效治疗阻塞性睡眠呼吸暂停患者,尤其是那些长期依从性低的持续气道正压通气患者。植入舌下神经刺激器的传统方法涉及回缩腹腱以识别神经并改善刺激器植入的暴露。短暂的下颌下疼痛和不适是该手术的已知副作用。无回缩的放置提供了一种最小化术后疼痛的替代方法。这项研究比较了患者的术后疼痛结果,其中腹肌肌腱是和没有缩回。
    方法:回顾性图表回顾了2017年至2021年在单一机构接受舌下神经刺激植入物的患者。描述性和定性数据的结合,包括年龄,性别,合并症,和术后症状进行了分析,以表征由这种术中技术导致的患者结局。使用卡方检验和独立t检验对分类变量和连续变量进行分析,分别。
    结果:患者报告植入和滴定后的总体满意度。在2017年9月至2021年1月期间,共有108名患者使用上述技术进行了HGNS植入。1.69%的患者经历了术后精神下疼痛,而在技术改变之前为18.37%(p<0.01)。
    结论:在植入刺激导线时避免腹肌肌腱回缩是一种安全有效的技术,可减少术后疼痛和不适。我们的机构已经证明了一种用于舌下神经刺激器植入的替代技术,可以改善围手术期的预后。
    背景:上呼吸道刺激是阻塞性睡眠呼吸暂停的有效治疗方法。手术期间,经常移动腹肌肌腱以识别神经并改善通路。这项研究表明,避免腹肌肌腱运动可以安全地减少术后疼痛和不适。
    方法:III.
    OBJECTIVE: Upper airway stimulation effectively treats patients with obstructive sleep apnea, especially among those with low long-term compliance with continuous positive airway pressure. Traditional methods to implant the hypoglossal nerve stimulator involve retraction of the digastric tendon to identify the nerve and improve exposure for stimulator implantation. Transient submental pain and discomfort are known side effects of the procedure. Placement without retraction provides an alternative approach to minimize postoperative pain. This study compares post-operative pain outcomes of patients in whom the digastric tendon was and was not retracted.
    METHODS: Retrospective chart review of patients who received the hypoglossal nerve stimulation implant at a single institution between 2017 and 2021. A combination of descriptive and qualitative data, including age, gender, comorbidities, and postoperative symptoms are analyzed to characterize patient outcomes resulting from this intraoperative technique. The categorical and continuous variables were analyzed using chi-squared tests and independent t-tests, respectively.
    RESULTS: Patients report overall satisfaction after implantation and titration. A total of 108 patients underwent HGNS implantation between September 2017 and January 2021 using the aforementioned techniques. 1.69 % of patients experienced postoperative submental pain as compared to 18.37 % prior to the change in technique (p < 0.01).
    CONCLUSIONS: Avoidance of digastric tendon retraction in the implantation of the stimulating lead is a safe and effective technique that reduces postoperative pain and discomfort. Our institution has demonstrated an alternative technique for hypoglossal stimulator implantation which improves perioperative outcomes.
    BACKGROUND: Upper airway stimulation is an effective treatment for obstructive sleep apnea. During surgery, the digastric tendon is often moved to identify the nerve and improve access. This study shows that avoiding digastric tendon movement safely reduces postoperative pain and discomfort.
    METHODS: III.
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  • 文章类型: Journal Article
    目的:比较自动深度神经网络和PhilipSleepwareG3™Somnolizer系统(Somnolizer)使用美国睡眠医学学会(AASM)指南进行睡眠阶段评分的准确性和通用性。
    方法:通过卷积神经网络(CNN)分析了104名参与者的睡眠记录,Somnolizer和熟练的技术人员。针对睡眠阶段的不同组合得出评估度量。还进行了使用单通道信号作为输入的Somnolyzer和CNN模型之间的进一步比较。来自263名OSA患病率较低的参与者的睡眠记录作为交叉验证数据集,以验证CNN模型的普遍性。
    结果:根据各种指标,104名参与者的自动和手动睡眠分期评分之间的总体一致性优于Somnolyzer(准确性:81.81%vs.77.07%;F1:76.36%vs.73.80%;科恩的卡帕:0.7403vs.0.6848)。结果表明,左眼电图(EOG)单通道模型比Somnolizer具有较小的优势。在与手动睡眠分期的一致性方面,CNN模型在识别更明显的睡眠过渡方面表现优异,特别是在N2阶段和睡眠延迟度量中。相反,Somnolyzer在快速眼动阶段的分析中表现出了更高的熟练程度,特别是在测量REM延迟方面。263名参与者的交叉验证组中的准确性也高于80%。
    结论:基于CNN的自动深度神经网络优于Somnolizer,并且对于使用AASM分类标准的睡眠研究分析足够准确。
    OBJECTIVE: To compare the accuracy and generalizability of an automated deep neural network and the Philip Sleepware G3™ Somnolyzer system (Somnolyzer) for sleep stage scoring using American Academy of Sleep Medicine (AASM) guidelines.
    METHODS: Sleep recordings from 104 participants were analyzed by a convolutional neural network (CNN), the Somnolyzer and skillful technicians. Evaluation metrics were derived for different combinations of sleep stages. A further comparison between the Somnolyzer and the CNN model using a single-channel signal as input was also performed. Sleep recordings from 263 participants with a lower prevalence of OSA served as a cross-validation dataset to validate the generalizability of the CNN model.
    RESULTS: The overall agreement between automated and manual scoring for sleep staging in 104 participants outperformed that of the Somnolyzer according to various metrics (accuracy: 81.81 % vs. 77.07 %; F1: 76.36 % vs. 73.80 %; Cohen\'s kappa: 0.7403 vs. 0.6848). The results showed that the left electrooculography (EOG) single-channel model had minor advantages over the Somnolyzer. In terms of consistency with manual sleep staging, the CNN model demonstrated superior performance in identifying more pronounced sleep transitions, particularly in the N2 stage and sleep latency metrics. Conversely, the Somnolyzer showed enhanced proficiency in the analysis of REM stages, notably in measuring REM latency. The accuracy in the cross-validation set of 263 participants was also above 80 %.
    CONCLUSIONS: The CNN-based automated deep neural network outperformed the Somnolyzer and is sufficiently accurate for sleep study analyses using the AASM classification criteria.
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  • 文章类型: Journal Article
    睡眠呼吸暂停事件的精细识别有助于阻塞性睡眠呼吸暂停(OSA)的诊断。基于多导睡眠图的睡眠呼吸暂停事件检测算法的发展正成为医学信号处理的研究热点。在本文中,我们提出了一种基于逆投影的可视化系统(IPVS),用于睡眠呼吸暂停事件检测算法。IPVS由特征降维模块和特征重构模块组成。首先,提取血氧饱和度和鼻腔气流的特征,并将其用作事件分析的输入数据。然后,对呼吸暂停事件的特征分布进行可视化分析。接下来,将降维和重建方法相结合,实现睡眠呼吸暂停事件特征集的动态可视化和分类器决策边界的可视化分析。此外,探索了各种睡眠呼吸暂停事件检测分类器的决策一致性,为研究人员和用户提供了对检测算法的直观理解。我们将IPVS应用于OSA检测算法,在公开可用的数据集上的准确率为84%,诊断准确率为92%。实验结果表明,我们的可视化结果与现有医学知识之间的一致性为所提出的系统的实用性提供了有力的证据。对于临床实践,IPVS可以引导用户专注于OSA检测算法所呈现的具有较高不确定性的样本,减少工作量,提高临床诊断效率,这反过来又增加了信任的价值。
    The fine identification of sleep apnea events is instrumental in Obstructive Sleep Apnea (OSA) diagnosis. The development of sleep apnea event detection algorithms based on polysomnography is becoming a research hotspot in medical signal processing. In this paper, we propose an Inverse-Projection based Visualization System (IPVS) for sleep apnea event detection algorithms. The IPVS consists of a feature dimensionality reduction module and a feature reconstruction module. First, features of blood oxygen saturation and nasal airflow are extracted and used as input data for event analysis. Then, visual analysis is conducted on the feature distribution for apnea events. Next, dimensionality reduction and reconstruction methods are combined to achieve the dynamic visualization of sleep apnea event feature sets and the visual analysis of classifier decision boundaries. Moreover, the decision-making consistency is explored for various sleep apnea event detection classifiers, which provides researchers and users with an intuitive understanding of the detection algorithm. We applied the IPVS to an OSA detection algorithm with an accuracy of 84% and a diagnostic accuracy of 92% on a publicly available dataset. The experimental results show that the consistency between our visualization results and prior medical knowledge provides strong evidence for the practicality of the proposed system. For clinical practice, the IPVS can guide users to focus on samples with higher uncertainty presented by the OSA detection algorithm, reducing the workload and improving the efficiency of clinical diagnosis, which in turn increases the value of trust.
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  • 文章类型: Journal Article
    背景:高血压患者阻塞性睡眠呼吸暂停(OSA)与心律失常和心率变异性(HRV)发生之间的关系尚未阐明。我们的研究调查了OSA,心律失常,高血压患者的HRV。
    方法:我们进行了一项横断面分析,根据呼吸暂停低通气指数(AHI)将高血压患者分为两组:AHI≤15和AHI>15。所有参与者都接受了多导睡眠图(PSG),24小时动态心电图(DCG),心脏多普勒超声,以及其他相关评价。
    结果:AHI>15组频繁房性早搏和房性心动过速的患病率明显高于AHI≤15组(分别为P=0.030和P=0.035)。时域分析显示,AHI>15组正常-正常R-R间期(SDNN)的标准差和每5分钟正常-正常R-R间期(SDANN)的标准差明显高于对照组(P=0.020,P=0.033)。频域分析表明,低频(LF),高频(HF)元件,在AHI>15组中,LF/HF比率也显着升高(分别为P<0.001,P=0.031和P=0.028)。此外,AHI>15组左心房内径(LAD)明显增大(P<0.001)。单变量和多变量线性回归分析证实了PSG衍生的独立变量与相关HRV参数SDNN之间的显着关联,LF,和LF/HF比率(分别为F=8.929,P<0.001;F=14.832,P<0.001;F=5.917,P=0.016)。
    结论:AHI>15的高血压患者发生房性心律失常和左心房扩张的风险增加,HRV与OSA严重程度显著相关。
    BACKGROUND: The relationship between obstructive sleep apnea (OSA) and the occurrence of arrhythmias and heart rate variability (HRV) in hypertensive patients is not elucidated. Our study investigates the association between OSA, arrhythmias, and HRV in hypertensive patients.
    METHODS: We conducted a cross-sectional analysis involving hypertensive patients divided based on their apnea-hypopnea index (AHI) into two groups: the AHI ≤ 15 and the AHI > 15. All participants underwent polysomnography (PSG), 24-hour dynamic electrocardiography (DCG), cardiac Doppler ultrasound, and other relevant evaluations.
    RESULTS: The AHI > 15 group showed a significantly higher prevalence of frequent atrial premature beats and atrial tachycardia (P = 0.030 and P = 0.035, respectively) than the AHI ≤ 15 group. Time-domain analysis indicated that the standard deviation of normal-to-normal R-R intervals (SDNN) and the standard deviation of every 5-minute normal-to-normal R-R intervals (SDANN) were significantly higher in the AHI > 15 group (P = 0.020 and P = 0.033, respectively). Frequency domain analysis revealed that the low-frequency (LF), high-frequency (HF) components, and the LF/HF ratio were also significantly elevated in the AHI > 15 group (P < 0.001, P = 0.031, and P = 0.028, respectively). Furthermore, left atrial diameter (LAD) was significantly larger in the AHI > 15 group (P < 0.001). Both univariate and multivariable linear regression analyses confirmed a significant association between PSG-derived independent variables and the dependent HRV parameters SDNN, LF, and LF/HF ratio (F = 8.929, P < 0.001; F = 14.832, P < 0.001; F = 5.917, P = 0.016, respectively).
    CONCLUSIONS: Hypertensive patients with AHI > 15 are at an increased risk for atrial arrhythmias and left atrial dilation, with HRV significantly correlating with OSA severity.
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