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Preschool sleep recommendations are WEIRD.
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-27 DOI: 10.1093/sleep/zsaf025
Georgie Agar
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引用次数: 0
Editorial: Way to Go with OSA Biomarkers.
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-27 DOI: 10.1093/sleep/zsaf024
Priya V Borker, Kingman P Strohl
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引用次数: 0
Utilization of Potentially Inappropriate Sedative-Hypnotic and Atypical Antipsychotic Medications among Elderly Individuals with Insomnia and Alzheimer's Disease.
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-25 DOI: 10.1093/sleep/zsaf003
Farid Chekani, Kirti Mirchandani, Saba Zaki, Swarnali Goswami, Manvi Sharma

Study objectives: This study assessed the utilization of potentially inappropriate medications (PIM) including oral sedative-hypnotic and atypical antipsychotic (OSHAA), healthcare resource utilization (HCRU), and costs among elderly individuals with insomnia and in the subpopulation with Alzheimer's Disease (AD) who also had a diagnosis of insomnia.

Methods: Using claims database containing International Classification of Diseases, 10th Revision (ICD-10) codes, the cohort included individuals aged ≥ 65 with incident insomnia (EI, N=152,969) and AD insomnia subpopulation (ADI, N=4,888). Proportion of patients utilizing atypical antipsychotics or oral sedative-hypnotic medications, namely z-drugs, benzodiazepines, doxepin, Dual Orexin Receptor Antagonists (DORAs), and melatonin agonists, were assessed. Inappropriate OSHAA utilization was defined as per the American Geriatrics Society (AGS) Beers criteria. Multivariable models were utilized to compare HCRU and costs between PIM-OSHAA and no PIM-OSHAA groups.

Results: Among the EI cohort, z-drugs (13.39%) were the most commonly utilized OSHAA, and in the ADI cohort, it was AAPs (29.97%). PIM-OSHAA was utilized by 20% of the EI and 35% of the ADI cohorts. Patients with PIM-OSHAA use among the EI cohort had a higher annualized adjusted mean HCRU (pharmacy visits: 31.21 vs. 23.68; ambulatory & outpatient visits: 18.55 vs. 16.85) and costs, primarily due to medical costs (mean total cost: $36,676.08 vs. $31,346.54) compared to those without.

Conclusions: Substantial utilization of PIM-OSHAA was observed in EI and ADI cohorts. PIM-OSHAA use was associated with higher HCRU and costs. These findings underscore the importance of appropriate treatment strategies for insomnia in the elderly population especially in those with concurrent AD.

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引用次数: 0
Inter-individual differences and reliability of the acute effects of exercise on actigraphic sleep measures. 运动对活动睡眠测量的急性影响的个体间差异和可靠性。
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-22 DOI: 10.1093/sleep/zsaf016
Shawn D Youngstedt, Giselle Passos Soares, Ryan S Falck, Marcos Gonçalves Santana
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引用次数: 0
Intermittent Hypoxia and Spironolactone: A Match Made in Vessels? 间歇性缺氧与螺内酯:血管内匹配?
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-20 DOI: 10.1093/sleep/zsaf019
Jonathan C Jun
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引用次数: 0
Circadian Misalignment Impacts Cardiac Autonomic Modulation in Adolescence. 昼夜节律失调影响青少年心脏自主调节。
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-18 DOI: 10.1093/sleep/zsaf015
Natasha Morales-Ghinaglia, Fan He, Susan L Calhoun, Alexandros N Vgontzas, Jiangang Liao, Duanping Liao, Edward O Bixler, Julio Fernandez-Mendoza

Study objectives: Although heart rate variability (HRV), a marker of cardiac autonomic modulation (CAM), is known to predict cardiovascular morbidity, the circadian timing of sleep (CTS) is also involved in autonomic modulation. We examined whether circadian misalignment is associated with blunted HRV in adolescents as a function of entrainment to school or on-breaks.

Methods: We evaluated 360 subjects from the Penn State Child Cohort (median 16y) who had at least 3-night at-home actigraphy (ACT), in-lab 9-h polysomnography (PSG) and 24-h Holter-monitoring heart rate variability (HRV) data. ACT-measured metrics of circadian misalignment included sleep midpoint (SM), sleep irregularity (SI), and social jetlag (SJL). Five 24-h, daytime and nighttime frequency- and time-domain HRV indices were the primary outcomes. Linear regression models adjusted for sex, race/ethnicity, age, body mass index, apnea/hypopnea index, sleep duration and its variability. These associations were also examined as a function of being in-school or on-break.

Results: While on-break, a later SM on weekends was significantly associated with all five nighttime HRV indices. While in-school, greater SI on weekdays was significantly associated with three daytime and three nighttime HRV indices. Greater SJL was not associated with any HRV index. Longitudinal analyses confirmed the association of adolescent SM, SI and SJL with change in nighttime HRV since childhood.

Conclusions: An irregular sleep phase during days of entrainment to social demands and a delayed sleep phase during ad-libitum days are associated with blunted HRV in adolescents. Circadian misalignment contributes to increased cardiovascular risk via an altered CAM in youth.

研究目的:虽然心率变异性(HRV)是心脏自主调节(CAM)的一个标志,已知可以预测心血管疾病,但睡眠的昼夜节律(CTS)也参与自主调节。我们研究了昼夜节律失调是否与青少年的HRV钝化有关,作为上学或休息的功能。方法:我们评估了360名来自宾夕法尼亚州立大学儿童队列(中位年龄16岁)的受试者,他们至少有3晚的家庭活动描记(ACT)、实验室9小时多导睡眠描记(PSG)和24小时动态监测心率变异性(HRV)数据。act测量的昼夜节律失调指标包括睡眠中点(SM)、睡眠不规律(SI)和社交时差(SJL)。5个24小时、白天和夜间频率和时域HRV指数为主要指标。线性回归模型校正了性别、种族/民族、年龄、体重指数、呼吸暂停/呼吸不足指数、睡眠时间及其可变性。这些联系也被检查作为在学校或休息的功能。结果:当休息时,周末晚SM与所有五个夜间HRV指数显著相关。而在学校,平日里较高的SI与三个白天和三个夜间HRV指数显著相关。较大的SJL与任何HRV指数无关。纵向分析证实青少年SM、SI和SJL与儿童期夜间HRV的变化有关。结论:在受社会需求影响的日子里,睡眠阶段不规律,在自由支配的日子里,睡眠阶段延迟,与青少年HRV钝化有关。昼夜节律失调通过改变青年CAM导致心血管风险增加。
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引用次数: 0
Impact and Mechanisms of Cognitive Behavioural Therapy for Insomnia on Fatigue among Cancer Survivors: A Secondary Analysis of a Randomized Controlled Trial. 认知行为治疗失眠对癌症幸存者疲劳的影响和机制:一项随机对照试验的二次分析。
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-18 DOI: 10.1093/sleep/zsaf014
Krista M Greeley, Joshua Rash, Joshua Tulk, Josée Savard, Melanie Seal, Robin Urquhart, John Thoms, Kara Laing, Emily Fawcett, Sheila N Garland

Study objectives: Cancer-related fatigue is one of the most common symptoms in cancer survivors. Cognitive behavioural therapy for insomnia (CBT-I) can improve fatigue, but mechanisms are unclear. This secondary analysis of a randomized controlled trial evaluated whether CBT-I led to a significant improvement in fatigue, accounting for change in comorbid symptoms of insomnia, perceived cognitive impairment (PCI), anxiety, and depression. The parent study evaluated the impacts of CBT-I on PCI and insomnia.

Methods: Cancer survivors with insomnia and PCI were randomized to CBT-I or a sleep-self monitoring waitlist control. Fatigue was measured using the Multidimensional Fatigue Symptom Inventory - Short Form at pre-, mid-, and post-treatment. Significant improvement in fatigue was defined as a reduction >10.79 points. Insomnia, PCI, anxiety and depression symptoms were assessed. A linear mixed model evaluated whether CBT-I improved fatigue after adjusting for comorbidities. Mediation analyses examined whether change in comorbidities accounted for the effect of CBT-I on fatigue.

Results: The sample consisted of 132 cancer survivors (77% female, Mage=60.12 years, 41% breast cancer). There was a significant group-by-time interaction on fatigue, p<.001, with the CBT-I group experiencing a 20.6-point reduction in fatigue compared to 3.7-points in the control. Improvements in fatigue were fully accounted for by improvements in the comorbidities with change in insomnia accounting for 45.3% of the effect observed in fatigue.

Conclusions: CBT-I resulted in significant improvement in fatigue, and these effects were largely accounted for by change in insomnia. CBT-I is a robust intervention with efficacy for improving fatigue among cancer survivors.

研究目的:癌症相关疲劳是癌症幸存者最常见的症状之一。失眠认知行为疗法(CBT-I)可以改善疲劳,但机制尚不清楚。这是一项随机对照试验的二次分析,评估CBT-I是否能显著改善疲劳,并考虑失眠、认知障碍(PCI)、焦虑和抑郁等共病症状的改变。家长研究评估CBT-I对PCI和失眠的影响。方法:患有失眠和PCI的癌症幸存者随机分为CBT-I组或睡眠自我监测候补组。在治疗前、治疗中和治疗后,使用多维疲劳症状量表-短表来测量疲劳。疲劳的显著改善被定义为降低了10.79分。评估失眠、PCI、焦虑和抑郁症状。线性混合模型评估CBT-I在调整合并症后是否改善了疲劳。中介分析检查了合并症的改变是否解释了CBT-I对疲劳的影响。结果:样本包括132例癌症幸存者(77%为女性,年龄为60.12岁,41%为乳腺癌)。结论:CBT-I对疲劳有显著的改善作用,而这些作用主要是由失眠的改变引起的。CBT-I是一种强有力的干预措施,对改善癌症幸存者的疲劳有疗效。
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引用次数: 0
Polysomnographic endotypes of successful multilevel upper airway surgery for obstructive sleep apnea. 阻塞性睡眠呼吸暂停多节段上呼吸道手术成功的多导睡眠图内窥镜分析。
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-17 DOI: 10.1093/sleep/zsaf012
Xiaoting Wang, Jingyu Zhang, Jianyin Zou, Tianjiao Zhou, Enhui Zhou, Li Shen, Siyu Yang, Weijun Huang, Huaming Zhu, Jian Guan, Hongliang Yi, Shankai Yin

Study objectives: Multilevel upper airway surgery is effective for some patients with obstructive sleep apnea (OSA), but prediction the response to surgery remains a challenge. The underlying endotypes of OSA include upper airway collapsibility, muscle compensation, loop gain, and the arousal threshold. This study aimed to explore the effect of surgery on polysomnography (PSG)-derived OSA endotypes and establish a surgical response prediction model.

Methods: Our study included 54 Chinese patients with OSA who underwent multilevel upper airway surgery. Participants underwent PSG before and after surgery with a median follow-up time of 6.5 months. Using AHIBaseline/AHIpost-surgery ≥ 2 and AHIpost-surgery < 10 events/h as criteria, participants were classified as surgery responders and non-responders. The surgical success rate was 26%. These endotypic traits were derived from a standard PSG data by validated methods.

Results: The surgery altered both anatomical and non-anatomical endotypic traits, including increased Vpassive (baseline VS post-surgery: 51.5[18.7-84.2] VS 86.8 [67.4-93.7] %Veupnea, p<0.001), decreased loop gain (baseline VS post-surgery: 0.7 [0.7-0.8] VS 0.6[0.5-0.6]; p<0.001), and a higher arousal threshold (baseline VS post-surgery: 202.9[183.7-222.0] VS 160.7[143.9-177.4] %Veupnea; p<0.001). However, it did not significantly affect muscle compensation. Fully adjusted logistic regression analyses indicated that a favorable response to surgery was independently associated with a lower LG (OR [CI 95%], 0.1[0.0-0.5], p= 0.032). In patients with improved muscle compensation or a more collapsible airway (lower Vpassive), a lower loop gain was more strongly indicative of success. However, when muscle compensation was lower or collapsibility was less severe (higher Vpassive), a lower loop gain was less predictive of success.

Conclusions: This study demonstrated that multilevel upper airway surgery altered both anatomical and non-anatomical endotypes in Chinese patients with OSA. An endotype based regression model may meaningfully predict surgical success.

研究目的:多水平上呼吸道手术对一些阻塞性睡眠呼吸暂停(OSA)患者有效,但预测手术反应仍然是一个挑战。OSA的潜在内源性包括上呼吸道湿陷性、肌肉代偿、循环增益和觉醒阈值。本研究旨在探讨手术对多导睡眠图(PSG)衍生的OSA内分型的影响,并建立手术反应预测模型。方法:我们的研究纳入了54例接受多阶段上呼吸道手术的中国OSA患者。参与者在手术前和术后接受PSG检查,中位随访时间为6.5个月。以AHIBaseline/术后ahi≥2和术后ahi< 10事件/小时为标准,将参与者分为手术反应者和无反应者。手术成功率为26%。这些内型性状是通过验证的方法从标准PSG数据中得出的。结果:手术改变了解剖型和非解剖型内型特征,包括Vpassive(基线VS术后:51.5% [18.7-84.2]VS 86.8 [67.4-93.7] %Veupnea, p结论:本研究表明,多段上气道手术改变了中国OSA患者的解剖型和非解剖型内型。基于内窥镜的回归模型可以有效地预测手术成功。
{"title":"Polysomnographic endotypes of successful multilevel upper airway surgery for obstructive sleep apnea.","authors":"Xiaoting Wang, Jingyu Zhang, Jianyin Zou, Tianjiao Zhou, Enhui Zhou, Li Shen, Siyu Yang, Weijun Huang, Huaming Zhu, Jian Guan, Hongliang Yi, Shankai Yin","doi":"10.1093/sleep/zsaf012","DOIUrl":"https://doi.org/10.1093/sleep/zsaf012","url":null,"abstract":"<p><strong>Study objectives: </strong>Multilevel upper airway surgery is effective for some patients with obstructive sleep apnea (OSA), but prediction the response to surgery remains a challenge. The underlying endotypes of OSA include upper airway collapsibility, muscle compensation, loop gain, and the arousal threshold. This study aimed to explore the effect of surgery on polysomnography (PSG)-derived OSA endotypes and establish a surgical response prediction model.</p><p><strong>Methods: </strong>Our study included 54 Chinese patients with OSA who underwent multilevel upper airway surgery. Participants underwent PSG before and after surgery with a median follow-up time of 6.5 months. Using AHIBaseline/AHIpost-surgery ≥ 2 and AHIpost-surgery < 10 events/h as criteria, participants were classified as surgery responders and non-responders. The surgical success rate was 26%. These endotypic traits were derived from a standard PSG data by validated methods.</p><p><strong>Results: </strong>The surgery altered both anatomical and non-anatomical endotypic traits, including increased Vpassive (baseline VS post-surgery: 51.5[18.7-84.2] VS 86.8 [67.4-93.7] %Veupnea, p<0.001), decreased loop gain (baseline VS post-surgery: 0.7 [0.7-0.8] VS 0.6[0.5-0.6]; p<0.001), and a higher arousal threshold (baseline VS post-surgery: 202.9[183.7-222.0] VS 160.7[143.9-177.4] %Veupnea; p<0.001). However, it did not significantly affect muscle compensation. Fully adjusted logistic regression analyses indicated that a favorable response to surgery was independently associated with a lower LG (OR [CI 95%], 0.1[0.0-0.5], p= 0.032). In patients with improved muscle compensation or a more collapsible airway (lower Vpassive), a lower loop gain was more strongly indicative of success. However, when muscle compensation was lower or collapsibility was less severe (higher Vpassive), a lower loop gain was less predictive of success.</p><p><strong>Conclusions: </strong>This study demonstrated that multilevel upper airway surgery altered both anatomical and non-anatomical endotypes in Chinese patients with OSA. An endotype based regression model may meaningfully predict surgical success.</p>","PeriodicalId":22018,"journal":{"name":"Sleep","volume":" ","pages":""},"PeriodicalIF":5.6,"publicationDate":"2025-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143011946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sleep Trajectory of Hospitalized Medically Ill Older Adults: Do Sleep Medications Make a Difference? 住院的老年病人的睡眠轨迹:睡眠药物有影响吗?
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-17 DOI: 10.1093/sleep/zsaf013
Juliana Smichenko, Tamar Shochat, Anna Zisberg

Study objectives: Sleep disturbances are prevalent during acute hospitalization in medically ill older patients, with undesirable outcomes. Sleep medication use is common, but its effectiveness is questionable. This study explored the trajectory of sleep parameters from home to hospital and assessed the impact of sleep medication use, considering covariates such as physical symptom burden.

Methods: A prospective multicenter study was conducted in four Israeli hospitals. Cognitively intact older patients (n=683), with an admission interview and at least one follow-up, were recruited. Total sleep time (TST), sleep efficiency (SE), sleep quality (SQ), number of awakenings (NOA), sleep medication use, sleep medication burden (quantity and dosage), and physical symptom burden were recorded daily. Personal and illness-related covariates were included in a repeated-measures mixed model design.

Results: Participants (male: 54%, aged 77.31±6.60) showed shorter TST (329.73±111.94 vs. 377.03±101.06 minutes), lower SE (71.49±19.28% vs. 76.14±15.53%), and higher probability for lower SQ, in the hospital compared to home. Sleep medication use was not correlated with any sleep parameters; sleep medication burden was associated with NOA. Physical symptom burden showed significant main effects on SE, SQ, and NOA, and a significant interaction was found with time-points on TST, such that higher burden was more strongly associated with shorter TST at first in-hospital follow-up than at admission, with no differences between all subsequent in-hospital time points. Conclusions: Sleep declined during acute hospitalization compared to the home, with sleep medications showing minimal effect. Managing symptom burden should be prioritized when addressing sleep disturbances in older patients during hospitalization.

研究目的:睡眠障碍在老年疾病患者急性住院期间普遍存在,并伴有不良后果。睡眠药物的使用很普遍,但其有效性值得怀疑。本研究探讨了从家庭到医院的睡眠参数的轨迹,并评估了睡眠药物使用的影响,考虑了身体症状负担等协变量。方法:在以色列四家医院进行前瞻性多中心研究。招募认知完整的老年患者(n=683),进行入院面谈和至少一次随访。每天记录总睡眠时间(TST)、睡眠效率(SE)、睡眠质量(SQ)、觉醒次数(NOA)、睡眠药物使用情况、睡眠药物负担(数量和剂量)、躯体症状负担。个人和疾病相关的协变量包括在重复测量混合模型设计中。结果:受访男性占54%,年龄77.31±6.60岁,住院患者TST较短(329.73±111.94分钟比377.03±101.06分钟),SE较低(71.49±19.28%比76.14±15.53%),SQ较低的概率较高。睡眠药物的使用与任何睡眠参数无关;睡眠药物负担与NOA相关。躯体症状负担对SE、SQ和NOA有显著的主要影响,并且与TST的时间点存在显著的相互作用,即在首次住院随访时,较重的负担与较短的TST相关性更强,而在随后的所有住院时间点之间无差异。结论:与在家相比,急性住院期间睡眠减少,睡眠药物的效果最小。在处理住院期间老年患者的睡眠障碍时,应优先处理症状负担。
{"title":"Sleep Trajectory of Hospitalized Medically Ill Older Adults: Do Sleep Medications Make a Difference?","authors":"Juliana Smichenko, Tamar Shochat, Anna Zisberg","doi":"10.1093/sleep/zsaf013","DOIUrl":"10.1093/sleep/zsaf013","url":null,"abstract":"<p><strong>Study objectives: </strong>Sleep disturbances are prevalent during acute hospitalization in medically ill older patients, with undesirable outcomes. Sleep medication use is common, but its effectiveness is questionable. This study explored the trajectory of sleep parameters from home to hospital and assessed the impact of sleep medication use, considering covariates such as physical symptom burden.</p><p><strong>Methods: </strong>A prospective multicenter study was conducted in four Israeli hospitals. Cognitively intact older patients (n=683), with an admission interview and at least one follow-up, were recruited. Total sleep time (TST), sleep efficiency (SE), sleep quality (SQ), number of awakenings (NOA), sleep medication use, sleep medication burden (quantity and dosage), and physical symptom burden were recorded daily. Personal and illness-related covariates were included in a repeated-measures mixed model design.</p><p><strong>Results: </strong>Participants (male: 54%, aged 77.31±6.60) showed shorter TST (329.73±111.94 vs. 377.03±101.06 minutes), lower SE (71.49±19.28% vs. 76.14±15.53%), and higher probability for lower SQ, in the hospital compared to home. Sleep medication use was not correlated with any sleep parameters; sleep medication burden was associated with NOA. Physical symptom burden showed significant main effects on SE, SQ, and NOA, and a significant interaction was found with time-points on TST, such that higher burden was more strongly associated with shorter TST at first in-hospital follow-up than at admission, with no differences between all subsequent in-hospital time points. Conclusions: Sleep declined during acute hospitalization compared to the home, with sleep medications showing minimal effect. Managing symptom burden should be prioritized when addressing sleep disturbances in older patients during hospitalization.</p>","PeriodicalId":22018,"journal":{"name":"Sleep","volume":" ","pages":""},"PeriodicalIF":5.6,"publicationDate":"2025-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143011880","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Validation of a Fingertip Home Sleep Apnea Testing System Using Deep Learning AI and a Temporal Event Localization Analysis. 基于深度学习AI和时间事件定位分析的指尖家庭睡眠呼吸暂停测试系统的验证。
IF 5.6 2区 医学 Q1 Medicine Pub Date : 2025-01-16 DOI: 10.1093/sleep/zsae317
Ke-Wei Chen, Chun-Hsien Tseng, Hsin-Chien Lee, Wen-Te Liu, Kun-Ta Chou, Hau-Tieng Wu

Study objectives: This paper validates TipTraQ, a compact home sleep apnea testing (HSAT) system. TipTraQ comprises a fingertip-worn device, a mobile application, and a cloud-based deep learning artificial intelligence (AI) system. The device utilizes PPG (red, infrared, and green channels) and accelerometer sensors to assess sleep apnea by the AI system.

Methods: We prospectively enrolled 240 participants suspected of obstructive sleep apnea (OSA) at a tertiary medical center for internal validation and 112 participants independently at another center for external validation. All participants underwent simultaneous polysomnography (PSG) and TripTraQ HSAT. We compared TipTraQ-derived total sleep time (TQ-TST) and TipTraQ-derived Respiratory Events Index (TQ-REI) with expert-determined total sleep time (TST) and apnea-hypopnea index (AHI), based on AASM standards with the 1B hypopnea rule. Temporal event localization analysis for respiratory event prediction was conducted at both event and hourly levels.

Results: In the external validation, the Spearman correlation coefficients for TQ-TST vs. TST and TQ-REI vs. AHI were 0.81 and 0.95. respectively. The root mean square error were 0.53 hours for TQ-TST vs. TST and 7.53 events/hour for TQ-REI vs. AHI. For apnea/hypopnea prediction with a 10s grace period, the true positive, false positive and false negative rates in temporal event localization analysis were 0.76, 0.24, and 0.23, respectively. The four-way OSA severity classification achieved a Cohen's kappa of 0.7.

Conclusions: TQ-TST and TQ-REI predict TST and AHI with comparable performance to existing devices of the same type, and respiratory event prediction is validated through temporal event localization analysis.

研究目的:本文验证了一个紧凑的家庭睡眠呼吸暂停测试(HSAT)系统TipTraQ。TipTraQ包括一个可穿戴的指尖设备、一个移动应用程序和一个基于云的深度学习人工智能(AI)系统。该设备利用PPG(红色、红外、绿色通道)和加速度传感器,通过人工智能系统评估睡眠呼吸暂停。方法:我们前瞻性地招募了一家三级医疗中心的240名疑似阻塞性睡眠呼吸暂停(OSA)的参与者进行内部验证,并在另一家中心独立招募了112名参与者进行外部验证。所有的参与者都进行了同步多导睡眠描记仪(PSG)和TripTraQ HSAT。我们将tiptraq导出的总睡眠时间(TQ-TST)和tiptraq导出的呼吸事件指数(TQ-REI)与专家根据AASM标准和1B低呼吸规则确定的总睡眠时间(TST)和呼吸暂停低呼吸指数(AHI)进行比较。在事件和小时水平上进行呼吸事件预测的时间事件定位分析。结果:外部验证中,TQ-TST与TST、TQ-REI与AHI的Spearman相关系数分别为0.81、0.95。分别。TQ-TST与TST的均方根误差为0.53小时,TQ-REI与AHI的均方根误差为7.53事件/小时。对于宽限期为10s的呼吸暂停/低通气预测,时间事件定位分析的真阳性率、假阳性率和假阴性率分别为0.76、0.24和0.23。四种OSA严重程度分类达到了0.7的科恩kappa。结论:TQ-TST和TQ-REI预测TST和AHI的性能与现有同类设备相当,呼吸事件预测通过时间事件定位分析得到验证。
{"title":"Validation of a Fingertip Home Sleep Apnea Testing System Using Deep Learning AI and a Temporal Event Localization Analysis.","authors":"Ke-Wei Chen, Chun-Hsien Tseng, Hsin-Chien Lee, Wen-Te Liu, Kun-Ta Chou, Hau-Tieng Wu","doi":"10.1093/sleep/zsae317","DOIUrl":"10.1093/sleep/zsae317","url":null,"abstract":"<p><strong>Study objectives: </strong>This paper validates TipTraQ, a compact home sleep apnea testing (HSAT) system. TipTraQ comprises a fingertip-worn device, a mobile application, and a cloud-based deep learning artificial intelligence (AI) system. The device utilizes PPG (red, infrared, and green channels) and accelerometer sensors to assess sleep apnea by the AI system.</p><p><strong>Methods: </strong>We prospectively enrolled 240 participants suspected of obstructive sleep apnea (OSA) at a tertiary medical center for internal validation and 112 participants independently at another center for external validation. All participants underwent simultaneous polysomnography (PSG) and TripTraQ HSAT. We compared TipTraQ-derived total sleep time (TQ-TST) and TipTraQ-derived Respiratory Events Index (TQ-REI) with expert-determined total sleep time (TST) and apnea-hypopnea index (AHI), based on AASM standards with the 1B hypopnea rule. Temporal event localization analysis for respiratory event prediction was conducted at both event and hourly levels.</p><p><strong>Results: </strong>In the external validation, the Spearman correlation coefficients for TQ-TST vs. TST and TQ-REI vs. AHI were 0.81 and 0.95. respectively. The root mean square error were 0.53 hours for TQ-TST vs. TST and 7.53 events/hour for TQ-REI vs. AHI. For apnea/hypopnea prediction with a 10s grace period, the true positive, false positive and false negative rates in temporal event localization analysis were 0.76, 0.24, and 0.23, respectively. The four-way OSA severity classification achieved a Cohen's kappa of 0.7.</p><p><strong>Conclusions: </strong>TQ-TST and TQ-REI predict TST and AHI with comparable performance to existing devices of the same type, and respiratory event prediction is validated through temporal event localization analysis.</p>","PeriodicalId":22018,"journal":{"name":"Sleep","volume":" ","pages":""},"PeriodicalIF":5.6,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143011884","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Sleep
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