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Effects of Aerobic Exercises at Different Intensities on Sleep Quality in Individuals with Depression: A Systematic Review and Meta-Analysis. 不同强度有氧运动对抑郁症患者睡眠质量的影响:一项系统综述和荟萃分析。
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-09-03 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S520079
Jiaqi Liang, Xuanzhen Pan, Li Zhao, Yan Li

Purpose: Depression patients frequently report sleep disorder. Aerobic exercise is believed to improve sleep quality, but its effect on the overall sleep of depressed patients remains uncertain. This study systematically evaluates the effects of aerobic exercises at different intensities on subjective and objective sleep quality in participants diagnosed with depression or at high risk of depression, from studies covering various depression subtypes (including but not limited to geriatric depression, prenatal depression, and poststroke depression), and examines changes in depression, anxiety, and quality of life following aerobic exercise.

Methods: Systematic searches for randomized controlled trials on aerobic exercise, depression, and sleep quality were conducted using PubMed, Web of Science, Embase, and the Cochrane Library up to December 31, 2024. Meta-analysis was performed using Review Manager 5.4.1 and stata 17.0.

Results: In total, 13 trials (n = 994) were included. Aerobic exercise significantly improved subjective sleep quality [SMD = -0.52, 95% CI = (-0.66, -0.38)] but had no significant effect on objectively measured sleep efficiency [SMD = -0.14, 95% CI = (-0.46, 0.75)], total sleep time [SMD = 0.30, 95% CI = (-0.03, 0.62)], or sleep latency [SMD = -0.11, 95% CI = (-0.76, 0.54)]. Additionally, aerobic exercise significantly alleviated depression [SMD = -0.70, 95% CI = (-0.93, -0.47)] and anxiety [SMD = -0.47, 95% CI = (-0.74, -0.19)], and enhanced quality of life [SMD = 0.64, 95% CI = (0.36, 0.92)]. Subgroup analyses revealed no significant differences among the different intensities.

Conclusion: Aerobic exercise significantly improves subjective sleep quality, alleviates depressive and anxiety symptoms, and enhances quality of life in depression patients. Light-, moderate-, and vigorous-intensities aerobic exercises have equal positive effects on these indicators. Given the bidirectional relationship between sleep disturbances and depression progression, this study highlights the potential of exercise therapy to disrupt the vicious cycle.

Systematic review registration: www.crd.york.ac.uk/PROSPERO/, identifier, CRD42023455212.

目的:抑郁症患者经常报告睡眠障碍。有氧运动被认为可以改善睡眠质量,但它对抑郁症患者整体睡眠的影响仍不确定。本研究系统地评估了不同强度的有氧运动对诊断为抑郁症或抑郁症高风险参与者主观和客观睡眠质量的影响,研究涵盖了各种抑郁症亚型(包括但不限于老年抑郁症、产前抑郁症和中风后抑郁症),并检查了有氧运动后抑郁、焦虑和生活质量的变化。方法:系统检索截至2024年12月31日的PubMed、Web of Science、Embase和Cochrane Library中关于有氧运动、抑郁和睡眠质量的随机对照试验。meta分析采用Review Manager 5.4.1和stata 17.0进行。结果:共纳入13项试验(n = 994)。有氧运动显著改善了主观睡眠质量[SMD = -0.52, 95% CI =(-0.66, -0.38)],但对客观测量的睡眠效率[SMD = -0.14, 95% CI =(-0.46, 0.75)]、总睡眠时间[SMD = 0.30, 95% CI =(-0.03, 0.62)]或睡眠潜伏期[SMD = -0.11, 95% CI =(-0.76, 0.54)]没有显著影响。此外,有氧运动显著缓解抑郁[SMD = -0.70, 95% CI =(-0.93, -0.47)]和焦虑[SMD = -0.47, 95% CI =(-0.74, -0.19)],提高生活质量[SMD = 0.64, 95% CI =(0.36, 0.92)]。亚组分析显示不同强度间无显著差异。结论:有氧运动可显著改善抑郁症患者主观睡眠质量,减轻抑郁、焦虑症状,提高生活质量。轻强度、中等强度和高强度有氧运动对这些指标有同样的积极影响。考虑到睡眠障碍和抑郁症进展之间的双向关系,这项研究强调了运动疗法打破恶性循环的潜力。系统评审注册:www.crd.york.ac.uk/PROSPERO/,标识符,CRD42023455212。
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引用次数: 0
The Role of Plasma Metabolites in Mediating the Effect of Gut Microbiota on Obstructive Sleep Apnea: A Two-Step, Two-Sample Mendelian Randomization Study. 血浆代谢物在调节肠道微生物群对阻塞性睡眠呼吸暂停的影响中的作用:一项两步、两样本孟德尔随机研究。
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-09-03 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S527778
Xiaona Wang, Ranran Zhao, Jia Guo, Ke Yang, Bo Xu

Background: Recent research has increasingly underscored a significant correlation between gut microbiota and obstructive sleep apnea (OSA). Probiotics have emerged as promising adjunctive interventions for OSA. Metabolites and their related biochemical pathways have emerged as important contributors to the development of OSA. This study aimed to estimate the causal association between gut microbiota and OSA and to quantify the mediating effects of metabolites.

Methods: We employed two-step, two-sample Mendelian randomization techniques, utilizing single nucleotide polymorphisms as genetic instruments for exposures and mediators. Summary statistics were obtained from genome-wide association studies of gut microbiota (the Dutch Microbiome Project, n=7,738), plasma metabolites (the Canadian Longitudinal Study on Aging cohort, n=8,299), and OSA (FinnGen database, n=410,385). To ensure the robustness of our findings, sensitivity analyses and heterogeneity tests were systematically conducted.

Results: In the Dutch Microbiome Project, species Parabacteroides merdae, genus Faecalibacterium, species Faecalibacterium prausnitzii and species Bifidobacterium longum demonstrated a potential protective association with OSA. We included the top 10 metabolites with potential biological significance as candidate mediators. Among them, only 2-hydroxypalmitate was associated with a reduced risk of OSA. 2-hydroxypalmitate partially mediated the association between species Parabacteroides merdae and OSA, with a mediation proportion of 20.53%.

Conclusion: The study highlighted the protective effect of species Parabacteroides merdae against OSA. It also revealed the mediating role of 2-hydroxypalmitate in the relationship between species Parabacteroides merdae and OSA.

背景:最近的研究越来越强调肠道微生物群与阻塞性睡眠呼吸暂停(OSA)之间的重要相关性。益生菌已成为有希望的辅助干预OSA。代谢物及其相关的生化途径已成为OSA发展的重要贡献者。本研究旨在估计肠道微生物群与OSA之间的因果关系,并量化代谢物的介导作用。方法:我们采用两步、两样本孟德尔随机化技术,利用单核苷酸多态性作为暴露和介质的遗传工具。汇总统计数据来自肠道微生物群(荷兰微生物组项目,n=7,738)、血浆代谢物(加拿大老龄化纵向研究队列,n=8,299)和OSA (FinnGen数据库,n=410,385)的全基因组关联研究。为确保研究结果的稳健性,我们系统地进行了敏感性分析和异质性检验。结果:在荷兰微生物组项目中,merdae类副杆菌、Faecalibacterium属、Faecalibacterium prausnitzii种和长双歧杆菌种显示出与OSA的潜在保护关联。我们将前10名具有潜在生物学意义的代谢物作为候选介质。其中,只有2-羟铝酸酯与OSA风险降低有关。2-羟铝酸酯部分介导了副芽孢杆菌与OSA之间的关联,介导比例为20.53%。结论:本研究突出了拟副杆菌对OSA的保护作用。同时也揭示了2-羟铝酸酯在副芽孢杆菌与OSA之间的中介作用。
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引用次数: 0
Evaluation of Joint Effect of Frailty and Sleep Health on Cardiometabolic Multimorbidity in Aging Population. 老年人身体虚弱和睡眠健康对心脏代谢多病联合作用的评价。
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-09-02 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S538098
Xinhang Pan, Aowen Tian, Jin Tan, Yuyang Miao, Qiang Zhang

Background: Sleep and frailty are established influencing factors for cardiometabolic diseases (CMDs). However, their joint effects on cardiometabolic multimorbidity (CMM) in older adults remain poorly understood. This study aimed to assess the joint effect of sleep health and frailty on CMD prevalence and severity, with an emphasis on subgroup-specific health risk profiles.

Methods: This study analyzed 8944 adults aged ≥60 years from the National Health and Nutrition Examination Survey (NHANES, 2007-2018). Weighted Logistic and quasi-Poisson regression models were used to assess the associations between sleep health, frailty, and CMD/CMM burden. Mediation analyses were used to examine the indirect effects of frailty index (FI) on the associations between sleep and CMM. Further cross-stratification of the population was conducted to evaluate the differences in characteristic indicators of health risks and biological aging.

Results: Poor sleep and frailty exhibited dose-dependent joint effects on CMD risk. After full adjustment, poor sleep combined with frailty had an incidence rate ratio (IRR) of 2.01 (95% CI: 1.78, 2.27) for existing cumulative number of CMDs (p for interaction = 0.006). The indirect effect of the FI explained 57.80% of the relationship between sleep health and the cumulative number of CMDs. Frailty was mainly manifested as differences in individual inflammation and aging indicators (eg, Systemic inflammation response index, Phenoage acceleration), while poor sleep was more reflected in changes in metabolic indicators (eg, Metabolic score for insulin resistance).

Conclusion: Poor sleep and frailty jointly amplified associations with CMM in older US adults. The relationship between sleep and CMM could be partially explained by FI. Elderly individuals with poor sleep should focus on changes on metabolic indicators, while those combined with frailty need to pay extra attention to aging and inflammation indicators.

背景:睡眠和虚弱是心脏代谢疾病(CMDs)的影响因素。然而,它们对老年人心脏代谢多病(CMM)的联合作用仍然知之甚少。本研究旨在评估睡眠健康和虚弱对CMD患病率和严重程度的共同影响,重点关注亚组特定的健康风险概况。方法:本研究分析了来自国家健康与营养检查调查(NHANES, 2007-2018)的8944名年龄≥60岁的成年人。采用加权Logistic和准泊松回归模型评估睡眠健康、虚弱和CMD/CMM负担之间的关系。采用中介分析来检验虚弱指数(FI)对睡眠与CMM之间关联的间接影响。进一步对人群进行交叉分层,以评估健康风险和生物衰老特征指标的差异。结果:睡眠不足和虚弱对CMD风险表现出剂量依赖的联合效应。完全调整后,睡眠不良合并虚弱的发病率比(IRR)为2.01 (95% CI: 1.78, 2.27),现有累积CMDs数(相互作用p = 0.006)。FI的间接作用解释了57.80%的睡眠健康与慢性阻塞性肺病累积数量之间的关系。虚弱主要表现为个体炎症和衰老指标的差异(如全身炎症反应指数、表型加速),而睡眠不佳更多体现为代谢指标的变化(如胰岛素抵抗代谢评分)。结论:睡眠不足和虚弱共同放大了美国老年人CMM的关联。睡眠与CMM之间的关系可以用FI部分解释。睡眠不佳的老年人应关注代谢指标的变化,而合并虚弱的老年人则需要额外关注衰老和炎症指标。
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引用次数: 0
REM Density, Leg Movements, and REM Sleep without Atonia: Differentiating Type 1 from Type 2 Narcolepsy Through Polysomnographic Analysis, a Preliminary Study. 快速眼动密度、腿部运动和无张力的快速眼动睡眠:通过多导睡眠图分析区分1型和2型发作性睡病的初步研究
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-09-02 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S535919
Juanjuan Xu, Wanyu Zhao, Zian Yan, Shanshan Lu, Yanxia Zhang, Kejun Zang, Jiyou Tang, Weiwei Huang

Objective: This study aimed to identify distinct REM sleep characteristics that differentiate type 1 narcolepsy (NT1) from type 2 narcolepsy (NT2) using polysomnography (PSG), while acknowledging the need for future validation against other hypersomnia disorders.

Methods: A retrospective review included 31 patients with NT1, 21 patients with NT2, and 24 healthy participants. Each participant underwent overnight PSG and a subsequent multiple sleep latency test (MSLT) to assess REM sleep parameters including average REM density, neck myoclonus index, and leg movement index. Cerebrospinal fluid (CSF) samples were collected to measure orexin-A and catecholamine levels.

Results: 1. NT1 patients demonstrated significantly higher average REM density versus NT2 (P<0.05); 2. Elevated REM sleep characteristics in NT1: neck myoclonus index (0.82 vs 0.25 n/hr), leg movement index (18 vs 7 n/hr), and REM sleep without atonia (RSWA) incidence (71% vs 24%) (all P<0.05); 3. Biochemical correlations: REM density negatively correlated with orexin-A (r=-0.42) and positively with norepinephrine (r=0.38) (both P<0.05).

Conclusion: While REM density, leg movement index and RSWA show promise for NT1/NT2 differentiation, these findings require validation in cohorts including idiopathic hypersomnia and other central hypersomnolence disorders. The observed electrophysiological patterns may reflect orexin-mediated dysregulation of REM motor control, but their diagnostic specificity remains to be established.

目的:本研究旨在利用多导睡眠图(PSG)识别区分1型嗜睡症(NT1)和2型嗜睡症(NT2)的不同快速眼动睡眠特征,同时承认未来需要对其他嗜睡症进行验证。方法:回顾性研究包括31例NT1患者,21例NT2患者和24名健康参与者。每位参与者进行了夜间PSG和随后的多次睡眠潜伏期测试(MSLT),以评估快速眼动睡眠参数,包括平均快速眼动密度、颈部肌挛指数和腿部运动指数。采集脑脊液(CSF)样本,测定食欲素a和儿茶酚胺水平。结果:1。结论:虽然快速眼动密度、腿部运动指数和RSWA显示了NT1/NT2分化的希望,但这些发现需要在包括特发性嗜睡和其他中枢性嗜睡障碍在内的队列中进行验证。观察到的电生理模式可能反映了食欲素介导的快速眼动运动控制失调,但其诊断特异性仍有待确定。
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引用次数: 0
Associations of Sleep Duration and Social Jetlag with Dry Eye Disease in Chinese School-Aged Children and Adolescents. 中国学龄儿童和青少年干眼病与睡眠时间和社交时差的关系
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-09-02 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S551300
Yuzhu Luo, Yuting Gao, Zhong Guan, Heting Liu, Shuman Tao

Objective: To investigate the prevalence of dry eye disease (DED) among children and adolescents aged 9 to 19 years in Fengyang County, and to explore the associations of sleep duration and social jetlag with DED, with the aim of providing scientific evidence for sleep-based interventions to prevent DED in this population.

Methods: Between November and December 2023, 14 primary and secondary schools were randomly selected in Fengyang County, Chuzhou City, Anhui Province, China. Students from Grade 4 to Grade 12 (aged 9-19 years) were invited to participate. A trained professional conducted clinical assessments to evaluate DED, and participants completed self-administered questionnaires to report their sleep behaviors. Sleep quality was assessed by an item from Pittsburgh Sleep Quality Index. Chi-square tests and independent-samples t-tests were used to compare sociodemographic characteristics between DED and non-DED groups. Logistic regression models were applied to examine the associations of sleep duration, social jetlag, and their interaction with DED after adjusting for potential confounders.

Results: The overall prevalence of DED among children and adolescents in Fengyang County was 51%. After adjusting for confounders, binary logistic regression analysis showed that students who slept less than 9 hours per night had a significantly higher likelihood of DED (OR = 1.37, 95% CI: 1.21-1.68), and those with social jetlag ≥1 hour also had an elevated risk of DED (OR = 1.28, 95% CI: 1.07-1.54). Notably, the group with sleep duration ≥ 9 h combined with social jet lag ≥ 1 h showed a significant positive association with DED after adjusting for sleep quality (OR = 1.77, 95% CI: 1.35-2.33).

Conclusion: Both insufficient sleep duration and significant social jetlag are associated with an increased risk of DED in children and adolescents. These findings suggest the need for targeted sleep education programs in schools that emphasize not only sufficient sleep duration but also consistent sleep-wake schedules between weekdays and weekends to promote ocular health among youth.

目的:了解凤阳县9 ~ 19岁儿童和青少年干眼病(DED)的患病率,探讨睡眠时间和社交时差与DED的关系,为睡眠干预预防该人群干眼病提供科学依据。方法:于2023年11 - 12月在安徽省滁州市凤阳县随机抽取14所中小学进行调查。邀请了4年级至12年级(9-19岁)的学生参加。一名训练有素的专业人员对DED进行了临床评估,参与者完成了自我管理的问卷,报告了他们的睡眠行为。睡眠质量由匹兹堡睡眠质量指数评估。采用卡方检验和独立样本t检验比较DED组和非DED组的社会人口学特征。在调整了潜在的混杂因素后,应用逻辑回归模型来检验睡眠时间、社交时差及其与DED的相互作用。结果:凤阳县儿童青少年DED总患病率为51%。在调整混杂因素后,二元logistic回归分析显示,每晚睡眠时间少于9小时的学生发生DED的可能性明显更高(OR = 1.37, 95% CI: 1.21-1.68),社交时差≥1小时的学生发生DED的风险也较高(OR = 1.28, 95% CI: 1.09 -1.54)。值得注意的是,在调整睡眠质量后,睡眠时间≥ 9 h和社会时差≥ 1 h组与DED呈显著正相关(OR = 1.77, 95% CI: 1.35-2.33)。结论:睡眠时间不足和明显的社交时差与儿童和青少年DED风险增加有关。这些发现表明,学校需要有针对性的睡眠教育项目,不仅要强调充足的睡眠时间,还要强调工作日和周末之间一致的睡眠-觉醒时间表,以促进青少年的眼部健康。
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引用次数: 0
Exploring the Arousal Intensity in Patients with Obstructive Sleep Apnea: Based on Odds Ratio Product. 探讨阻塞性睡眠呼吸暂停患者的觉醒强度:基于优势比乘积。
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-09-02 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S435918
Yunhan Shi, Xiang Gao, Jianhong Liao, Yanru Li, Demin Han

Aim: Obstructive sleep apnea (OSA) is characterized by repetitive upper airway collapse during sleep, resulting in frequent cortical arousals. However, currently used frequency-based arousal metrics do not sufficiently capture the heterogeneity and clinical significance of arousal responses. The odds ratio product (ORP) is a novel electroencephalographic marker that provides a continuous assessment of sleep depth and has the potential to serve as an objective measure of arousal intensity.

Purpose: This study aimed to quantify the intensity of arousals in untreated OSA patients using the ORP, and to explore the relationships between arousal intensity, respiratory event features, and subjective sleepiness.

Patients and methods: We retrospectively analysed data from 1057 adults with untreated OSA enrolled in the APPLES cohort. EEG spectral power was mapped to ORP values, and arousal intensity for each event was objectively calculated based on deviations in ORP from baseline. A total of 258,121 arousal events were included. Mixed-effects modelling was used to assess the impact of event type, duration, latency, sleep stage, position, and inter-individual variability on arousal intensity. Stepwise multiple regression explored associations between individual arousal intensity and subjective sleepiness.

Results: Arousal intensity increased significantly with the duration of preceding respiratory events, and was markedly higher than that of spontaneous arousals. The association between respiratory events and arousal intensity was stronger for apneas than for hypopneas, while deep sleep stage and lateral posture significantly reduced arousal response. Inter-individual variability was pronounced. Higher baseline arousal intensity was independently associated with increased subjective daytime sleepiness, after adjusting for known confounders.

Conclusion: ORP-derived arousal intensity provides a quantitative biomarker of cortical arousal. Arousal intensity is shaped by respiratory event characteristics, sleep architecture, and intrinsic individual traits. Although slight, arousal intensity is independently associated with subjective daytime sleepiness.

目的:阻塞性睡眠呼吸暂停(OSA)的特点是睡眠中反复的上呼吸道塌陷,导致频繁的皮质觉醒。然而,目前使用的基于频率的唤醒指标不能充分捕捉唤醒反应的异质性和临床意义。比值比积(ORP)是一种新的脑电图标记物,它提供了对睡眠深度的持续评估,并有可能作为觉醒强度的客观测量。目的:本研究旨在利用ORP量化未经治疗的OSA患者的唤醒强度,并探讨唤醒强度、呼吸事件特征和主观嗜睡之间的关系。患者和方法:我们回顾性分析了apple队列中1057名未经治疗的OSA成人患者的数据。将EEG频谱功率映射到ORP值,并根据ORP与基线的偏差客观计算每个事件的唤醒强度。总共包括258,121个唤醒事件。混合效应模型用于评估事件类型、持续时间、潜伏期、睡眠阶段、体位和个体间变异对唤醒强度的影响。逐步多元回归分析了个体觉醒强度与主观嗜睡之间的关系。结果:觉醒强度随呼吸事件持续时间的延长而显著增加,且明显高于自发觉醒。呼吸事件与唤醒强度之间的关联在呼吸暂停时比呼吸不足时更强,而深度睡眠阶段和侧卧姿势显著降低唤醒反应。个体间的差异是明显的。在调整了已知的混杂因素后,较高的基线唤醒强度与主观白天嗜睡的增加独立相关。结论:orp衍生的觉醒强度是皮层觉醒的定量生物标志物。唤醒强度由呼吸事件特征、睡眠结构和内在个体特征决定。虽然轻微,但觉醒强度与主观的白天嗜睡独立相关。
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引用次数: 0
Magnesium Bisglycinate Supplementation in Healthy Adults Reporting Poor Sleep: A Randomized, Placebo-Controlled Trial. 补充双甘氨酸镁对报告睡眠不良的健康成年人:一项随机、安慰剂对照试验
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-08-30 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S524348
Julius Schuster, Igor Cycelskij, Adrian Lopresti, Andreas Hahn

Purpose: To assess the effects of magnesium bisglycinate supplementation on insomnia symptoms in healthy adults reporting poor sleep quality.

Patients and methods: This randomized, double-blind, placebo-controlled trial enrolled 155 adults aged 18-65 years with self-reported poor sleep quality. Participants were randomly assigned to either magnesium bisglycinate supplementation (250 mg elemental magnesium, daily) or placebo capsules. Sleep quality was assessed using the Insomnia Severity Index (ISI) and additional psychological questionnaires at baseline and multiple time points throughout the study. Generalized linear mixed models (GLMM) adjusted for baseline ISI scores, age, sex, body mass index, and occupation were applied.

Results: The magnesium bisglycinate group showed a significantly greater reduction in ISI scores compared to the placebo group from baseline to Week 4 (-3.9 [95% CI: -5.8 to -2.0] vs -2.3 [95% CI: -4.1 to -0.4], respectively; p = 0.049). The effect size was small (Cohen's d = 0.2), indicating a modest benefit. Exploratory analyses suggested notably greater improvements among participants reporting lower baseline dietary magnesium intake, potentially indicating a subgroup of high responders. No significant differences were observed in other psychological outcomes.

Conclusion: Magnesium bisglycinate supplementation modestly improved insomnia severity in adults reporting poor sleep quality. Future research should include objective sleep assessments, longer intervention periods, and better characterization of potential high responders by systematically assessing baseline dietary magnesium intake and status.

Clinical trial registration name: Effect of magnesium bisglycinate supplementation on sleep and fatigue parameters in healthy adults reporting poor sleep quality; https://drks.de/search/en/trial/DRKS00031494 DRKS-ID: DRKS00031494.

目的:评估补充双甘氨酸镁对报告睡眠质量差的健康成年人失眠症状的影响。患者和方法:这项随机、双盲、安慰剂对照的试验招募了155名年龄在18-65岁之间、自我报告睡眠质量较差的成年人。参与者被随机分配服用双甘氨酸镁补充剂(每日250毫克元素镁)或安慰剂胶囊。在整个研究过程中,使用失眠严重指数(ISI)和额外的心理问卷在基线和多个时间点评估睡眠质量。应用广义线性混合模型(GLMM)调整基线ISI评分、年龄、性别、体重指数和职业。结果:从基线到第4周,与安慰剂组相比,双甘氨酸镁组ISI评分的降低幅度更大(分别为-3.9 [95% CI: -5.8至-2.0]vs -2.3 [95% CI: -4.1至-0.4];p = 0.049)。效应量很小(Cohen’s d = 0.2),表明获益不大。探索性分析表明,在报告较低基线饮食镁摄入量的参与者中,改善明显更大,可能表明存在高反应亚组。在其他心理结果上没有观察到显著差异。结论:补充双甘氨酸镁可适度改善睡眠质量差的成年人的失眠严重程度。未来的研究应包括客观的睡眠评估,更长的干预期,并通过系统地评估基线膳食镁摄入量和状态来更好地表征潜在的高反应者。临床试验注册名称:补充双甘氨酸镁对报告睡眠质量差的健康成人睡眠和疲劳参数的影响https://drks.de/search/en/trial/DRKS00031494 DRKS-ID: DRKS00031494。
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引用次数: 0
Explainable Machine Learning Assists in Revealing Associations Between Polysomnographic Biomarkers and Incident Type 2 Diabetes in Men. 可解释的机器学习有助于揭示男性多导睡眠生物标志物与2型糖尿病之间的关联。
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-08-30 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S512262
Duc Phuc Nguyen, Peter Catcheside, Bastien Lechat, Gary Wittert, Andrew Vakulin, Robert Adams, Sarah L Appleton

Introduction: Type 2 diabetes (T2D) shows bidirectional relationships with polysomnographic measures. However, no studies have searched systematically for novel polysomnographic biomarkers of T2D. We therefore investigated if state-of-the-art explainable machine learning (ML) models could identify new polysomnographic biomarkers predictive of incident T2D.

Methods: We applied explainable ML models to longitudinal cohort study data from 536 males who were free of T2D at baseline and identified 52 cases of T2D at follow-up (mean 8.3, range 3.5-10.5 years). Beyond ranking biomarker importance, we explored how the explainable ML model approach can identify novel relationships, assist in hypothesis testing, and provide insights into risk factors.

Results: The top five most predictive biomarkers included waist circumference, glucose, and three novel sleep biomarkers: the number of 3% desaturations in non-supine sleep, mean heart rate in supine sleep, and mean hypopnea duration. Explainable machine learning identified a significant association between the number of non-supine desaturation events (threshold of 19 events) and incident T2D (Odds ratio = 2.4 [95% CI 1.2-4.8], P = 0.013). No significant associations were found using continuous or quartiled versions of non-supine desaturation. Additionally, the model provided an individualized risk factor breakdown, supporting a more personalized approach to precision sleep medicine.

Conclusion: Explainable ML supports the role of established biomarkers and reveals novel biomarkers of T2D likely to help guide further hypothesis testing and validation of more robust and clinically useful biomarkers. Although further validation is needed, these proof-of-concept data support the benefits of explainable ML in prospective data analysis.

2型糖尿病(T2D)与多导睡眠图测量显示双向关系。然而,目前还没有研究系统地寻找新的T2D多导睡眠图生物标志物。因此,我们研究了最先进的可解释机器学习(ML)模型是否可以识别预测T2D事件的新的多导睡眠图生物标志物。方法:我们将可解释的ML模型应用于536名基线时无T2D的男性的纵向队列研究数据,并在随访时确定了52例T2D(平均8.3年,范围3.5-10.5年)。除了对生物标志物的重要性进行排名之外,我们还探索了可解释的ML模型方法如何识别新的关系,协助假设检验,并提供对风险因素的见解。结果:前五名最具预测性的生物标志物包括腰围、血糖和三个新的睡眠生物标志物:非仰卧睡眠时3%的去饱和数、仰卧睡眠时的平均心率和平均低通气持续时间。可解释的机器学习确定了非仰卧位去饱和事件(19个事件的阈值)与T2D事件之间的显著关联(优势比= 2.4 [95% CI 1.2-4.8], P = 0.013)。使用连续或四分位版本的非仰卧位去饱和没有发现显著的关联。此外,该模型提供了个性化的风险因素分解,支持更个性化的精准睡眠医学方法。结论:可解释的ML支持已建立的生物标志物的作用,并揭示了新的T2D生物标志物,可能有助于指导进一步的假设检验和验证更强大和临床有用的生物标志物。虽然需要进一步验证,但这些概念验证数据支持可解释ML在前瞻性数据分析中的好处。
{"title":"Explainable Machine Learning Assists in Revealing Associations Between Polysomnographic Biomarkers and Incident Type 2 Diabetes in Men.","authors":"Duc Phuc Nguyen, Peter Catcheside, Bastien Lechat, Gary Wittert, Andrew Vakulin, Robert Adams, Sarah L Appleton","doi":"10.2147/NSS.S512262","DOIUrl":"10.2147/NSS.S512262","url":null,"abstract":"<p><strong>Introduction: </strong>Type 2 diabetes (T2D) shows bidirectional relationships with polysomnographic measures. However, no studies have searched systematically for novel polysomnographic biomarkers of T2D. We therefore investigated if state-of-the-art explainable machine learning (ML) models could identify new polysomnographic biomarkers predictive of incident T2D.</p><p><strong>Methods: </strong>We applied explainable ML models to longitudinal cohort study data from 536 males who were free of T2D at baseline and identified 52 cases of T2D at follow-up (mean 8.3, range 3.5-10.5 years). Beyond ranking biomarker importance, we explored how the explainable ML model approach can identify novel relationships, assist in hypothesis testing, and provide insights into risk factors.</p><p><strong>Results: </strong>The top five most predictive biomarkers included waist circumference, glucose, and three novel sleep biomarkers: the number of 3% desaturations in non-supine sleep, mean heart rate in supine sleep, and mean hypopnea duration. Explainable machine learning identified a significant association between the number of non-supine desaturation events (threshold of 19 events) and incident T2D (Odds ratio = 2.4 [95% CI 1.2-4.8], P = 0.013). No significant associations were found using continuous or quartiled versions of non-supine desaturation. Additionally, the model provided an individualized risk factor breakdown, supporting a more personalized approach to precision sleep medicine.</p><p><strong>Conclusion: </strong>Explainable ML supports the role of established biomarkers and reveals novel biomarkers of T2D likely to help guide further hypothesis testing and validation of more robust and clinically useful biomarkers. Although further validation is needed, these proof-of-concept data support the benefits of explainable ML in prospective data analysis.</p>","PeriodicalId":18896,"journal":{"name":"Nature and Science of Sleep","volume":"17 ","pages":"2013-2025"},"PeriodicalIF":3.4,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12409479/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145015894","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Is Sham Acupuncture Equally Effective for Primary Insomnia? A Bayesian Network Meta-Analysis. 假针灸对原发性失眠同样有效吗?贝叶斯网络元分析。
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-08-29 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S541797
Yuting Wang, Minmin Wu, Jiongliang Zhang, Xinyue Li, Donghui Yu, Yumeng Su, Xiangyu Wei, Luwen Zhu

Purpose: To compare the efficacy differences between acupuncture and sham acupuncture in adult primary insomnia through Bayesian network meta-analysis, analyze the impact of different types of sham acupuncture on efficacy, and explore the basis for the control setting.

Methods: A literature search of seven databases, including PubMed and Embase, until April 23, 2025, included randomized controlled trials (RCTs) comparing AT with noninvasive sham acupuncture (NISA), superficial acupuncture (SA), and non-acupuncture therapy (NAT) for treating PI in adults. The statistical analyses were conducted using R (version 4.4.1) and Stata (version 15.1). The protocol was registered with the International Prospective Register of Systematic Reviews (CRD420251012912).

Results: This meta-analysis incorporated 33 RCTs encompassing 3004 participants, with most studies originating from China. The results showed that at the treatment endpoint and after 4 weeks, AT significantly improved subjective sleep quality (Pittsburgh Sleep Quality Index, PSQI) compared to SA and NISA, exceeding the minimum clinically important difference (MCID: 2.5 points). Specifically, at the endpoint, AT vs SA (MD: -3.66; 95% CI: -4.48 to -2.84) and AT vs NISA (MD: -4.35; 95% CI: -5.67 to -3) were significant, while differences among SA, NISA, and NAT were not. Based on the surface under the cumulative rank curve (SUCRA), AT ranked first (99.9%), followed by SA (47.8%), NAT (31.9%), and NISA (20.4%). No significant differences were found between AT, NISA, and SA regarding objective sleep parameters.

Conclusion: AT significantly improved subjective sleep quality in patients with PI, though its impact on objective sleep measures was limited. When designing RCTs of acupuncture for PI, NISA is recommended as the sham acupuncture control. However, due to geographical limitations, the study results may be difficult to generalize. Future research should focus on monitoring objective sleep parameters and conducting international, multicenter RCTs involving diverse cultural populations.

目的:通过贝叶斯网络meta分析比较针刺与假针治疗成人原发性失眠症的疗效差异,分析不同类型假针对疗效的影响,探讨对照设置的依据。方法:文献检索包括PubMed和Embase在内的7个数据库,截至2025年4月23日,包括随机对照试验(rct),比较AT与无创伤假针灸(NISA)、浅表针灸(SA)和非针灸疗法(NAT)治疗成人PI的疗效。使用R(版本4.4.1)和Stata(版本15.1)进行统计分析。该方案已在国际前瞻性系统评价注册(CRD420251012912)注册。结果:本荟萃分析纳入33项随机对照试验,包括3004名受试者,其中大多数研究来自中国。结果显示,在治疗终点和4周后,与SA和NISA相比,at显著改善了主观睡眠质量(匹兹堡睡眠质量指数,PSQI),超过了最小临床重要差异(MCID: 2.5分)。具体来说,在终点,at vs SA (MD: -3.66; 95% CI: -4.48至-2.84)和at vs NISA (MD: -4.35; 95% CI: -5.67至-3)具有显著性,而SA、NISA和NAT之间的差异无统计学意义。从累积等级曲线下曲面(SUCRA)来看,AT排名第一(99.9%),其次是SA(47.8%)、NAT(31.9%)和NISA(20.4%)。在客观睡眠参数方面,AT、NISA和SA无显著差异。结论:AT可显著改善PI患者的主观睡眠质量,但对客观睡眠测量的影响有限。在设计针刺治疗PI的随机对照试验时,推荐采用NISA作为假针刺对照。然而,由于地理位置的限制,研究结果可能难以推广。未来的研究应侧重于监测客观睡眠参数,并开展涉及不同文化人群的国际多中心随机对照试验。
{"title":"Is Sham Acupuncture Equally Effective for Primary Insomnia? A Bayesian Network Meta-Analysis.","authors":"Yuting Wang, Minmin Wu, Jiongliang Zhang, Xinyue Li, Donghui Yu, Yumeng Su, Xiangyu Wei, Luwen Zhu","doi":"10.2147/NSS.S541797","DOIUrl":"10.2147/NSS.S541797","url":null,"abstract":"<p><strong>Purpose: </strong>To compare the efficacy differences between acupuncture and sham acupuncture in adult primary insomnia through Bayesian network meta-analysis, analyze the impact of different types of sham acupuncture on efficacy, and explore the basis for the control setting.</p><p><strong>Methods: </strong>A literature search of seven databases, including PubMed and Embase, until April 23, 2025, included randomized controlled trials (RCTs) comparing AT with noninvasive sham acupuncture (NISA), superficial acupuncture (SA), and non-acupuncture therapy (NAT) for treating PI in adults. The statistical analyses were conducted using R (version 4.4.1) and Stata (version 15.1). The protocol was registered with the International Prospective Register of Systematic Reviews (CRD420251012912).</p><p><strong>Results: </strong>This meta-analysis incorporated 33 RCTs encompassing 3004 participants, with most studies originating from China. The results showed that at the treatment endpoint and after 4 weeks, AT significantly improved subjective sleep quality (Pittsburgh Sleep Quality Index, PSQI) compared to SA and NISA, exceeding the minimum clinically important difference (MCID: 2.5 points). Specifically, at the endpoint, AT vs SA (MD: -3.66; 95% CI: -4.48 to -2.84) and AT vs NISA (MD: -4.35; 95% CI: -5.67 to -3) were significant, while differences among SA, NISA, and NAT were not. Based on the surface under the cumulative rank curve (SUCRA), AT ranked first (99.9%), followed by SA (47.8%), NAT (31.9%), and NISA (20.4%). No significant differences were found between AT, NISA, and SA regarding objective sleep parameters.</p><p><strong>Conclusion: </strong>AT significantly improved subjective sleep quality in patients with PI, though its impact on objective sleep measures was limited. When designing RCTs of acupuncture for PI, NISA is recommended as the sham acupuncture control. However, due to geographical limitations, the study results may be difficult to generalize. Future research should focus on monitoring objective sleep parameters and conducting international, multicenter RCTs involving diverse cultural populations.</p>","PeriodicalId":18896,"journal":{"name":"Nature and Science of Sleep","volume":"17 ","pages":"1997-2012"},"PeriodicalIF":3.4,"publicationDate":"2025-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12406035/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145000991","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Arousal Threshold Score: A New Indicator for Examining the Relationship Between Obstructive Sleep Apnea and Overlap Syndrome - A Retrospective Study. 唤醒阈值评分:研究阻塞性睡眠呼吸暂停与重叠综合征关系的新指标-一项回顾性研究。
IF 3.4 2区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2025-08-27 eCollection Date: 2025-01-01 DOI: 10.2147/NSS.S551944
Donghao Wang, Yuting Zhang, Qiming Gan, Xiaofen Su, Yating Chen, Haojie Zhang, Yanyan Zhou, Zhiyang Zhuang, Jingcun Wang, Yutong Ding, Dongxing Zhao, Nuofu Zhang

Objective: A low arousal threshold (AT) appears to contribute to obstructive sleep apnea (OSA) pathogenesis. However, the role of low AT in OSA and overlap syndrome (OVS) is still unclear. This study is aimed to investigate the value of the AT score, a new method for qualifying AT, for examining the relationship between OSA and OVS, including chronic obstructive pulmonary disease (COPD) and asthma.

Methods: In this retrospective study, a total of 3400 adults diagnosed with OSA at a sleep medicine center were finally included. All patients were stratified into low-, high- and very high-AT score groups according to the previous logistic regression for qualifying AT. Multivariate logistic regression was conducted to evaluate the association between AT score and OVS prevalence. We compared this association with that of the apnea hypopnea index (AHI).

Results: 40.3%, 42.9% and 16.8% of OSA patients had low-, high- and very high AT score, respectively. Compared with the very high AT score, the low AT score was independently associated with the prevalence of COPD (OR = 2.17, 95% CI = 1.09-4.32) and asthma (OR = 4.54, 95% CI = 2.52-8.17). With decreasing AT score, the adjusted ORs of the comorbidities increased stepwise, particularly in some subgroups based on sex, age and BMI. Conversely, the classification of AHI did not show similar values.

Conclusion: In individuals with OSA, low AT is a common pathophysiological feature associated with COPD and asthma. The AT score is a new and effective indicator for evaluating the relationship between OSA and OVS.

目的:低唤醒阈值(AT)似乎与阻塞性睡眠呼吸暂停(OSA)的发病机制有关。然而,低AT在OSA和重叠综合征(OVS)中的作用尚不清楚。本研究旨在探讨AT评分(一种评估AT的新方法)在检测OSA与OVS(包括慢性阻塞性肺疾病(COPD)和哮喘)之间关系中的价值。方法:在这项回顾性研究中,最终纳入了3400名在睡眠医学中心诊断为OSA的成年人。根据先前的符合AT的逻辑回归,所有患者被分为低、高和非常高AT评分组。采用多因素logistic回归评估AT评分与OVS患病率之间的关系。我们将这种关联与呼吸暂停低通气指数(AHI)进行了比较。结果:40.3%、42.9%和16.8%的OSA患者AT评分为低、高和非常高。与非常高的AT评分相比,低AT评分与COPD患病率(OR = 2.17, 95% CI = 1.09-4.32)和哮喘患病率(OR = 4.54, 95% CI = 2.52-8.17)独立相关。随着AT评分的降低,合并症的调整后的or值逐步增加,特别是在一些基于性别、年龄和BMI的亚组中。相反,AHI的分类没有显示出相似的值。结论:在OSA患者中,低AT是与COPD和哮喘相关的常见病理生理特征。AT评分是评价OSA与OVS关系的一种新的有效指标。
{"title":"Arousal Threshold Score: A New Indicator for Examining the Relationship Between Obstructive Sleep Apnea and Overlap Syndrome - A Retrospective Study.","authors":"Donghao Wang, Yuting Zhang, Qiming Gan, Xiaofen Su, Yating Chen, Haojie Zhang, Yanyan Zhou, Zhiyang Zhuang, Jingcun Wang, Yutong Ding, Dongxing Zhao, Nuofu Zhang","doi":"10.2147/NSS.S551944","DOIUrl":"10.2147/NSS.S551944","url":null,"abstract":"<p><strong>Objective: </strong>A low arousal threshold (AT) appears to contribute to obstructive sleep apnea (OSA) pathogenesis. However, the role of low AT in OSA and overlap syndrome (OVS) is still unclear. This study is aimed to investigate the value of the AT score, a new method for qualifying AT, for examining the relationship between OSA and OVS, including chronic obstructive pulmonary disease (COPD) and asthma.</p><p><strong>Methods: </strong>In this retrospective study, a total of 3400 adults diagnosed with OSA at a sleep medicine center were finally included. All patients were stratified into low-, high- and very high-AT score groups according to the previous logistic regression for qualifying AT. Multivariate logistic regression was conducted to evaluate the association between AT score and OVS prevalence. We compared this association with that of the apnea hypopnea index (AHI).</p><p><strong>Results: </strong>40.3%, 42.9% and 16.8% of OSA patients had low-, high- and very high AT score, respectively. Compared with the very high AT score, the low AT score was independently associated with the prevalence of COPD (OR = 2.17, 95% CI = 1.09-4.32) and asthma (OR = 4.54, 95% CI = 2.52-8.17). With decreasing AT score, the adjusted ORs of the comorbidities increased stepwise, particularly in some subgroups based on sex, age and BMI. Conversely, the classification of AHI did not show similar values.</p><p><strong>Conclusion: </strong>In individuals with OSA, low AT is a common pathophysiological feature associated with COPD and asthma. The AT score is a new and effective indicator for evaluating the relationship between OSA and OVS.</p>","PeriodicalId":18896,"journal":{"name":"Nature and Science of Sleep","volume":"17 ","pages":"1945-1956"},"PeriodicalIF":3.4,"publicationDate":"2025-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12399886/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144992509","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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