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Unsupervised clustering of extensive physiological features substantiates five-stage sleep staging paradigm. 广泛生理特征的无监督聚类证实了五阶段睡眠分期范式。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf284
Yulin Ma, Chunping Li, Yiwen Xu, Xiaodan Tan, Xuefei Yu, Chang'an A Zhan

Traditional sleep staging, guided by the American Academy of Sleep Medicine (AASM) scoring manual, categorizes sleep into five discrete stages based on visual analysis of electrophysiological signals by human expert. However, the rationale for the staging number remains underexplored, and sleep scoring results show low inter-rater agreement, due to such possible factors as subjective judgment, expertise variability among human experts, and limited number of signal features in the AASM manual. To address these limitations, we developed an unsupervised clustering framework incorporating a large set of features from electroencephalogram, electrooculogram, and electromyogram signals, including but not limited to the AASM visual features, and performing sleep staging without relying on pre-defined scoring rules. This data-driven approach shows that the sleep data can be optimally partitioned into five clusters, which correspond well to the five sleep stages defined in the AASM scoring manual. Importantly, the algorithm recognizes over 80% of AASM visual features, and additionally uncovers many features not mentioned in the AASM scoring manual. Detailed analysis into epochs inconsistently scored by the algorithm and by the human expert shows that the algorithm provides more interpretable results. The present study offers well-grounded evidence supporting that sleep should be partitioned into five stages. The findings also suggest that more features in the sleep data should be utilized in addition to those included in the AASM scoring manual for more accurate sleep scoring. Statement of Significance While the American Academy of Sleep Medicine (AASM) scoring manual services the gold standard for sleep staging, the neurophysiological basis for five rather than other number of sleep stages and the sufficiency of visual features for sleep staging remain underexplored. This study introduces an unsupervised clustering framework to explore the natural clustering in the polysomnography data. Five clusters are found to optimally classify the data, and they well correspond to the five sleep stages. The algorithm not only covers most of the AASM visual features, but also reveals critical features not visually apparent. Crucially, the extensive physiological features-based algorithm offers more interpretable staging. This study provides well-grounded evidence to support AASM's five sleep stages and highlights the necessity of expanding features for accurate sleep staging.

传统的睡眠分期是在AASM评分手册的指导下,由人类专家对电生理信号进行视觉分析,将睡眠分为五个独立的阶段。然而,分期数的基本原理仍未得到充分探讨,由于主观判断、人类专家的专业知识差异以及AASM手册中信号特征数量有限等可能的因素,睡眠评分结果显示评分者之间的一致性较低。为了解决这些限制,我们开发了一个无监督聚类框架,该框架结合了来自EEG, EOG和EMG信号的大量特征,包括但不限于AASM视觉特征,并在不依赖预定义评分规则的情况下进行睡眠分期。这种数据驱动的方法表明,睡眠数据可以最佳地划分为五个簇,这与AASM评分手册中定义的五个睡眠阶段相对应。重要的是,该算法识别了超过80%的AASM视觉特征,并且还发现了许多在AASM评分手册中没有提到的特征。对算法与人类专家评分不一致的时代进行了详细分析,结果表明该算法提供了更好的可解释性。目前的研究提供了充分的证据支持睡眠应该分为五个阶段。研究结果还表明,除了AASM评分手册中包含的特征外,还应该利用睡眠数据中的更多特征来进行更准确的睡眠评分。
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引用次数: 0
Unraveling sleep apnea dynamics: quantifying loop gain using dynamical modeling of ventilatory control. 解开睡眠呼吸暂停动力学:使用通气控制的动态建模量化环路增益。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf213
Thijs Nassi, Yalda Amidi, Eline Oppersma, Dirk W Donker, Nancy S Redeker, M Brandon Westover, Robert J Thomas
<p><strong>Study objectives: </strong>Loop gain (LG) is a critical parameter for assessing ventilatory control stability in sleep apnea, with implications for personalized treatment. Existing LG estimation methods are hindered by complex processing and specialized equipment, limiting clinical applicability. This study aims to develop an automated method to quantify LG from respiratory inductance plethysmography (RIP) signals to enhance precision management of sleep apnea.</p><p><strong>Methods: </strong>Polysomnography data from Massachusetts General Hospital, high-altitude studies at Beth Israel Deaconess Medical Centre, and patients with heart failure were analyzed. Cases included an apnea-hypopnea index greater than 15 and greater than 4 h of recorded sleep. RIP signals were filtered, normalized, and segmented into 8-min windows. LG estimation employed an augmented Mackey-Glass equation and an expectation-maximization algorithm. Simulation experiments on synthetic breathing data with known parameter values quantified the accuracy of our parameter estimates.</p><p><strong>Results: </strong>Data from 465 patients were analyzed, including 400 patients from the Massachusetts General Hospital dataset and 65 patients with heart failure. The method accurately estimated LG across diverse apnea phenotypes. Patients with a higher central apnea index, high self-similarity, or heart failure exhibited significantly higher median LG values (0.19, 0.27, and 0.41 respectively) compared to those with obstructive apnea (median LG = 0.11-0.14; p<.001). In addition, LG was significantly elevated during non-rapid eye movement sleep and at higher altitudes.</p><p><strong>Conclusions: </strong>The automated LG estimation method developed in this study provides a scalable, non-invasive tool for endotyping in sleep apnea. By accurately modeling patient-specific ventilatory control, this approach supports personalized management strategies in apnea and broader clinical contexts. Statement of Significance This study presents an innovative method for estimating ventilatory control stability using respiratory inductance plethysmography signals, offering a practical, scalable solution for routine clinical use. By enabling detailed characterization of ventilatory control dynamics, the method can differentiate sleep apnea phenotypes and identify patients at elevated risk of ventilatory instability. This has direct clinical implications, such as guiding personalized treatment strategies, predicting continuous positive airway pressure tolerance, and flagging patients for possible adjunctive therapies like oxygen supplementation or carbonic anhydrase inhibitors. Furthermore, the fully automated nature of our approach enables repeated assessments over time, facilitating longitudinal monitoring of treatment efficacy and disease progression. By advancing diagnostic precision and treatment tailoring, this innovation has the potential to improve the management of sleep-disordered br
研究目的:环路增益(LG)是评估睡眠呼吸暂停患者通气控制稳定性的关键参数,具有个性化治疗的意义。现有的LG估计方法处理复杂,设备专用,限制了临床适用性。本研究旨在开发一种自动化方法,从呼吸电感体积脉搏波(RIP)信号中量化LG,以提高睡眠呼吸暂停的精确管理。方法:对来自马萨诸塞州总医院、贝斯以色列女执事医疗中心高海拔研究和心力衰竭患者的多导睡眠图数据进行分析。病例包括呼吸暂停低通气指数bbb15和记录睡眠时间≥4小时。RIP信号被过滤、归一化并分割成8分钟的窗口。LG估计采用增广的麦基-格拉斯方程和期望最大化算法。对已知参数值的合成呼吸数据进行仿真实验,量化了参数估计的准确性。结果:分析了465名患者的数据,包括400名来自马萨诸塞州总医院数据集的患者和65名心力衰竭患者。该方法准确地估计了不同呼吸暂停表型的LG。中枢性呼吸暂停指数高、自相似性高或心力衰竭患者的中位LG值(分别为0.19、0.27和0.41)明显高于阻塞性呼吸暂停患者(中位LG = 0.11-0.14;结论:本研究开发的自动LG估计方法为睡眠呼吸暂停的内分型提供了一种可扩展的、无创的工具。通过准确地模拟患者特定的通气控制,该方法支持呼吸暂停和更广泛的临床背景下的个性化管理策略。
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引用次数: 0
Don't shake it off: the importance of restless legs syndrome in pregnancy. 不要摆脱它:不宁腿综合症在怀孕中的重要性。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf266
Michael L Setteducato, Donald L Bliwise, Lynn Marie Trotti
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引用次数: 0
Tracing the cognitive footprint of isolated rapid eye movement sleep behavior disorder: long-term decline, sex differences, and the road to neurodegeneration. 追踪孤立的快速眼动睡眠行为障碍的认知足迹:长期衰退、性别差异和神经变性之路。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf385
Andrea Galbiati, Laurène Leclair-Visonneau
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引用次数: 0
Strengthening causal inference in daytime napping-cancer research: polygenic risk score validation, mediation analysis, and confounding control. 加强日间小睡与癌症研究的因果推理:PRS验证、中介分析和混杂控制。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf369
Ahmed S BaHammam
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引用次数: 0
Incorporation of complex narratives into dreaming. 把复杂的叙述融入梦境。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf280
Jessica Palmieri, Deniz Kumral, Sammy-Jo Wymer, Susanne Kirchner, Maximilian Schneider, Steffen Gais, Monika Schönauer

Reactivation of waking neuronal activity during sleep holds a functional role in memory consolidation. Reprocessing of daytime memory in dreams might aid later memory performance in a similar way. Numerous findings hint at a link between dreaming and sleep-dependent memory processing; however, studies investigating day-residue incorporation in dreaming led to mixed results so far. In this study, we used a naturalistic learning paradigm aimed at biasing dream content by manipulating presleep experience. Participants listened to one of four different audiobooks while falling asleep and were awoken several times during the night to report their dreams. Afterward, we tested how well they remembered the content of the audiobook. We then asked three blind raters to guess, based solely on anonymized dream reports, which audiobook someone had listened to before experiencing a dream. Our findings show that dreams across the whole night and from both non-rapid eye movement (NREM) and rapid eye movement (REM) sleep awakenings contain specific information about the content of narratives studied before sleep. Moreover, participants with stronger incorporation of the audiobook in their dreams showed a tendency to recognize more audiobook content across the sleep period. Together, these findings suggest that salient day-time experiences resurface in dreams and that content selected for consolidation during sleep is more strongly incorporated.

睡眠中清醒神经元活动的再激活在记忆巩固中具有功能性作用。在梦中对白天记忆的再加工可能以类似的方式帮助以后的记忆表现。许多研究结果暗示了做梦和依赖睡眠的记忆处理之间的联系,然而,到目前为止,调查白天残余在做梦中的结合的研究得出了不同的结果。在这项研究中,我们使用了一种自然学习范式,旨在通过操纵睡眠前经验来偏倚梦的内容。参与者在入睡时听四种不同的有声读物中的一种,并在夜间被叫醒几次报告他们的梦。之后,我们测试了他们对有声读物内容的记忆程度。然后,我们请三位盲评者仅根据匿名的梦境报告来猜测某人在做梦前听过哪本有声读物。我们的研究结果表明,整个晚上的梦,以及非快速眼动和快速眼动唤醒的梦,都包含了睡前所研究的故事内容的特定信息。此外,在梦中出现更多有声书的参与者在整个睡眠期间都倾向于识别更多的有声书内容。综上所述,这些发现表明,白天的显著经历会在梦中重现,而在睡眠中被选择巩固的内容会更强烈地融入其中。
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引用次数: 0
Performance of wearable light sensors for measuring photopic and melanopic illuminance under laboratory and free-living conditions. 可穿戴式光传感器在实验室和自由生活条件下测量光致变色照度的性能。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf358
Asuka Ishihara, Robert J Brychta, Samuel R LaMunion, Suzanne McGehee, Magaly Donayre, Olivia Jordan, Kyndall Davis, Gabriel Sanchez, Lindsey Smith, Stephanie T Chung, Amber B Courville, Kong Y Chen

Wearable sensors are commonly used to study the effects of free-living light exposure on physiological outcomes; however, rigorous validation of their performance has been limited. To address this gap, we quantified the accuracy and precision of light measurements from four commonly used wearable sensors (LYS, ActLumus, GENEActiv, and ActiGraph wGT3X-BT). Eight devices from each manufacturer (32 total) were compared to a criterion spectrometer under light-emitting diode-generated cool (peak ~460 nm) and warm (peak ~600 nm) white light at indoor intensities (2-1000 lux) and broad-spectrum sunlight (5 k-100 k lux). We found linear responses for all sensors between 50 and 20 k photopic lux, irrespective of spectrum, but detection ranges varied: ActLumus (2-100 k lux), LYS (2-60 k lux), GENEActiv (2-40 k lux), and ActiGraph (50-20 k lux). Accuracy-percent difference to criterion-also differed: ActLumus (+3.3 ± 13.4%, mean ± SD), LYS (+19.5 ± 42.0%), and below -20% for GENEActiv and ActiGraph. Interdevice variability was consistently lowest for ActLumus, and melanopic illuminance was less accurate with LYS than ActLumus, particularly in warm indoor light. Laboratory findings were compared to 1-week free-living light measurements in 21 individuals concurrently wearing the most and least accurate sensors in randomized positions on the nondominant wrist. The mean 24 h lux per participant was correlated (r = 0.91, p < .001) but lower for ActiGraph (77.3 ± 68.5 lux) than ActLumus (515.0 ± 436.0 lux; p < .001) with the greatest differences ≤100 lux (p < .001), consistent with the laboratory results. Thus, differences in illuminance range and accuracy can lead to large disparities in free-living measures across manufacturers, suggesting a need for greater technical standardization. Clinical Trial: A Natural History Study of Metabolic Sizing in Health and Disease. https://clinicaltrials.gov/study/NCT05398783 (NCT05398783). Statement of Significance Emerging evidence suggests light exposure has a greater impact on human health than previously appreciated. Wearable sensors embedded with light-measuring capabilities can play a crucial role in studying the relationship between light and physiological health. Thus, the performance of light sensors should be thoroughly evaluated. We tested the detection limits, accuracy, and variability of four commonly used wearable light sensors to indoor and outdoor intensities and spectra reflective of the real-world light environment and assessed the translatability of laboratory-based observations in a free-living pilot study. Our findings demonstrate broad variation in accuracy within and across manufacturers that emphasizes the need for rigorous sensor evaluation and highlights the challenges of interpreting illuminance measures across studies deploying different light sensors.

可穿戴传感器通常用于研究自由生活光暴露对生理结果的影响,然而对其性能的严格验证一直有限。为了解决这一差距,我们量化了四种常用的可穿戴传感器(LYS, ActLumus, GENEActiv和ActiGraph wGT3X-BT)的光测量的准确性和精度。在室内强度(2-1000勒克斯)和广谱阳光(5 k-100勒克斯)下,在led产生的冷光(峰值~460 nm)和暖光(峰值~600 nm)下,将来自每个制造商的8个设备(共32个)与nist校准的光谱仪进行比较。我们发现所有传感器在50-20 k光通量之间都有线性响应,与光谱无关,但检测范围各不相同:ActLumus (2-100 k lux), LYS (2-60 k lux), GENEActiv (2-40 k lux)和ActiGraph (50-20 k lux)。准确度-与标准的百分比差异-也不同:ActLumus(+3.3±13.4%,平均值±SD), LYS(+19.5±42.0%),GENEActiv和ActiGraph低于-20%。ActLumus的设备间可变性一直最低,LYS的黑视照度比ActLumus更不准确,特别是在温暖的室内光线下。将实验室结果与21个人同时在非惯用手腕随机位置佩戴最精确和最不精确传感器的一周自由生活光测量结果进行比较。每个参与者的平均24小时照度相关(r = 0.91, p
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引用次数: 0
Sleep disturbance and cognitive trajectories among older adults with subjective cognitive decline: the roles of age and sleep treatment. 老年人主观认知能力下降的睡眠障碍和认知轨迹:年龄和睡眠治疗的作用。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf234
Jing Huang, Nancy A Perrin, Adam P Spira, Sarah L Szanton, George W Rebok, Chakra Budhathoki, Nalaka S Gooneratne, Junxin Li

Study objectives: Growing evidence indicates that subjective cognitive decline, characterized by self-reported cognitive deterioration without measurable cognitive impairment, may be an early indicator of Alzheimer's Disease. This study investigated the association between baseline sleep disturbance and a 10-year trajectory of global cognitive performance in adults with subjective cognitive decline and examined if this association was moderated by age (50-64 years and ≥65 years) and sleep treatment.

Methods: Using six waves (2010-2020) of the Health and Retirement Study, we included individuals aged ≥50 years who reported subjective cognitive decline but had no objective cognitive impairment at baseline (2010) and had the final wave of cognitive data (N = 1372). Latent growth curve modeling was employed to examine the associations between self-reported sleep disturbance and cognitive trajectories from 2010 to 2020, controlling for sociodemographic and health-related factors.

Results: In the full sample, baseline sleep disturbance was not significantly associated with cognitive change. However, a significant interaction between sleep disturbance and age group was found (β = -0.04, 95% confidence interval [-0.08, -0.003]). Stratified analyses showed that poorer sleep was associated with faster cognitive decline in those aged ≥65 years (β = -0.04, 95% confidence interval [-0.07, -0.005]; n = 558), and using sleep treatment was associated with a reduced impact of sleep disturbance on cognitive decline (β = 0.31, 95% confidence interval [0.02, 0.60]). These associations were not significant in those aged 50-64 years (n = 814).

Conclusions: Sleep disturbance was an independent risk factor of future cognitive decline in older adults ≥65 years with subjective cognitive decline. Sleep treatment may mitigate this decline, offering a potential intervention strategy.

研究目的:越来越多的证据表明,以自我报告的认知退化为特征的主观认知衰退(SCD)可能是阿尔茨海默病的早期指标,但没有可测量的认知损伤。本研究调查了基线睡眠障碍与成年SCD患者10年整体认知表现轨迹之间的关系,并检查了这种关系是否因年龄(50-64岁和≥65岁)和睡眠治疗而减弱。方法:使用健康与退休研究的六波(2010-2020),我们纳入了年龄≥50岁的报告SCD但基线时没有客观认知障碍的个体(2010年),并有最后一波认知数据(n=1,372)。在控制社会人口和健康相关因素的情况下,研究人员采用潜在增长曲线模型来检验2010年至2020年自我报告的睡眠障碍与认知轨迹之间的关系。结果:在整个样本中,基线睡眠障碍与认知变化没有显著关联。然而,发现睡眠障碍与年龄组之间存在显著的相互作用(β=-0.04, 95% CI[-0.08, -0.003])。分层分析显示,在≥65岁的人群中,睡眠质量较差与认知能力下降更快相关(β=-0.04, 95% CI [-0.07, -0.005];n=558),接受睡眠治疗与睡眠障碍对认知能力下降的影响降低相关(β=0.31, 95% CI[0.02, 0.60])。这些关联在50-64岁的人群中不显著(n=814)。结论:睡眠障碍是≥65岁SCD老年人未来认知能力下降的独立危险因素。睡眠治疗可能会缓解这种下降,提供一种潜在的干预策略。
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引用次数: 0
Characteristics of maintenance of wakefulness test in drug-naïve patients with narcolepsy type 1 and type 2, and relationship with other measures of sleepiness. drug-naïve 1型和2型发作性睡病患者清醒维持试验(MWT)特征及其与其他困倦指标的关系
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf165
Francesco Biscarini, Fabio Pizza, Stefano Vandi, Alice Mazzoni, Lucie Barateau, Emmanuel Mignot, Yves Dauvilliers, Giuseppe Plazzi

Study objectives: We aimed to describe the characteristics of standard maintenance of wakefulness test (MWT), outside of clinical trials, in a sample of drug-naïve patients with narcolepsy type 1 (NT1) and type 2 (NT2).

Methods: Consecutive drug-naïve patients with narcolepsy underwent two days of continuous PSG recording, the multiple sleep latency test (MSLT), then night-PSG and, on the following day, MWT. MWT results were correlated with MSLT and Epworth sleepiness scale (ESS). Patients in the two lower tertiles of MWT mean sleep latency (mSL) were compared to those in the upper tertile.

Results: Seventy-eight NT1 (30.6 ± 11.4 years, 35 males) and 19 NT2 (31.0 ± 9.9 years, 12 males) were included. MWT results showed a bimodal distribution with a large peak with reduced mSL and a small peak with values toward 40 min. MWT mSL was lower in NT1 than in NT2 (10.7 ± 10.8 min vs 23.9 ± 11.5 min, p < .001). In the entire sample, lower MWT mSL was moderately correlated with lower MSLT mSL (Rho = 0.347, p = .001) and higher ESS (Rho = -0.398, p < .001). Patients with NT1 with MWT mSL in the two lower tertiles (≤11.2 min) had higher ESS than those in the upper tertile, without any difference in other clinical or neurophysiological features. In NT2, no significant correlations emerged between MWT, MSLT, and ESS.

Conclusions: MWT mSL is reduced in drug-naive narcolepsy, more severely in NT1 than in NT2. However, a minority of patients show normal MWT results. MSLT, MWT, and ESS measure different aspects of sleepiness in narcolepsy, and none can be considered a comprehensive measure of its severity. Statement of Significance This observational study explored the characteristics of maintenance of wakefulness test (MWT) in 97 drug-naïve patients with narcolepsy type 1 (NT1) and type 2 (NT2) at diagnosis. MWT mean sleep latency was lower in NT1 than in NT2. Unexpectedly, a minority of patients, both NT1 and NT2, managed to resist >30 min (n = 15) and up to 40 min (n = 8). MWT results showed moderate correlation with Epworth sleepiness scale and with multiple sleep latency test results, with no correlations with other clinical and neurophysiological markers. These findings define the performance of patients with drug-naïve narcolepsy on MWT and highlight the heterogeneity of NT1 and NT2 in terms of sleepiness assessed with different tools.

研究目的:我们旨在描述临床试验之外的标准维持清醒测试(MWT)的特征,在drug-naïve发作性睡病1型(NT1)和2型(NT2)患者的样本中。方法:连续drug-naïve发作性睡病患者连续2天进行PSG记录,多次睡眠潜伏期测试(MSLT),然后进行夜间PSG,第二天进行MWT。MWT结果与MSLT和Epworth嗜睡量表(ESS)相关。将MWT较低的两组患者的平均睡眠潜伏期(mSL)与较高的两组患者进行比较。结果:NT1患者78例(30.6±11.4岁,男35例),NT2患者19例(31.0±9.9岁,男12例)。MWT结果呈双峰分布,峰值减小,峰值小,峰值接近40分钟。NT1组MWT mSL低于NT2组(10.7±10.8 min vs 23.9±11.5 min)。结论:NT1组MWT mSL低于NT2组,且NT1组比NT2组更严重。然而,少数患者显示正常的MWT结果。MSLT、MWT和ESS测量的是发作性睡病患者的不同方面的嗜睡,没有一个可以被认为是其严重程度的综合测量。
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引用次数: 0
Simple behavioral routines indirectly aimed at regularizing sleep timing may help improve cardiovascular health. 简单的日常行为间接旨在规律的睡眠时间可能有助于改善心血管健康。
IF 4.9 2区 医学 Q1 Medicine Pub Date : 2026-02-10 DOI: 10.1093/sleep/zsaf379
Saurabh S Thosar, Steven A Shea
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引用次数: 0
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