Sleepiness

嗜睡
  • 文章类型: Journal Article
    目的:卡罗林斯卡嗜睡量表(KSS)广泛用于评估当前的嗜睡水平,但它尚未在韩国得到验证。本研究旨在使用斯坦福嗜睡量表(SSS)验证KSS,多导睡眠图(PSG),和脑电图(EEG)。
    方法:样本由27名成年参与者组成,年龄为40.5±7.7岁(平均值±标准差),包括22名男性。他们完成了问卷调查,并进行了EEG记录和过夜PSG。KSS每2小时18:00至24:00完成一次,并遵循PSG(07:00)。KSS分数随着时间的推移而变化,特别是随着醒来后的时间而增加,得分在24点达到顶峰.
    结果:通过在KSS和SSS之间进行Spearman相关性分析,验证了KSS的收敛有效性(r=0.742,p<0.01)。通过在睡眠前施用的KSS与使用PSG测量的睡眠开始潜伏期之间进行Spearman相关性分析,验证了KSS的并发有效性(r=-0.456,p<0.05)。在施用KSS前5分钟测量α波,并将KSS评分与这些α波进行比较。在左枕骨区(O1)测量的KSS评分和α波之间没有观察到显著的相关性,左额叶面积(F3),或左中央区域(C3)。此外,在O1,F3和C3测量的KSS评分和α波之间的差异的Spearman相关性分析没有产生显着结果。
    结论:本研究验证了KSS的收敛有效性和并发有效性,并确认了该量表评估嗜睡随时间变化的能力。
    OBJECTIVE: The Karolinska Sleepiness Scale (KSS) is widely used for assessing current level of sleepiness, but it has not been validated in South Korea. This study aimed to validate the KSS using the Stanford Sleepiness Scale (SSS), polysomnography (PSG), and electroencephalography (EEG).
    METHODS: The sample consisted of 27 adult participants in this study aged 40.5±7.7 years (mean±standard deviation) and included 22 males. They completed questionnaires and underwent EEG recording and overnight PSG. The KSS was completed from 18:00 to 24:00 every 2 hours and following PSG (at 07:00). KSS scores changed over time and in particular increased with the time since waking, with the score peaking at 24:00.
    RESULTS: Convergent validity of the KSS was verified by performing a Spearman correlation analysis between the KSS and SSS (r=0.742, p<0.01). Concurrent validity of the KSS was verified by performing a Spearman correlation analysis between the KSS administered before sleep and the sleep onset latency measured using PSG (r=-0.456, p<0.05). Alpha waves were measured 5 minutes before administering the KSS, and the KSS scores were compared with these alpha waves. There were no significant correlations observed between the KSS scores and alpha waves measured in the left occipital area (O1), left frontal area (F3), or left central area (C3). In addition, Spearman correlation analyses of the difference between KSS scores and alpha waves measured at O1, F3, and C3 produced no significant results.
    CONCLUSIONS: This study verified the convergent validity and concurrent validity of the KSS, and confirmed the capabilities of this scale in assessing sleepiness changes over time.
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  • 文章类型: Journal Article
    复原力可以减轻COVID-19大流行产生的负面影响。医学生承受着巨大的学术压力,因此,适应突然的变化会带来更大的心理健康挑战。目的是确定弹性的水平和患病率,并了解教育变量以及与弹性相关的睡眠质量。
    使用在线问卷进行了一项横断面研究。该调查在GoogleForms中进行了详细说明,并通过社交网络进行了共享。结果是韧性,用康纳·戴维森弹性量表测量。其关联被评估与睡眠质量(测量与匹兹堡睡眠质量指数),白天嗜睡(用Epworth嗜睡量表测量),和选定的学术/社会人口统计学变量。使用广义线性模型来识别变量之间的关联。
    在1277名参与者中,35.7%经历了高复原力。88.4%和36.0%的学生睡眠质量差和嗜睡,分别。高弹性与良好的睡眠质量相关(PR:1.56;95CI:1.34-1.83;p值<0.001),无觉(PR:1.59;95CI:1.32-1.91;p值<0.001),男性(PR:1.21;95CI:1.05-1.39;p值0.006),工作(PR:1.14),有家庭责任(PR:1.36;95CI:1.09-1.70;p值0.005)和花费超过6小时学习(PR:1.35;95CI:1.17-1.54;p值<0.001)。
    10名学生中有4名表现出很高的复原力。复原力的发展取决于多个个人和社会人口因素。这些发现对于支持大学制定可实施的抵御能力建设措施和策略以减轻不良大流行事件非常重要。
    UNASSIGNED: Resilience can mitigate the negative impact produced by the COVID-19 pandemic. Medical students endure significant academic stress, so adjusting to sudden changes can present greater mental health challenges. The aim is to identify the level and prevalence of resilience and to know what are the educational variables and is sleep quality associated with resilience.
    UNASSIGNED: A cross-sectional study was conducted using an online questionnaire. The survey was elaborated in Google Forms and shared through social networks. The outcome was resilience, measured with the Connor Davidson Resilience Scale. Its association was assessed with sleep quality (measured with the Pittsburgh Sleep Quality Index), daytime sleepiness (measured with the Epworth Sleepiness Scale), and selected academic/sociodemographic variables. Generalized linear models were used to identify the association between the variables.
    UNASSIGNED: Of 1277 participants, 35.7% experienced high resilience. Poor sleep quality and sleepiness were present in 88.4% and 36.0% of students, respectively. High resilience was associated with good sleep quality (PR:1.56; 95%CI: 1.34 - 1.83; p-value<0.001), absent sleepiness (PR:1.59; 95%CI: 1.32-1.91; p-value<0.001), male sex (PR: 1.21; 95%CI: 1.05-1.39; p-value 0.006), working (PR:1.14), having family responsibilities (PR: 1.36; 95%CI: 1.09-1.70; p-value 0.005) and spending more than 6 hours studying (PR: 1.35; 95%CI: 1.17-1.54; p-value<0.001).
    UNASSIGNED: 4 out of 10 students presented high levels of resilience. The development of resilience depended on multiple individual and sociodemographic factors. These findings are important to support universities in developing resilience-building measures and strategies that can be implemented to mitigate the adverse pandemic event.
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  • 文章类型: Journal Article
    为了评估前一天晚上总睡眠时间(TST)与第二天之间的每日关系,从两个流行的消防部门轮班时间表中操作的消防员的下午睡眠倾向。
    数据集包括22名消防员(24/48班次)和20名消防员(48/96班次)。每日TST使用肌动记录进行评估,每日睡眠倾向使用Epworth嗜睡量表(ESS)进行评估,每天下午完成。
    单独的单向重复测量方差分析表明,在每个轮班时间表内,每日睡眠倾向之间存在统计学上的显着差异。单独的皮尔逊乘积矩相关性表明,前一天的TST和第二天的TST之间存在中等关系,下午的睡眠倾向。
    当消防员睡眠不足时,第二天睡眠倾向增加。TSTs最少发生在通勤前的夜晚,这表明消防员可能在没有充足睡眠的情况下开始轮班,在没有充足睡眠的情况下开车回家,然后体验最大的睡眠倾向。
    UNASSIGNED: To assess the daily relationship between prior-night total sleep time (TST) and next-day, afternoon sleep propensity among firefighters operating from two popular fire department shift schedules.
    UNASSIGNED: Dataset included 22 firefighters (24/48 shift schedule) and 20 firefighters (48/96 shift schedule). Daily TST was assessed using actigraphy and daily sleep propensity was assessed using the Epworth Sleepiness Scale (ESS), completed every afternoon.
    UNASSIGNED: Separate one-way repeated measures ANOVA indicated statistically significant differences among daily sleep propensity within each shift schedule. Separate Pearson product moment correlations indicated moderate relationships between prior-night TST and next-day, afternoon sleep propensity.
    UNASSIGNED: When firefighters slept less, sleep propensity the following day increased. Least TSTs occurred on nights prior to commuting suggesting firefighters likely begin shifts without sufficient sleep and drive home without sufficient sleep, then experience greatest sleep propensity.
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  • 文章类型: Journal Article
    背景:本研究旨在探讨阻塞性睡眠呼吸暂停(OSA)与OSA之间的关系。昼夜节律,和个人的睡眠-觉醒偏好,按时间类型衡量,并评估昼夜节律基因表达与主观睡眠相关变量之间的关联。
    方法:共招募184人,接受多导睡眠图(PSG),并完成了包括时间型问卷(CQ)在内的问卷,失眠严重程度指数(ISI),和Epworth嗜睡量表(ESS)。在PSG之前的晚上和之后的早晨收集血样。基因表达分析包括BMAL1,CLOCK,PER1、CRY1、NPAS2和NR1D1。
    结果:在OSA组中,主观振幅(CQ的AM得分)与早晨的所有昼夜节律基因呈正相关(每个基因的R≥0.230和p<0.05),而早晚性(CQ的ME评分)仅与夜间BMAL1水平相关(R=0.192;p=0.044)。在健康的控制中,失眠严重程度与夜间BMAL1、PER1和CRY1的表达相关。
    结论:这些发现强调了OSA之间复杂的相互作用,昼夜节律,和睡眠相关的变量,提示OSA中早晨时间型的潜在决定因素,并暗示全天的主观能量感受中昼夜节律功能中断。需要进一步的研究来阐明潜在的机制并指导个性化的管理策略。
    BACKGROUND: This study aimed to investigate the relationship between obstructive sleep apnea (OSA), circadian rhythms, and individual sleep-wake preferences, as measured by chronotype, and to assess the association between circadian clock gene expression and subjective sleep-related variables.
    METHODS: A total of 184 individuals were recruited, underwent polysomnography (PSG), and completed questionnaires including a chronotype questionnaire (CQ), insomnia severity index (ISI), and Epworth sleepiness scale (ESS). Blood samples were collected in the evening before and morning after PSG. Gene expression analysis included BMAL1, CLOCK, PER1, CRY1, NPAS2, and NR1D1.
    RESULTS: In the OSA group, the subjective amplitude (AM score of CQ) positively correlated with all circadian clock genes in the morning (R ≥ 0.230 and p < 0.05 for each one), while the morningness-eveningness (ME score of CQ) was only associated with the evening BMAL1 level (R = 0.192; p = 0.044). In healthy controls, insomnia severity correlated with evening expression of BMAL1, PER1, and CRY1.
    CONCLUSIONS: The findings highlight the complex interplay between OSA, circadian rhythms, and sleep-related variables, suggesting potential determinants of morning chronotype in OSA and implicating disrupted circadian clock function in subjective feelings of energy throughout the day. Further research is warranted to elucidate underlying mechanisms and guide personalized management strategies.
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  • 文章类型: Journal Article
    目的:我们调查了轮班工人(SWs)和非轮班工人(NSWs)之间睡眠惯性的差异以及抑郁症状的影响,困倦,失眠,和时间型对SWs和NSWs睡眠惯性的影响。
    方法:总之,4,561名SWs(2,142名男性和2,419名女性,年龄36.99±9.84岁)和2,093NSW(999名男性和1,094名女性,年龄37.80±9.73岁)参加了本研究。所有参与者都完成了睡眠惯性问卷(SIQ),流行病学研究抑郁量表(CESD),Epworth嗜睡量表(ESS),失眠严重程度指数(ISI),通过在线调查和晨曦-均匀性问卷(MEQ)。
    结果:在控制CESD后,SWs报告的SIQ分数高于NSWs,ESS,ISI,或MEQ。CESD,ESS,ISI,MEQ预测SWs和NSWs中的SIQ。在SWs和NSWs中,CESD和MEQ对SIQ的影响更强,分别。CESD和MEQ通过ESS对SIQ的间接影响明显受到工作时间表的调节。
    结论:SWs比NSWs显示更高的睡眠惯性。与SWs相比,慢性型对睡眠惯性的影响在NSWs中更为突出。然而,抑郁症状对睡眠惯性的影响在SWs中比在NSWs中更显著。此外,抑郁症状或慢性型对睡眠惯性的影响是由嗜睡介导的,这种间接效应在按工作时间表分层的参与者中存在显著差异.
    OBJECTIVE: We investigated the difference in sleep inertia between shift workers (SWs) and non-shift workers (NSWs) and the effects of depressive symptoms, sleepiness, insomnia, and chronotype on sleep inertia in SWs and NSWs.
    METHODS: Altogether, 4,561 SWs (2,142 men and 2,419 women, aged 36.99±9.84 years) and 2,093 NSWs (999 men and 1,094 women, aged 37.80±9.73 years) participated in the current study. All participants completed the Sleep Inertia Questionnaire (SIQ), Epidemiological Studies Depression Scale (CESD), Epworth Sleepiness Scale (ESS), Insomnia Severity Index (ISI), and Morningness-Eveningness Questionnaire (MEQ) through an online survey.
    RESULTS: SWs reported higher SIQ scores than NSWs after controlling for CESD, ESS, ISI, or MEQ. The CESD, ESS, ISI, and MEQ predicted SIQ in both SWs and NSWs. The effects of CESD and MEQ on SIQ were stronger in SWs and NSWs, respectively. The indirect effects of CESD and MEQ on SIQ via ESS were significantly moderated by work schedules.
    CONCLUSIONS: SWs showed higher sleep inertia than NSWs. The effect of chronotypes on sleep inertia was more prominent in NSWs than in SWs. However, the effect of depressive symptoms on sleep inertia was more prominent in SWs than in NSWs. Moreover, the effect of depressive symptoms or chronotypes on sleep inertia was mediated by sleepiness, and such indirect effects were significantly different among the participants stratified by work schedules.
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  • 文章类型: Journal Article
    在这项研究中,我们旨在研究将瑞典式fika(咖啡)休息纳入急诊医学居民的教学时间表对其在教学过程中的嗜睡水平的影响。Fika是瑞典的传统,涉及在工作日期间故意休息的决定,通常涉及糕点和咖啡。我们使用Karolinska嗜睡量表来评估实施fika休息前后嗜睡水平的变化。
    研究设计涉及随机交叉试验方法,从特定时期的急诊医学居民那里收集的数据。这种方法是为了最大限度地减少混淆并在统计上有效。
    结果显示,fika和对照日的平均嗜睡量表分别为4.6和5.5,分别为(P=0.004)。
    Fika的整合对嗜睡水平产生积极影响,从而潜在地增强了住院医师教学过程中的教育体验。
    UNASSIGNED: In this study we aimed to investigate the effects of incorporating Swedish-style fika (coffee) breaks into the didactic schedule of emergency medicine residents on their sleepiness levels during didactic sessions. Fika is a Swedish tradition that involves a deliberate decision to take a break during the workday and usually involves pastries and coffee. We used the Karolinska Sleepiness Scale to assess changes in sleepiness levels before and after the implementation of fika breaks.
    UNASSIGNED: The study design involved a randomized crossover trial approach, with data collected from emergency medicine residents over a specific period. This approach was done to minimize confounding and to be statistically efficient.
    UNASSIGNED: Results revealed the average sleepiness scale was 4.6 and 5.5 on fika and control days, respectively (P = 0.004).
    UNASSIGNED: Integration of fika breaks positively influenced sleepiness levels, thus potentially enhancing the educational experience during residency didactics.
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  • 文章类型: Journal Article
    肥胖是一个全球健康问题,多年来一直在增加,它与影响呼吸系统的几种病理生理变化有关,包括肺泡通气不足。肥胖通气不足综合征(OHS)是睡眠通气不足障碍的六种亚型之一。它被定义为肥胖的存在,慢性肺泡通气不足导致日间高碳酸血症和缺氧,和睡眠呼吸紊乱。睡眠障碍的存在是OHS患者存在的特征之一。其中,90%的患者患有阻塞性睡眠呼吸暂停(OSA),其余10%的OHS患者在无OSA或轻度OSA的情况下存在非阻塞性睡眠通气不足。这篇综述旨在全面了解OHS的流行病学和病理生理影响,并强调其临床特征。预后,和严重性,以及可用的治疗方案。
    Obesity is a global health concern that has been increasing over the years, and it is associated with several pathophysiological changes affecting the respiratory system, including alveolar hypoventilation. Obesity hypoventilation syndrome (OHS) is one of the six subtypes of sleep-hypoventilation disorders. It is defined as the presence of obesity, chronic alveolar hypoventilation leading to daytime hypercapnia and hypoxia, and sleep-disordered breathing. The existence of a sleep disorder is one of the characteristics that patients with OHS present. Among them, 90% of patients have obstructive sleep apnea (OSA), and the remaining 10% of patients with OHS have non-obstructive sleep hypoventilation without OSA or with mild OSA. This review aims to provide a comprehensive understanding of the epidemiological and pathophysiological impact of OHS and to highlight its clinical features, prognosis, and severity, as well as the available treatment options.
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  • 文章类型: Journal Article
    自我报告较短/较长的睡眠持续时间,失眠,在观察性分析中,晚上偏好与高血糖有关,在使用加速度计衍生的睡眠特征的小型研究中也有类似的观察结果。孟德尔随机化(MR)研究支持自我报告失眠的影响,但不是其他人,糖化血红蛋白(HbA1c)。为了探索潜在的影响,我们使用MR方法来评估加速度计衍生的睡眠特征(持续时间,中点最小活动5小时,中点最活跃10小时,睡眠碎片,和效率)来自英国生物库(UKB)(n=73,797)和MAGIC财团(n=146,806)的欧洲成年人的HbA1c/葡萄糖。应用跨性状连锁不平衡评分回归来确定加速度计衍生的遗传相关性,自我报告的睡眠特征,和HbA1c/葡萄糖。我们发现任何加速度计衍生的睡眠特征对HbA1c或葡萄糖没有因果关系。UKB子样本中自我报告的睡眠特征的类似MR结果与加速度计得出的测量值表明,我们的结果并未通过选择偏差来解释。表型和遗传相关性分析表明,自我报告和加速度计衍生的性状之间存在复杂的关系,表明它们可能反映了不同类型的暴露。这些发现表明,加速度计衍生的睡眠特征不会影响HbA1c。由加速度计得出的睡眠持续时间和质量的度量可能不仅仅是自我报告的睡眠持续时间和失眠的“客观”度量,而是捕捉到了不同的睡眠特征。
    Self-reported shorter/longer sleep duration, insomnia, and evening preference are associated with hyperglycaemia in observational analyses, with similar observations in small studies using accelerometer-derived sleep traits. Mendelian randomization (MR) studies support an effect of self-reported insomnia, but not others, on glycated haemoglobin (HbA1c). To explore potential effects, we used MR methods to assess effects of accelerometer-derived sleep traits (duration, mid-point least active 5-h, mid-point most active 10-h, sleep fragmentation, and efficiency) on HbA1c/glucose in European adults from the UK Biobank (UKB) (n = 73,797) and the MAGIC consortium (n = 146,806). Cross-trait linkage disequilibrium score regression was applied to determine genetic correlations across accelerometer-derived, self-reported sleep traits, and HbA1c/glucose. We found no causal effect of any accelerometer-derived sleep trait on HbA1c or glucose. Similar MR results for self-reported sleep traits in the UKB sub-sample with accelerometer-derived measures suggested our results were not explained by selection bias. Phenotypic and genetic correlation analyses suggested complex relationships between self-reported and accelerometer-derived traits indicating that they may reflect different types of exposure. These findings suggested accelerometer-derived sleep traits do not affect HbA1c. Accelerometer-derived measures of sleep duration and quality might not simply be \'objective\' measures of self-reported sleep duration and insomnia, but rather captured different sleep characteristics.
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  • 文章类型: Journal Article
    目的:更年期与夜间睡眠碎片有关,雌二醇下降和认知功能受损。在模拟更年期的药理学诱导的雌二醇抑制模型中,我们研究了绝经模式睡眠碎片化对绝经前女性日间神经行为表现和嗜睡的影响.
    方法:20名绝经前妇女在中晚期卵泡期(雌激素化)和药物雌二醇抑制(低雌激素化)后完成了两项为期5晚的住院研究。在每次研究中,参与者有两个晚上不间断的8小时睡眠机会,随后是三个晚上,通过实验将睡眠分段以模仿更年期模式的睡眠障碍,在此期间延长睡眠机会以防止睡眠时间缩短。使用精神运动警惕任务和卡罗林斯卡嗜睡量表(KSS)测量神经行为表现和主观嗜睡。
    结果:与无碎片的睡眠相比,睡眠碎片增加了注意力失误(+0.6次失误,p<0.05),减缓反应时间(+9.4毫秒,p<0.01),白天嗜睡增加(+0.5KSS评分,p<0.001)。雌二醇抑制增加了注意力失误(0.8;p<0.001)和反应时间(12.3,p<0.01),但对白天嗜睡没有显着影响。睡眠碎片对神经行为表现的影响因雌二醇状态而异,这样,睡眠碎片对注意失误(+0.9,趋势p=0.06)和反应时间(+15,p<0.05)的不利影响仅在雌激素化时观察到。
    结论:更年期模式睡眠碎片化和雌二醇抑制恶化了神经行为表现和白天嗜睡,即使睡眠时间没有减少。在充足的睡眠持续时间的背景下,睡眠碎片的不利影响突出了睡眠连续性作为良好睡眠健康的重要方面的重要性。
    OBJECTIVE: Menopause is associated with nighttime sleep fragmentation, declining estradiol, and impaired cognition. In a model of pharmacologically induced estradiol suppression mimicking menopause, we examined the impact of menopause-pattern sleep fragmentation on daytime neurobehavioral performance and sleepiness in premenopausal women.
    METHODS: Twenty premenopausal women completed two five-night inpatient studies in the mid-to-late follicular phase (estrogenized) and after pharmacological estradiol suppression (hypo-estrogenized). During each study, participants had an uninterrupted 8-hour sleep opportunity for two nights, followed by three nights where sleep was experimentally fragmented to mimic menopause-pattern sleep disturbance, and during which the sleep opportunity was extended to prevent shortening of the sleep duration. Neurobehavioral performance and subjective sleepiness were measured using the Psychomotor Vigilance Task and Karolinska Sleepiness Scale (KSS).
    RESULTS: Compared to unfragmented sleep, sleep fragmentation increased attentional lapses (+ 0.6 lapses, p < .05), slowed reaction time (+ 9.4 milliseconds, p < .01), and increased daytime sleepiness (+ 0.5 KSS score, p < .001). Estradiol suppression increased attentional lapses (+ 0.8; p < .001) and reaction time (+ 12.3, p < .01) but did not significantly affect daytime sleepiness. The effect of sleep fragmentation on neurobehavioral performance differed by estradiol state, such that the adverse effects of sleep fragmentation on attentional lapses (+ 0.9, trend p = .06) and reaction time (+ 15, p < .05) were observed only when estrogenized.
    CONCLUSIONS: Menopause-pattern sleep fragmentation and estradiol suppression worsened neurobehavioral performance and daytime sleepiness, even while sleep duration was not reduced. The adverse effects of sleep fragmentation in the context of an adequate sleep duration highlight the importance of sleep continuity as a vital aspect of good sleep health.
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  • 文章类型: Journal Article
    目的:COVID-19后持续的神经系统症状影响多达10%的患者,并表现为疲劳和认知不适。根据最近的证据,我们评估了脑血流动力学变化是否导致COVID后综合征(PCS).
    方法:使用静息态功能磁共振成像,我们调查了47例患者(44.4±11.6年;F:M=38:9)和47例单独匹配的健康对照参与者的脑灌注和氧水平估计值.使用双样本t检验计算组差异。多变量线性回归用于每个区域灌注和氧水平测量与认知和嗜睡测量的关联。用临床措施计算每个脑指标的探索性危险比。
    结果:患者表现为高度疲劳(79%)和白天嗜睡(45%)。我们发现脑氧水平普遍下降,在白质(错误发现率调整后的p值(p-FDR)=0.038)和皮质灰质(p-FDR=0.015)中最明显。患者和健康参与者的脑灌注没有差异。然而,患者尾状核灌注延迟与更好的执行功能相关(p-FDR=0.008).皮质灰质和海马的延迟灌注与白天嗜睡风险降低相关(风险比(HR)=0.07,p=0.037和HR=0.06,p=0.034)。壳核氧水平的降低与认知不良结果的风险降低相关(HR=0.22,p=0.019)。同时,较低的丘脑氧水平与较高的认知疲劳风险相关(HR=6.29,p=0.017).
    结论:我们对局部脑血氧水平较低的发现表明PCS的脑代谢增加,它可能具有补偿功能。这些血液动力学变化与症状严重程度有关,可能代表代谢适应。
    OBJECTIVE: Persisting neurological symptoms after COVID-19 affect up to 10% of patients and can manifest in fatigue and cognitive complaints. Based on recent evidence, we evaluated whether cerebral hemodynamic changes contribute to post-COVID syndrome (PCS).
    METHODS: Using resting-state functional magnetic resonance imaging, we investigated brain perfusion and oxygen level estimates in 47 patients (44.4 ± 11.6 years; F:M = 38:9) and 47 individually matched healthy control participants. Group differences were calculated using two-sample t-tests. Multivariable linear regression was used for associations of each regional perfusion and oxygen level measure with cognition and sleepiness measures. Exploratory hazard ratios were calculated for each brain metric with clinical measures.
    RESULTS: Patients presented with high levels of fatigue (79%) and daytime sleepiness (45%). We found widespread decreased brain oxygen levels, most evident in the white matter (false discovery rate adjusted-p-value (p-FDR) = 0.038) and cortical grey matter (p-FDR = 0.015). Brain perfusion did not differ between patients and healthy participants. However, delayed patient caudate nucleus perfusion was associated with better executive function (p-FDR = 0.008). Delayed perfusion in the cortical grey matter and hippocampus were associated with a reduced risk of daytime sleepiness (hazard ratio (HR) = 0.07, p = 0.037 and HR = 0.06, p = 0.034). Decreased putamen oxygen levels were associated with a reduced risk of poor cognitive outcome (HR = 0.22, p = 0.019). Meanwhile, lower thalamic oxygen levels were associated with a higher risk of cognitive fatigue (HR = 6.29, p = 0.017).
    CONCLUSIONS: Our findings of lower regional brain blood oxygen levels suggest increased cerebral metabolism in PCS, which potentially holds a compensatory function. These hemodynamic changes were related to symptom severity, possibly representing metabolic adaptations.
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