Heart Rate

心率
  • 文章类型: Journal Article
    特发性心房颤动(AF)患者从仰卧位到站立位过渡期间的血液动力学反应尚未完全了解。本研究旨在分析特发性房颤患者在抬头倾斜试验期间发生的血液动力学变化。我们调查了40例房颤患者(12例房颤节律-AFr和28例窦性心律-AFsr)和38例非房颤对照的平头倾斜试验期间的血流动力学变化。与AFsr和非AF相比,AFr患者在站立后SVI降低减弱[ΔSVI,以mL/m2为单位:-1.3(-3.4至1.7)与-6.4(-17.3至-0.1)与-11.8(-18.7至-8.0),分别为;p<0.001]。AFr中的PVRI降低,但AFsr和非AF中的PVRI升高[ΔPVRI以达因为单位。seg.m2/cm5:-477(-1148至82.5)与131(-525至887)vs.357(-29到681),分别为;p<0.01]。同样,与非房颤患者相比,AFr患者在站立后也有更大的HR和更大的CI增加。对体位性挑战的血液动力学反应表明,房颤节律患者与恢复为窦性心律或健康对照者之间的适应差异。表征血流动力学表型可能与AF患者的个体化治疗相关。
    The hemodynamic response during the transition from the supine to standing position in idiopathic atrial fibrillation (AF) patients is not completely understood. This study aimed to analyze the hemodynamic changes that occur during the head-up tilt test in idiopathic AF patients. We investigated the hemodynamic changes during the head-up tilt test with impedance cardiography in 40 AF patients (12 with AF rhythm-AFr and 28 with sinus rhythm-AFsr) and 38 non-AF controls. Patients with AFr had attenuated SVI decrease after standing when compared to AFsr and non-AF [ΔSVI in mL/m2: -1.3 (-3.4 to 1.7) vs. -6.4 (-17.3 to -0.1) vs. -11.8 (-18.7 to -8.0), respectively; p < 0.001]. PVRI decreased in AFr but increased in AFsr and non-AF [ΔPVRI in dyne.seg.m2/cm5: -477 (-1148 to 82.5) vs. 131 (-525 to 887) vs. 357 (-29 to 681), respectively; p < 0.01]. Similarly, compared with non-AF patients, AFr patients also had a greater HR and greater CI increase after standing. The haemodynamic response to orthostatic challenge suggests differential adaptations between patients with AF rhythm and those reverted to sinus rhythm or healthy controls. Characterizing the hemodynamic phenotype may be relevant for the individualized treatment of AF patients.
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  • 文章类型: Journal Article
    自供电传感器有可能实现实时健康监测,而不会增加对能源的需求。压电纳米发电机(PENG)响应机械变形产生电信号,在没有外部电源的情况下赋予感测能力。纺织品符合人体和作为一个交互式的生物力学能量收集和传感介质不影响舒适性。然而,基于纺织品的PENG制造工艺复杂且缺乏可扩展性,使这些设备不切实际的大规模生产。这里,我们展示了与工业规模制造兼容的长长度PENG纤维的制造。热拉伸工艺能够一步制造与电极集成的自极化MoS2-聚(偏二氟乙烯)(PVDF)纳米复合纤维器件。热拉伸过程中的热量和应力以及MoS2纳米颗粒的添加促进了界面极化和介电调制以增强输出性能。与原始PVDF纤维相比,纤维的输出电压和电流增加了57%和70%,分别,在相当低的3重量%的MoS2负载下。外包层的低杨氏模量确保有效的应力传递到压电复合域,并允许微小的运动检测。柔性纤维展示了无线,自供电生理传感和生物运动分析能力。该研究旨在指导高灵敏度集成纤维的大规模生产,以实现基于纺织品和即插即用的可穿戴传感器。
    Self-powered sensors have the potential to enable real-time health monitoring without contributing to the ever-growing demand for energy. Piezoelectric nanogenerators (PENGs) respond to mechanical deformations to produce electrical signals, imparting a sensing capability without external power sources. Textiles conform to the human body and serve as an interactive biomechanical energy harvesting and sensing medium without compromising comfort. However, the textile-based PENG fabrication process is complex and lacks scalability, making these devices impractical for mass production. Here, we demonstrate the fabrication of a long-length PENG fiber compatible with industrial-scale manufacturing. The thermal drawing process enables the one-step fabrication of self-poled MoS2-poly(vinylidene fluoride) (PVDF) nanocomposite fiber devices integrated with electrodes. Heat and stress during thermal drawing and MoS2 nanoparticle addition facilitate interfacial polarization and dielectric modulation to enhance the output performance. The fibers show a 57 and 70% increase in the output voltage and current compared to the pristine PVDF fiber, respectively, at a considerably low MoS2 loading of 3 wt %. The low Young\'s modulus of the outer cladding ensures an effective stress transfer to the piezocomposite domain and allows minute motion detection. The flexible fibers demonstrate wireless, self-powered physiological sensing and biomotion analysis capability. The study aims to guide the large-scale production of highly sensitive integrated fibers to enable textile-based and plug-and-play wearable sensors.
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  • 文章类型: Journal Article
    肌内(IM)施用7.5-10mg/kg的阿法沙酮产生麻醉作用,使气管内插管在狗中具有轻度心肺抑制。然而,IM联合给药美托咪定的效果,布托啡诺,和阿法沙松对吸入麻醉下心肺功能的影响尚未研究。
    为了评估IM共给药5μg/kg美托咪定后的心肺功能,0.3mg/kg布托啡诺,和用七氟醚麻醉的狗使用2.5mg/kg的阿法沙酮(MBA)。
    7只健康的小猎犬(3只雄性和4只雌性,年龄3-6岁,体重10.0-18.1kg)以预定最低肺泡浓度(MAC)的七氟烷麻醉纳入本研究。在其各自七氟醚MAC的1.3倍稳定15分钟后,使用肺动脉导管使用热稀释法记录基线心肺变量值。在IM施用MBA后再次测量心肺变量。数据表示为中值[四分位距],并使用Friedman检验和Sheff's方法与相应的基线值进行比较。P<0.05被认为是统计学上显著的。
    肌内施用MBA会短暂降低心脏指数[基线:3.46(3.18-3.69),5分钟:1.67(1.57-1.75)l/min/m2:p<0.001],呼吸频率,和动脉pH值。相比之下,它增加了全身血管阻力指数[基线:5,367(3,589-6,617),5分钟:10,197(9,955-15,005)达因秒/cm5/m2:p=0.0092],平均肺动脉压,和二氧化碳的动脉分压。
    七氟醚麻醉的犬肌内施用MBA会由于血管收缩而暂时降低心输出量。尽管保持了自主呼吸,MBA管理导致呼吸性酸中毒由于通气不足。因此,对于心血管功能不足的狗,谨慎管理MBA很重要。此外,建议支持通气。
    UNASSIGNED: The intramuscular (IM) administration of 7.5-10 mg/kg of alfaxalone produces anesthetic effects that enable endotracheal intubation with mild cardiorespiratory depression in dogs. However, the effects of IM co-administration of medetomidine, butorphanol, and alfaxalone on cardiorespiratory function under inhalation anesthesia have not been studied.
    UNASSIGNED: To assess the cardiorespiratory function following the IM co-administration of 5 μg/kg of medetomidine, 0.3 mg/kg of butorphanol, and 2.5 mg/kg of alfaxalone (MBA) in dogs anesthetized with sevoflurane.
    UNASSIGNED: Seven intact healthy Beagles (three males and four females, aged 3-6 years old and weighing 10.0-18.1 kg) anesthetized with a predetermined minimum alveolar concentration (MAC) of sevoflurane were included in this study. The baseline cardiorespiratory variable values were recorded using the thermodilution method with a pulmonary artery catheter after stabilization for 15 minutes at 1.3 times their individual sevoflurane MAC. The cardiorespiratory variables were measured again following the IM administration of MBA. Data are expressed as median [interquartile range] and compared with the corresponding baseline values using the Friedman test and Sheff\'s method. A p < 0.05 was considered statistically significant.
    UNASSIGNED: The intramuscular administration of MBA transiently decreased the cardiac index [baseline: 3.46 (3.18-3.69), 5 minutes: 1.67 (1.57-1.75) l/minute/m2 : p < 0.001], respiratory frequency, and arterial pH. In contrast, it increased the systemic vascular resistance index [baseline: 5,367 (3,589-6,617), 5 minutes:10,197 (9,955-15,005) dynes second/cm5/m2 : p = 0.0092], mean pulmonary arterial pressure, and arterial partial pressure of carbon dioxide.
    UNASSIGNED: The intramuscular administration of MBA in dogs anesthetized with sevoflurane transiently decreased cardiac output due to vasoconstriction. Although spontaneous breathing was maintained, MBA administration resulted in respiratory acidosis due to hypoventilation. Thus, it is important to administer MBA with caution to dogs with insufficient cardiovascular function. In addition, ventilatory support is recommended.
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  • 文章类型: Journal Article
    心率的自主控制在成人受试者中是众所周知的,但是关于儿童和青少年时期心率控制发展的数据有限。在重复仰卧10分钟的姿势操作期间,记录了1045名4至19岁健康儿童和青少年(550名女性)的连续12导联心电图,无支撑坐着,和无支撑的站立姿势。在每个位置,测量心率,和心率变异性指数进行了评估(SDNN,RMSSD,并获得高(HF)和低(LF)频率分量)。准归一化HF频率分量定义为qnHF=HF/(HF+LF)。这些测量是,其中,使用线性回归与年龄相关。仰卧位,男女每年的心率下降幅度均显着,但女性低于男性。在站立位置,这些每年减少的年龄大幅下降。RMSSD和qnHF指数与仰卧位的年龄无关,但随着坐位和站立位的年龄而显着降低。相应地,LF/HF比例随着年龄的增长而急剧增加,而不是仰卧位。该研究表明,基线仰卧副交感神经的影响在儿童期和青春期表现出很小的发育变化,但在幼儿中,交感神经分支对迷走神经的影响反应较差。虽然迷走神经的影响对年幼和年长儿童的心脏周期的调节是平等的,他们很难抑制年幼儿童的同情影响。
    Autonomic control of heart rate is well known in adult subjects, but limited data are available on the development of the heart rate control during childhood and adolescence. Continuous 12-lead electrocardiograms were recorded in 1045 healthy children and adolescents (550 females) aged 4 to 19 years during postural manoeuvres involving repeated 10-min supine, unsupported sitting, and unsupported standing positions. In each position, heart rate was measured, and heart rate variability indices were evaluated (SDNN, RMSSD, and high (HF) and low (LF) frequency components were obtained). Quasi-normalized HF frequency components were defined as qnHF = HF/(HF + LF). These measurements were, among others, related to age using linear regressions. In supine position, heart rate decreases per year of age were significant in both sexes but lower in females than in males. In standing position, these decreases per year of age were substantially lowered. RMSSD and qnHF indices were independent of age in supine position but significantly decreased with age in sitting and standing positions. Correspondingly, LF/HF proportions showed steep increases with age in sitting and standing positions but not in the supine position. The study suggests that baseline supine parasympathetic influence shows little developmental changes during childhood and adolescence but that in young children, sympathetic branch is less responsive to vagal influence. While vagal influences modulate cardiac periods in young and older children equally, they are less able to suppress the sympathetic influence in younger children.
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  • 文章类型: Journal Article
    OBJECTIVE: To compare the effect of stage 3 fragmentation and the paradoxical phase of night sleep on melatonin (MT) secretion, and to evaluate the effects of changes in autonomic balance and activation reactions that occur in the orthodox and paradoxical phases of sleep.
    METHODS: Fifteen healthy men participated in three sessions: with stage 3 fragmentation, with fragmentation of paradoxical sleep, and in a control experiment in which sleep was not disturbed. In each experiment, 7 saliva samples were collected in the evening, at night and in the morning and the MT content was determined. Heart rate variability was analyzed using an electrocardiogram and autonomic balance was assessed.
    RESULTS: Sleep fragmentation was accompanied by activation reactions and reduced the duration of stage 3 and paradoxical phase sleep by 50% and 51% in the corresponding sessions. Fragmentation of paradoxical sleep also led to an increase in the duration of night wakefulness. Sleep disturbances caused an increase in MT secretion in the second half of the night and in the morning, especially pronounced in sessions with fragmentation of paradoxical sleep, in which upon awakening MT was 1.8 times higher than in the control. Stage 3 fragmentation was accompanied by increased sympathetic activation, while fragmentation of paradoxical sleep did not cause autonomic shifts. The subjects were divided into 2 clusters: with high and low MT in night and morning saliva samples. In all sessions, subjects with high MT had 1.7-2 times longer duration of night wakefulness; in sessions with fragmentation, they had significantly more activations in the paradoxical phase of sleep.
    CONCLUSIONS: Night sleep disturbances cause an increase in MT secretion, especially pronounced during the fragmentation of the paradoxical phase. An increase in MT levels does not depend on changes in autonomic balance and is apparently associated with activation of the serotonergic system, which accompanies disturbances in the depth and continuity of sleep.
    UNASSIGNED: Сравнить влияние на секрецию мелатонина (МТ) фрагментации 3-й стадии и парадоксальной фазы ночного сна, а также оценить эффекты изменений вегетативного баланса и реакций активации, возникающих в ортодоксальной и парадоксальной фазах сна.
    UNASSIGNED: Пятнадцать здоровых мужчин участвовали в трех экспериментах: с фрагментацией 3-й стадии, с фрагментацией парадоксального сна, и в контрольном, в котором сон не нарушался. В каждом эксперименте вечером, ночью и утром собирали 7 проб слюны и определяли содержание МТ. По электрокардиограмме анализировали вариабельность сердечного ритма и оценивали вегетативный баланс.
    UNASSIGNED: Фрагментация сна сопровождалась реакциями активации и снизила продолжительность 3-й стадии и парадоксальной фазы сна на 50 и 51% в соответствующих экспериментах. Фрагментация парадоксального сна привела также к увеличению продолжительности ночного бодрствования. Нарушения сна вызывали рост секреции МТ во второй половине ночи и утром, особенно выраженный в экспериментах с фрагментацией парадоксального сна, в которых при пробуждении МТ был в 1,8 раза выше, чем в контроле. Фрагментация 3-й стадии сопровождалась усилением симпатической активации, тогда как фрагментация парадоксального сна не вызывала вегетативных сдвигов. Испытуемые разделились на 2 кластера: с высоким и низким МТ в ночных и утренних пробах слюны. Испытуемые с высоким МТ имели во всех экспериментах в 1,7—2 раза большую продолжительность ночного бодрствования, в экспериментах с фрагментацией у них было значительно больше активаций в парадоксальной фазе сна.
    UNASSIGNED: Нарушения ночного сна вызывают рост секреции МТ, особенно выраженный при фрагментации парадоксальной фазы. Повышение уровня МТ не зависит от изменений вегетативного баланса и, по-видимому, связано с активацией серотонинергической системы, сопровождающей нарушение глубины и непрерывности сна.
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  • 文章类型: Journal Article
    背景:意象描述(ImRs)是一种针对厌恶记忆的心理治疗干预。在三阶段干预期间,患者重新体验他们的厌恶记忆(第一阶段),从他们成人的角度观察现场,并干预以帮助他们以前的自我(第二阶段),并再次体验积极的变化(第三阶段)。以前的研究很少调查干预期间发生的情绪和调节过程。
    目的:这项随机对照试验研究了在ImR过程中自我报告的情感和生理反应。
    方法:将77名社交焦虑症(SAD)患者随机分配到单一疗程的ImR或针对厌恶性社交记忆的对照干预(回忆和讨论记忆)。心率(HR)和心率变异性(HRV)在基线和干预阶段后对正面和负面情绪进行了评估。
    结果:相对于对照干预,ImR导致负面情绪从基线到第1阶段的初始增加,以及随后更大的(第1阶段到第2阶段)和更稳定的(第2阶段到第3阶段)负面情绪的减少/正面情绪的增加。在生理层面上,在与对照干预相比的IMR期间,与基线相比,1期平均HR和3期平均HRV均显著较高.
    结论:这些结果提供了有关ImR期间不同反应水平的情绪反应的特定序列的进一步信息,与已知的情绪加工理论和假设的ImR机制相一致。
    BACKGROUND: Imagery rescripting (ImRs) is a psychotherapeutic intervention targeting aversive memories. During the three-phase intervention, patients reexperience their aversive memory (phase 1), observe the scene from their adult perspective, and intervene to help their former selves (phase 2), and reexperience it again with the positive changes (phase 3). Previous studies have rarely investigated emotional and regulatory processes taking place during the intervention.
    OBJECTIVE: This randomized controlled trial investigated self-reported affective and physiological responses during ImRs.
    METHODS: Seventy-seven patients with social anxiety disorder (SAD) were randomly assigned to a single session of ImRs or a control intervention (recall and discussion of the memory) targeting an aversive social memory. Heart rate (HR) and heart rate variability (HRV) were assessed during and post hoc ratings of positive and negative feelings after baseline and the intervention phases.
    RESULTS: Relative to the control intervention, ImRs resulted in an initial increase in negative feelings from baseline to phase 1 and a following larger (phase 1 to phase 2) and more stable (phase 2 to phase 3) decrease in negative feelings/increase in positive feelings. On the physiological level, during ImRs compared to the control intervention, mean HR was significantly higher during phase 1 and HRV during phase 3, each compared to baseline.
    CONCLUSIONS: These results provide further information about the specific sequence of emotional responses on different response levels during ImRs, being consistent with known theories of emotional processing and supposed mechanisms of ImRs.
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  • 文章类型: Journal Article
    高压力是酒精使用障碍(AUD)的关键风险因素,通常伴有生理失调,包括自主神经系统(ANS)破坏。然而,饮酒行为与应激和ANS破坏相关的神经机制尚不清楚.本研究旨在了解压力的神经相关性,ANS中断,以及随后社交饮酒者的饮酒风险。使用功能磁共振成像(fMRI),我们调查了短暂暴露于压力期间的大脑和心率(HR)自主神经反应,酒精,和中性线索利用经过充分验证的,48名社交饮酒者的个性化图像范式,其中26人报告了高风险饮酒(HD),而22人报告了低风险饮酒(LD)模式。结果表明,HD个体表现出应激和ANS破坏,基础HR增加,压力引起的渴望,和减少大脑对额叶纹状体区域,包括腹内侧前额叶皮质(VmPFC)的应激暴露的反应,前扣带皮质,纹状体,脑岛,和颞回.此外,全脑相关分析表明,较高的基础HR与VmPFC低下有关,但是在应激过程中延髓(MOB)反应过度活跃,VmPFC中的活动与Mob(全脑校正(WBC),p<0.05)。与MOb作为整个大脑的种子的功能连接表明,HD与LD在应激期间降低了VmPFC与MOb之间的功能连接(WBC,p<0.05)。此外,那些在压力期间VmPFC和MOB之间的功能连接更加受损的人在另一天进行的实验性酒精味道测试中消耗了更多的酒精饮料,以及他们自我报告的每周酒精摄入量。一起,这些结果表明,与压力相关的,对自主神经唤醒的脑区功能失调的VmPFC控制有助于提高酒精动机,并且可能是非依赖性社交饮酒者危险饮酒的重要危险因素.研究结果还表明,在应激过程中恢复VmPFC完整性以调节自主神经唤醒可能对于预防AUD的发展至关重要。
    High stress is a key risk factor for alcohol use disorder (AUD) and often accompanied by physiological dysregulation including autonomic nervous system (ANS) disruptions. However, neural mechanisms underlying drinking behaviors associated with stress and ANS disruptions remain unclear. The current study aims to understand neural correlates of stress, ANS disruptions, and subsequent alcohol intake in social drinkers with risky drinking. Using functional magnetic resonance imaging (fMRI), we investigated brain and heart rate (HR) autonomic responses during brief exposure to stress, alcohol, and neutral cues utilizing a well-validated, individualized imagery paradigm in 48 social drinkers of which 26 reported high-risk drinking (HD) while 22 reported low-risk drinking (LD) patterns. Results indicated that HD individuals showed stress and ANS disruptions with increased basal HR, stress-induced craving, and decreased brain response to stress exposure in frontal-striatal regions including the ventromedial prefrontal cortex (VmPFC), anterior cingulate cortex, striatum, insula, and temporal gyrus. Furthermore, whole-brain correlation analysis indicated that greater basal HR was associated with hypoactive VmPFC, but hyperactive medulla oblongata (MOb) responses during stress, with an inverse association between activity in the VmPFC and Mob (whole-brain corrected (WBC), p < 0.05). Functional connectivity with the MOb as a seed to the whole brain indicated that HD versus LD had decreased functional connectivity between the VmPFC and MOb during stress (WBC, p < 0.05). In addition, those with more compromised functional connectivity between the VmPFC and MOb during stress consumed greater amount of alcohol beverage during an experimental alcohol taste test conducted on a separate day, as well as in their self-reported weekly alcohol intake. Together, these results indicate that stress-related, dysfunctional VmPFC control over brain regions of autonomic arousal contributes to greater alcohol motivation and may be a significant risk factor for hazardous alcohol use in non-dependent social drinkers. Findings also suggest that restoring VmPFC integrity in modulating autonomic arousal during stress may be critical for preventing the development of AUD.
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  • 文章类型: English Abstract
    To achieve non-contact measurement of human heart rate and improve its accuracy, this paper proposes a method for measuring human heart rate based on multi-channel radar data fusion. The radar data were firstly extracted by human body position identification, phase extraction and unwinding, phase difference, band-pass filtering optimized by power spectrum entropy, and fast independent component analysis for each channel data. After overlaying and fusing the four-channel data, the heartbeat signal was separated using frost-optimized variational modal decomposition. Finally, a chirp Z-transform was introduced for heart rate estimation. After validation with 40 sets of data, the average root mean square error of the proposed method was 2.35 beats per minute, with an average error rate of 2.39%, a Pearson correlation coefficient of 0.97, a confidence interval of [-4.78, 4.78] beats per minute, and a consistency error of -0.04. The experimental results show that the proposed measurement method performs well in terms of accuracy, correlation, and consistency, enabling precise measurement of human heart rate.
    为实现人体心率的非接触式测量并提高其测量的精准度,本文提出一种基于多通道雷达数据融合的人体心率测量方法。雷达数据首先依次对每个通道数据进行人体位置识别、相位提取与解缠绕、相位差分、功率谱熵优化的带通滤波以及快速独立成分分析提取。再将四通道数据叠加融合后,使用霜冰优化的变分模态分解分离出心跳信号。最后引入线性调频Z变换进行心率估计。经过40组数据验证,本文方法的平均均方根误差为2.35次/分,平均错误率为2.39%,皮尔逊相关系数为0.97,置信区间为[–4.78, 4.78]次/分,一致性误差为–0.04次/分。实验结果显示,本文提出的测量方法在准确性、相关性、一致性方面表现出色,能够实现人体心率的精准测量。.
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  • 文章类型: Journal Article
    心率变异性(HRV)与心脏迷走神经控制和情绪调节有关,是心脏迷走神经控制和心脏自主神经活动的指标。这项研究旨在开发台湾HRV规范数据库,涵盖20至70岁的个人,并评估其在重度抑郁症(MDD)患者中的诊断有效性。共有311名健康参与者在HRV规范数据库中,并分为五组10岁年龄组,然后计算HRV指数的均值和标准差。我们招募了272名MDD患者进行交叉验证,将他们的HRV指数与规范数据库进行了比较,然后将其转换为Z评分,以探讨MDD患者与健康组的HRV偏差。结果发现,随着年龄的增长,HC组的HRV指数逐渐下降,HC组中的女性比男性表现出更高的心脏迷走神经控制和副交感神经活动。相反,MDD组患者的HRV指数低于HC组,他们的抑郁和焦虑症状与HRV指数呈负相关。台湾HRV规范数据库具有良好的心理计量特征的交叉验证。
    Heart rate variability (HRV) is related to cardiac vagal control and emotional regulation and an index for cardiac vagal control and cardiac autonomic activity. This study aimed to develop the Taiwan HRV normative database covering individuals aged 20 to 70 years and to assess its diagnosing validity in patients with major depressive disorder (MDD). A total of 311 healthy participants were in the HRV normative database and divided into five groups in 10-year age groups, and then the means and standard deviations of the HRV indices were calculated. We recruited 272 patients with MDD for cross-validation, compared their HRV indices with the normative database, and then converted them to Z-scores to explore the deviation of HRV in MDD patients from healthy groups. The results found a gradual decline in HRV indices with advancing age in the HC group, and females in the HC group exhibit higher cardiac vagal control and parasympathetic activity than males. Conversely, patients in the MDD group demonstrate lower HRV indices than those in the HC group, with their symptoms of depression and anxiety showing a negative correlation with HRV indices. The Taiwan HRV normative database has good psychometric characteristics of cross-validation.
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  • 文章类型: Journal Article
    呼吸频率(RR)是评估患者身体功能和健康状况的重要指标。RR是生物医学信号处理领域的重要参数,与血压等其他生命体征密切相关。心率,和心率变异性。各种生理信号,如光电容积描记图(PPG)信号,用于提取呼吸信息。RR还通过信号处理和深度学习方法检测信号中的峰值模式和周期来估计。在这项研究中,我们提出了一种基于第三代人工神经网络模型-尖峰神经网络的端到端RR估计方法。所提出的模型采用PPG段作为输入,并直接将它们转换为连续的尖峰事件。该设计旨在减少在将输入数据转换为尖峰事件期间的信息损失。此外,我们使用基于反馈的集成和激发神经元作为激活函数,有效地传输时间信息。使用具有三种不同窗口大小(16、32和64s)的BIDMC呼吸数据集来评估网络。对于16、32和64s窗口大小,所提出的模型的平均绝对误差为1.37±0.04、1.23±0.03和1.15±0.07,分别。此外,与其他深度学习模型相比,它展示了更高的能源效率。这项研究证明了尖峰神经网络用于RR监测的潜力,提供了一种从PPG信号进行RR估计的新方法。
    Respiratory rate (RR) is a vital indicator for assessing the bodily functions and health status of patients. RR is a prominent parameter in the field of biomedical signal processing and is strongly associated with other vital signs such as blood pressure, heart rate, and heart rate variability. Various physiological signals, such as photoplethysmogram (PPG) signals, are used to extract respiratory information. RR is also estimated by detecting peak patterns and cycles in the signals through signal processing and deep-learning approaches. In this study, we propose an end-to-end RR estimation approach based on a third-generation artificial neural network model-spiking neural network. The proposed model employs PPG segments as inputs, and directly converts them into sequential spike events. This design aims to reduce information loss during the conversion of the input data into spike events. In addition, we use feedback-based integrate-and-fire neurons as the activation functions, which effectively transmit temporal information. The network is evaluated using the BIDMC respiratory dataset with three different window sizes (16, 32, and 64 s). The proposed model achieves mean absolute errors of 1.37 ± 0.04, 1.23 ± 0.03, and 1.15 ± 0.07 for the 16, 32, and 64 s window sizes, respectively. Furthermore, it demonstrates superior energy efficiency compared with other deep learning models. This study demonstrates the potential of the spiking neural networks for RR monitoring, offering a novel approach for RR estimation from the PPG signal.
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