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用于评估心理健康缓解状况的个性化可穿戴监测系统的复杂性指数

Complexity index from a personalized wearable monitoring system for assessing remission in mental health.

作者信息

Lanata Antonio, Valenza Gaetano, Nardelli Mimma, Gentili Claudio, Scilingo Enzo Pasquale

出版信息

IEEE J Biomed Health Inform. 2015 Jan;19(1):132-9. doi: 10.1109/JBHI.2014.2360711. Epub 2014 Sep 29.

Abstract

This study discusses a personalized wearable monitoring system, which provides information and communication technologies to patients with mental disorders and physicians managing such diseases. The system, hereinafter called the PSYCHE system, is mainly comprised of a comfortable t-shirt with embedded sensors, such as textile electrodes, to monitor electrocardiogram-heart rate variability (HRV) series, piezoresistive sensors for respiration activity, and triaxial accelerometers for activity recognition. Moreover, on the patient-side, the PSYCHE system uses a smartphone-based interactive platform for electronic mood agenda and clinical scale administration, whereas on the physician-side provides data visualization and support to clinical decision. The smartphone collects the physiological and behavioral data and sends the information out to a centralized server for further processing. In this study, we present experimental results gathered from ten bipolar patients, wearing the PSYCHE system, with severe symptoms who exhibited mood states among depression (DP), hypomania(HM), mixed state (MX), and euthymia (EU), i.e., the good affective balance. In analyzing more than 400 h of cardiovascular dynamics, we found that patients experiencing mood transitions from a pathological mood state (HM, DP, or MX-where depressive and hypomanic symptoms are simultaneously present) to EU can be characterized through a commonly used measure of entropy. In particular, the SampEn estimated on long-term HRV series increases according to the patients' clinical improvement. These results are in agreement with the current literature reporting on the complexity dynamics of physiological systems and provides a promising and viable support to clinical decision in order to improve the diagnosis and management of psychiatric disorders.

摘要

本研究讨论了一种个性化可穿戴监测系统,该系统为精神障碍患者及治疗此类疾病的医生提供信息和通信技术。该系统,以下称为PSYCHE系统,主要由一件带有嵌入式传感器的舒适T恤组成,这些传感器包括用于监测心电图-心率变异性(HRV)系列的纺织电极、用于呼吸活动的压阻传感器以及用于活动识别的三轴加速度计。此外,在患者端,PSYCHE系统使用基于智能手机的交互式平台来管理电子情绪日程和临床量表,而在医生端则提供数据可视化并支持临床决策。智能手机收集生理和行为数据,并将信息发送到中央服务器进行进一步处理。在本研究中,我们展示了从十名患有严重症状的双相情感障碍患者那里收集到的实验结果,这些患者佩戴PSYCHE系统,表现出抑郁(DP)、轻躁狂(HM)、混合状态(MX)和心境正常(EU)即良好情感平衡等情绪状态。在分析超过400小时的心血管动力学时,我们发现经历从病理情绪状态(HM、DP或MX,即抑郁和轻躁狂症状同时出现)转变为EU的患者可以通过一种常用的熵度量来表征。特别是,根据患者的临床改善情况,长期HRV系列上估计的样本熵会增加。这些结果与当前关于生理系统复杂性动力学的文献报道一致,并为临床决策提供了有前景且可行的支持,以改善精神疾病的诊断和管理。

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