Namvari Mina, Lipoth Jessica, Knight Sheida, Jamali Ali Akbar, Hedayati Mojtaba, Spiteri Raymond J, Syed-Abdul Shabbir
Department of Computer Science, University of Saskatchewan, Saskatoon, SK S7N 5C9, Canada.
SUNUM Nanotechnology Research Centre, Sabanci University, Istanbul 34956, Turkey.
J Pers Med. 2022 Oct 31;12(11):1792. doi: 10.3390/jpm12111792.
Mental and physical health are both important for overall health. Mental health includes emotional, psychological, and social well-being; however, it is often difficult to monitor remotely. The objective of this scoping review is to investigate studies that focus on mental health and stress detection and monitoring using PPG-based wearable sensors.
A literature review for this scoping review was conducted using the PRISMA (Preferred Reporting Items for the Systematic Reviews and Meta-analyses) framework. A total of 290 studies were found in five medical databases (PubMed, Medline, Embase, CINAHL, and Web of Science). Studies were deemed eligible if non-invasive PPG-based wearables were worn on the wrist or ear to measure vital signs of the heart (heart rate, pulse transit time, pulse waves, blood pressure, and blood volume pressure) and analyzed the data qualitatively.
Twenty-three studies met the inclusion criteria, with four real-life studies, eighteen clinical studies, and one joint clinical and real-life study. Out of the twenty-three studies, seventeen were published as journal-based articles, and six were conference papers with full texts. Because most of the articles were concerned with physiological and psychological stress, we decided to only include those that focused on stress. In twelve of the twenty articles, a PPG-based sensor alone was used to monitor stress, while in the remaining eight papers, a PPG sensor was used in combination with other sensors.
The growing demand for wearable devices for mental health monitoring is evident. However, there is still a significant amount of research required before wearable devices can be used easily and effectively for such monitoring. Although the results of this review indicate that mental health monitoring and stress detection using PPG is possible, there are still many limitations within the current literature, such as a lack of large and diverse studies and ground-truth methods, that need to be addressed before wearable devices can be globally useful to patients.
心理健康和身体健康对整体健康都很重要。心理健康包括情绪、心理和社会幸福感;然而,心理健康状况往往难以进行远程监测。本综述的目的是调查聚焦于使用基于光电容积脉搏波描记法(PPG)的可穿戴传感器进行心理健康和压力检测及监测的研究。
本综述采用系统评价和荟萃分析的首选报告项目(PRISMA)框架进行文献检索。在五个医学数据库(PubMed、Medline、Embase、CINAHL和Web of Science)中总共检索到290项研究。如果基于PPG的非侵入式可穿戴设备佩戴在手腕或耳朵上以测量心脏的生命体征(心率、脉搏传输时间、脉搏波、血压和血容量压力)并对数据进行定性分析,则这些研究被视为符合条件。
23项研究符合纳入标准,其中包括4项现实生活研究、18项临床研究和1项临床与现实生活联合研究。在这23项研究中,17项以期刊文章形式发表,6项为全文会议论文。由于大多数文章关注生理和心理压力,我们决定只纳入那些聚焦于压力的文章。在这20篇文章中,12篇仅使用基于PPG的传感器来监测压力,而在其余8篇论文中,PPG传感器与其他传感器结合使用。
用于心理健康监测的可穿戴设备的需求日益明显。然而,在可穿戴设备能够轻松有效地用于此类监测之前,仍需要大量的研究。尽管本综述的结果表明使用PPG进行心理健康监测和压力检测是可行的,但当前文献中仍存在许多局限性,例如缺乏大规模和多样化的研究以及真实对照方法,在可穿戴设备能够对全球患者有用之前,这些问题需要得到解决。