Suppr超能文献

通过皮肤电活动自动检测潮热的发生与时间。

Automatic Detection of Hot Flash Occurrence and Timing from Skin Conductance Activity.

作者信息

Forouzanfar Mohamad, Zambotti Massimiliano de, Goldstone Aimee, Baker Fiona C

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2018 Jul;2018:1090-1093. doi: 10.1109/EMBC.2018.8512492.

Abstract

Hot flashes (HF) are intense, transient feelings of heat usually accompanied with flushed skin and sweating that are experienced by women around the time of menopause. HFs are associated with poor quality of life and increased cardiovascular risk. Automatic detection of HF occurrence and precise timing of HF onset could provide unique insight into the physiology of the HF and its effect on the cardiovascular system. A novel automatic algorithm is proposed for the detection of HFs occurrence and timing from the sternal skin conductance signal that is robust to noise and artifacts. The method is based on the gold standard rule (2μS rise in skin conductance within 30 s) and considers several conditions based on the skin conductance level and its derivative to reject unwanted events. ECG-derived heart rate pattern variations are studied prior to the detected HF onset. The algorithm is validated against expert detected HFs over 200 hours of sleep data collected from 12 perimenopausal women. It achieved a total accuracy of 93% and a total error of 3% in HF detection. It was observed that heart rate increased before the onset of 80% of the HFs occurring in undisturbed sleep. Application of this algorithm along with fusion of other simultaneously recorded physiological measures has the potential to advance understanding of the HF.

摘要

潮热(HF)是一种强烈的、短暂的热感,通常伴有皮肤潮红和出汗,发生在绝经前后的女性身上。潮热与生活质量差和心血管风险增加有关。自动检测潮热的发生和精确的起始时间可以为潮热的生理机制及其对心血管系统的影响提供独特的见解。本文提出了一种新颖的自动算法,用于从胸骨皮肤电导信号中检测潮热的发生和时间,该算法对噪声和伪迹具有鲁棒性。该方法基于金标准规则(30秒内皮肤电导上升2μS),并根据皮肤电导水平及其导数考虑多种条件以排除不必要的事件。在检测到的潮热发作之前,研究了源自心电图的心率模式变化。该算法针对从12名围绝经期女性收集的超过200小时睡眠数据中的专家检测到的潮热进行了验证。在潮热检测中,其总准确率达到93%,总误差为3%。据观察,在未受干扰的睡眠中发生的80%的潮热发作之前,心率会增加。将该算法与其他同时记录的生理测量数据进行融合应用,有可能促进对潮热的理解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/94fc/7477890/9257feb573d7/nihms-1625475-f0001.jpg

相似文献

2
A novel Hot-Flash classification algorithm via multi-sensor features integration.一种基于多传感器特征融合的新型热潮分类算法。
Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:2067-2070. doi: 10.1109/EMBC46164.2021.9629627.

引用本文的文献

本文引用的文献

2
Blood pressure and cardiovascular parameters during sleep arousals.睡眠觉醒期间的血压和心血管参数。
Annu Int Conf IEEE Eng Med Biol Soc. 2017 Jul;2017:2830-2833. doi: 10.1109/EMBC.2017.8037446.
4
Magnitude of the impact of hot flashes on sleep in perimenopausal women.潮热对围绝经期女性睡眠的影响程度。
Fertil Steril. 2014 Dec;102(6):1708-15.e1. doi: 10.1016/j.fertnstert.2014.08.016. Epub 2014 Sep 23.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验