Feasibility and Interest of Continuous Diaphragmatic Fatigue Monitoring Using Wavelet Denoising in ICU and Anesthesia

G. Morel, P. Mahul, M. Reche, J. Viale, C. Auboyer, A. Geyssant, F. Roche, J. Barthélémy, V. Pichot
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引用次数: 2

Abstract

Measures of diaphragmatic electromyography (Edi), and respiratory mechanics, have demonstrated early changes before clinical complications. However, automatic Edi data collection is not adequate today due mainly to severe artefacts as well as to loss of signal. We thus intended to develop a new device with embedded artificial intelligence to optimize automatic Edi recordings independantly of artefacts and of probe displacement. We first chose the best mathematical tool to denoise Edi, using an established database, giving multiresolution wavelets as the best, resulting in the permanent availability of the H/L spectral index, a recognized representative of diaphragmatic fatigue. Fatigue was simultaneously measured using the classical mechanical f/Vt index (Rapid Shallow Breathing Index, RSBI), as well as the transdiaphragmatic pressure. We then performed a comparison of real-time H/L and RSBI in a group of seven healthy volunteers, before and during midazolam sedation infusion 0.1 mg.kg -1 , with a parallel CPAP administration (2.5, 5.0, and 10 cm H2O) intended to compensate for airways resistance due to midazolam. Procedure was ended by delivering the antagonistic flumazenil 0.2 to 0.5 mg.kg -1 . Progressive fatigue due to midazolam, the relief due to CPAP, as well as the answer to the anatgonist flu-
小波降噪在ICU和麻醉下连续监测膈肌疲劳的可行性和意义
膈肌电图(Edi)和呼吸力学的测量显示在临床并发症发生前的早期变化。然而,由于严重的伪影和信号丢失,目前自动Edi数据收集还不足够。因此,我们打算开发一种具有嵌入式人工智能的新设备,以优化独立于人工制品和探头位移的自动Edi记录。我们首先选择了最好的数学工具来对Edi进行降噪,使用一个已建立的数据库,给出多分辨率小波作为最佳方法,从而获得永久可用的H/L光谱指数,这是公认的横隔膜疲劳的代表。同时使用经典的机械f/Vt指数(快速浅呼吸指数,RSBI)和横膈膜压力来测量疲劳。然后,我们比较了7名健康志愿者在咪达唑仑镇静输注0.1 mg之前和期间的实时H/L和RSBI。kg -1,并行CPAP给药(2.5、5.0和10 cm H2O),旨在补偿咪达唑仑引起的气道阻力。最后给予拮抗氟马西尼0.2 ~ 0.5 mg。Kg -1。咪达唑仑引起的进行性疲劳,CPAP引起的缓解,以及对抗剂流感的答案
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