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迈向连续无创血压测量——对袖带充气时血管系统反应的解读。

Towards continuous non-invasive blood pressure measurements-interpretation of the vasculature response to cuff inflation.

作者信息

Loureiro João, Bogatu Laura, Schmitt Lars, Henriques Jorge, Carvalho Paulo, Noordergraaf Gerrit J, Paulussen Igor, Muehlsteff Jens

机构信息

Centre for Informatics and Systems of the University of Coimbra, University of Coimbra, Department of Informatics Engineering, Coimbra, Portugal.

Department of Patient Care and Measurements, Philips Research, Eindhoven, Netherlands.

出版信息

Front Physiol. 2023 Jun 2;14:1172688. doi: 10.3389/fphys.2023.1172688. eCollection 2023.

Abstract

Blood pressure (BP) surrogates, such as pulse transit time (PTT) or pulse arrival time (PAT), have been intensively explored with the goal of achieving cuffless, continuous, and accurate BP inference. In order to estimate BP, a one-point calibration strategy between PAT and BP is typically used. Recent research focuses on advanced calibration procedures exploiting the cuff inflation process to improve calibration robustness by active and controlled modulation of peripheral PAT, as measured via plethysmograph (PPG) and electrocardiogram (ECG) combination. Such methods require a detailed understanding of the mechanisms behind the vasculature's response to cuff inflation; for this, a model has recently been developed to infer the PAT-BP calibration from measured cuff-induced vasculature changes. The model, while promising, is still preliminary and only partially validated; in-depth analysis and further developments are still needed. Therefore, this work aims to improve our understanding of the cuff-vasculature interaction in this model; we seek to define potential opportunities and to highlight which aspects may require further study. We compare model behaviors with clinical data samples based on a set of observable characteristics relevant for BP inference and calibration. It is found that the observed behaviors are qualitatively well represented with the current simulation model and complexity, with limitations regarding the prediction of the onset of the distal arm dynamics and behavior changes at high cuff pressures. Additionally, a sensitivity analysis of the model's parameter space is conducted to show the factors that influence the characteristics of its observable outputs. It was revealed that easily controllable experimental variables, such as lateral cuff length and inflation rate, have a significant impact on cuff-induced vasculature changes. An interesting dependency between systemic BP and cuff-induced distal PTT change is also found, revealing opportunities for improved methods for BP surrogate calibration. However, validation via patient data shows that this relation does not hold for all patients, indicating required model improvements to be validated in follow up studies. These results provide promising directions to improve the calibration process featuring cuff inflation towards accurate and robust non-invasive blood pressure estimation.

摘要

血压(BP)替代指标,如脉搏传输时间(PTT)或脉搏到达时间(PAT),已被深入研究,旨在实现无袖带、连续且准确的血压推断。为了估计血压,通常采用PAT与血压之间的单点校准策略。近期研究聚焦于先进的校准程序,通过体积描记法(PPG)和心电图(ECG)相结合测量外周PAT,并通过主动和可控的调制利用袖带充气过程来提高校准的稳健性。此类方法需要详细了解血管系统对袖带充气反应背后的机制;为此,最近开发了一个模型,用于从测量的袖带引起的血管变化推断PAT - BP校准。该模型虽有前景,但仍处于初步阶段且仅部分得到验证;仍需要深入分析和进一步发展。因此,这项工作旨在增进我们对该模型中袖带 - 血管系统相互作用的理解;我们试图确定潜在机会,并突出哪些方面可能需要进一步研究。我们基于一组与血压推断和校准相关的可观察特征,将模型行为与临床数据样本进行比较。结果发现,当前的模拟模型在定性上能很好地呈现观察到的行为及其复杂性,但在预测远端手臂动态的起始以及高袖带压力下的行为变化方面存在局限性。此外,对模型的参数空间进行了敏感性分析,以显示影响其可观察输出特征的因素。结果表明,易于控制的实验变量,如袖带横向长度和充气速率,对袖带引起的血管变化有显著影响。还发现了全身血压与袖带引起的远端PTT变化之间有趣的相关性,揭示了改进血压替代指标校准方法的机会。然而,通过患者数据进行的验证表明,这种关系并非对所有患者都成立,这表明需要在后续研究中对模型进行改进并验证。这些结果为改进以袖带充气为特征的校准过程以实现准确且稳健的无创血压估计提供了有前景的方向。

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