IEEE Trans Biomed Eng. 2024 Feb;71(2):477-483. doi: 10.1109/TBME.2023.3307658. Epub 2024 Jan 19.
To develop a novel physical model-based approach to enable 1-point calibration of pulse transit time (PTT) to blood pressure (BP).
The proposed PTT-BP calibration model is derived by combining the Bramwell-Hill equation and a phenomenological model of the arterial compliance (AC) curve. By imposing a physiologically plausible constraint on the skewness of AC at positive and negative transmural pressures, the number of tunable parameters in the PTT-BP calibration model reduces to 1. Hence, as opposed to most existing PTT-BP calibration models requiring multiple (≥2) PTT-BP measurements to personalize, the PTT-BP calibration model can be personalized to an individual subject using a single PTT-BP measurement pair. Equipped with the physically relevant PTT-AC and AC-BP relationships, the proposed approach may serve as a universal means to calibrate PTT to BP over a wide BP range. The validity and proof-of-concept of the proposed approach were evaluated using PTT and BP measurements collected from 22 healthy young volunteers undergoing large BP changes.
The proposed approach modestly yet significantly outperformed an empiric linear PTT-BP calibration with a group-average slope and subject-specific intercept in terms of bias (5.5 mmHg vs 6.4 mmHg), precision (8.4 mmHg vs 9.4 mmHg), mean absolute error (7.8 mmHg vs 8.8 mmHg), and root-mean-squared error (8.7 mmHg vs 10.3 mmHg, all in the case of diastolic BP).
We demonstrated the preliminary proof-of-concept of an innovative physical model-based approach to one-point PTT-BP calibration.
The proposed physical model-based approach has the potential to enable more accurate and convenient calibration of PTT to BP.
开发一种新的基于物理模型的方法,实现脉搏传输时间(PTT)到血压(BP)的 1 点校准。
所提出的 PTT-BP 校准模型是通过组合 Bramwell-Hill 方程和动脉顺应性(AC)曲线的现象模型推导而来的。通过对正、负壁压下 AC 的偏度施加生理上合理的约束,PTT-BP 校准模型中的可调参数数量减少到 1。因此,与大多数需要多次(≥2)PTT-BP 测量来个性化的现有 PTT-BP 校准模型不同,PTT-BP 校准模型可以使用单个 PTT-BP 测量对来个性化。所提出的方法配备了与物理相关的 PTT-AC 和 AC-BP 关系,可作为在较宽的 BP 范围内将 PTT 校准到 BP 的通用手段。使用从 22 名经历较大 BP 变化的健康年轻志愿者收集的 PTT 和 BP 测量值,评估了所提出方法的有效性和概念验证。
在所提出的方法中,斜率的组平均和个体的截距都有适度但显著的改进,具有较小的偏倚(5.5 mmHg 与 6.4 mmHg)、较高的精度(8.4 mmHg 与 9.4 mmHg)、平均绝对误差(7.8 mmHg 与 8.8 mmHg)和均方根误差(8.7 mmHg 与 10.3 mmHg,所有均为舒张压)。
我们初步证明了一种创新的基于物理模型的单点 PTT-BP 校准方法的概念验证。
所提出的基于物理模型的方法有可能实现更准确和方便的 PTT 到 BP 的校准。