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A tidal lung simulation to quantify lung heterogeneity with the Inspired Sinewave Test

机译:使用Inspired Sinewave Test进行潮汐肺模拟以量化肺异质性

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We have created a lung simulation to quantify lung heterogeneity from the results of the inspired sinewave test (IST). The IST is a lung function test that is non-invasive, non-ionising and does not require patients’ cooperation. A tidal lung simulation is developed to assess this test and also a method is proposed to calculate lung heterogeneity from IST results. A sensitivity analysis based on the Morris method and linear regression were applied to verify and to validate the simulation. Additionally, simulated emphysema and pulmonary embolism conditions were created using the simulation to assess the ability of the IST to identify these conditions. Experimental data from five pigs (pre-injured vs injured) were used for validation. This paper contributes to the development of the IST. Firstly, our sensitivity analysis reveals that the IST is highly accurate with an underestimation of about 5% of the simulated values. Sensitivity analysis suggested that both instability in tidal volume and extreme expiratory flow coefficients during the test cause random errors in the IST results. Secondly, the ratios of IST results obtained at two tracer gas oscillation frequencies can identify lung heterogeneity (ELV60/ELV180 and Qp60/Qp180). There was dissimilarity between simulated emphysema and pulmonary embolism (p < 0.0001). In the animal model, the control group had ELV60/ELV180 = 0.58 compared with 0.39 in injured animals (p < 0.0001).
机译:我们已经创建了一个肺模拟,以从正弦波测试(IST)的结果中量化肺异质性。 IST是一项非侵入性,非电离性且不需要患者合作的肺功能测试。开发了潮汐肺模拟来评估该测试,还提出了一种从IST结果计算肺异质性的方法。应用基于莫里斯方法和线性回归的敏感性分析来验证和验证仿真。此外,使用模拟来创建模拟的肺气肿和肺栓塞状况,以评估IST识别这些状况的能力。来自五只猪的实验数据(受伤前与受伤)被用于验证。本文为IST的发展做出了贡献。首先,我们的灵敏度分析表明IST是高度准确的,被低估了大约5%的模拟值。敏感性分析表明,在测试期间,潮气量的不稳定性和极端呼气流量系数均会导致IST结果出现随机误差。其次,在两个示踪气体振荡频率下获得的IST结果之比可以识别肺异质性(ELV 60 / ELV 180 和Qp 60 / Qp 180 )。模拟的肺气肿与肺栓塞之间存在差异(p <0.0001)。在动物模型中,对照组患有ELV 60 / ELV 180 = 0.58,而受伤动物为0.39(p <0.0001)。

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