WenJun Pu , Yan Chen , Shuai Zhao , Tiantong Yu , Heqiang Lin , Haokao Gao , Songyun Xie , Xi Zhang , Bohui Zhang , Chengxiang Li , Kun Lian , Xinzhou Xie
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To improve the accuracy of pulsatile blood flow calculation, a novel CFD based method considering the inertia term is proposed.</p></div><div><h3>Methods</h3><p>A flow resistance model based on Pressure-Flow vs.Time curves is proposed to model the resistance of the epicardial artery. The parameters of the flow resistance model can be fitted from the simulated pulsating flow rates and pressure drops of a specific mode. Then, pulsating blood flow can be calculated by combining the incomplete pressure boundary conditions under pulsating conditions which are easily obtained in clinic. Through simulation experiments, the effectiveness of the proposed method is validated in idealized and reconstructed 3D model of coronary artery. The impacts of key parameters for generating the simulated pulsating flow rates and pressure drops on the accuracy of pulsatile blood flow calculation are also investigated.</p></div><div><h3>Results</h3><p>For the idealized model, the previously proposed Pressure-Flow model has a significant leading effect on the computed blood flow waveform in the moderate model, and this leading effect disappears with the increase of the degree of stenosis. The improved model proposed in this paper has no leading effect, the root mean square error (RMSE) of the proposed model is low (the left coronary mode:≤0.0160, the right coronary mode:≤0.0065) for all simulated models, and the RMSE decreases with an increase of stenosis. The RMSE is consistently small (≤0.0217) as the key parameters of the proposed method vary in a large range. It is verified in the reconstructed model that the proposed model significantly reduces the RMSE of patients with moderate stenosis (the Pressure-Flow model:≤0.0683, the Pressure-Flow vs.Time model:≤0.0297), and the obtained blood flow waveform has a higher coincidence with the simulated reference waveform.</p></div><div><h3>Conclusions</h3><p>This paper confirms that ignoring the effect of inertia term can significantly affect the accuracy of calculating pulsatile blood flow in moderate stenosis lesions, and the new method proposed in this paper can significantly improves the accuracy of calculating pulsatile blood flow in moderate stenosis lesions. 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Computational fluid dynamics (CFD) methods integrating coronary angiography images and fractional flow reserve (FFR) offer a novel approach for computing mean coronary blood flow. However, previous methods neglect the inertial effect of blood flow, which may have great impact on pulsatile blood flow calculation. To improve the accuracy of pulsatile blood flow calculation, a novel CFD based method considering the inertia term is proposed.</p></div><div><h3>Methods</h3><p>A flow resistance model based on Pressure-Flow vs.Time curves is proposed to model the resistance of the epicardial artery. The parameters of the flow resistance model can be fitted from the simulated pulsating flow rates and pressure drops of a specific mode. Then, pulsating blood flow can be calculated by combining the incomplete pressure boundary conditions under pulsating conditions which are easily obtained in clinic. Through simulation experiments, the effectiveness of the proposed method is validated in idealized and reconstructed 3D model of coronary artery. The impacts of key parameters for generating the simulated pulsating flow rates and pressure drops on the accuracy of pulsatile blood flow calculation are also investigated.</p></div><div><h3>Results</h3><p>For the idealized model, the previously proposed Pressure-Flow model has a significant leading effect on the computed blood flow waveform in the moderate model, and this leading effect disappears with the increase of the degree of stenosis. The improved model proposed in this paper has no leading effect, the root mean square error (RMSE) of the proposed model is low (the left coronary mode:≤0.0160, the right coronary mode:≤0.0065) for all simulated models, and the RMSE decreases with an increase of stenosis. The RMSE is consistently small (≤0.0217) as the key parameters of the proposed method vary in a large range. 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引用次数: 0
摘要
背景准确测量冠状动脉中的搏动性血流可进行冠状动脉波强度分析,这可作为评估冠状动脉生理学和心肌活力的指标。计算流体动力学(CFD)方法整合了冠状动脉造影图像和分数血流储备(FFR),为计算冠状动脉平均血流量提供了一种新方法。然而,以前的方法忽略了血流的惯性效应,这可能会对搏动血流的计算产生很大影响。为了提高搏动血流计算的准确性,本文提出了一种考虑惯性项的基于 CFD 的新型方法。流动阻力模型的参数可根据特定模式的模拟搏动流速和压降进行拟合。然后,结合临床上容易获得的搏动条件下的不完全压力边界条件,即可计算出搏动血流。通过模拟实验,在理想化和重建的冠状动脉三维模型中验证了所提方法的有效性。结果在理想化模型中,之前提出的压力-流量模型对中度模型中计算出的血流波形有明显的引导作用,这种引导作用随着狭窄程度的增加而消失。本文提出的改进模型没有前导效应,所有模拟模型的均方根误差(RMSE)都很低(左冠状动脉模式:≤0.0160,右冠状动脉模式:≤0.0065),且均方根误差随着狭窄程度的增加而减小。由于所提方法的关键参数变化范围较大,因此均方根误差始终很小(≤0.0217)。在重建的模型中可以验证,所提出的模型明显降低了中度狭窄患者的均方根误差(压力-流量模型:≤0.0683,压力-流量 vs. 时间模型:≤0.0297),获得的血流波形与模拟的参考波形具有更高的重合度。结论 本文证实,忽略惯性项的影响会显著影响中度狭窄病变搏动血流计算的准确性,而本文提出的新方法能显著提高中度狭窄病变搏动血流计算的准确性。本文提出的方法为临床获取压力同步血流提供了一种便捷的方法,有望促进波形分析在冠心病诊断中的应用。
Computing pulsatile blood flow of coronary artery under incomplete boundary conditions
Background
Accurate measurement of pulsatile blood flow in the coronary arteries enables coronary wave intensity analysis, which can serve as an indicator for assessing coronary artery physiology and myocardial viability. Computational fluid dynamics (CFD) methods integrating coronary angiography images and fractional flow reserve (FFR) offer a novel approach for computing mean coronary blood flow. However, previous methods neglect the inertial effect of blood flow, which may have great impact on pulsatile blood flow calculation. To improve the accuracy of pulsatile blood flow calculation, a novel CFD based method considering the inertia term is proposed.
Methods
A flow resistance model based on Pressure-Flow vs.Time curves is proposed to model the resistance of the epicardial artery. The parameters of the flow resistance model can be fitted from the simulated pulsating flow rates and pressure drops of a specific mode. Then, pulsating blood flow can be calculated by combining the incomplete pressure boundary conditions under pulsating conditions which are easily obtained in clinic. Through simulation experiments, the effectiveness of the proposed method is validated in idealized and reconstructed 3D model of coronary artery. The impacts of key parameters for generating the simulated pulsating flow rates and pressure drops on the accuracy of pulsatile blood flow calculation are also investigated.
Results
For the idealized model, the previously proposed Pressure-Flow model has a significant leading effect on the computed blood flow waveform in the moderate model, and this leading effect disappears with the increase of the degree of stenosis. The improved model proposed in this paper has no leading effect, the root mean square error (RMSE) of the proposed model is low (the left coronary mode:≤0.0160, the right coronary mode:≤0.0065) for all simulated models, and the RMSE decreases with an increase of stenosis. The RMSE is consistently small (≤0.0217) as the key parameters of the proposed method vary in a large range. It is verified in the reconstructed model that the proposed model significantly reduces the RMSE of patients with moderate stenosis (the Pressure-Flow model:≤0.0683, the Pressure-Flow vs.Time model:≤0.0297), and the obtained blood flow waveform has a higher coincidence with the simulated reference waveform.
Conclusions
This paper confirms that ignoring the effect of inertia term can significantly affect the accuracy of calculating pulsatile blood flow in moderate stenosis lesions, and the new method proposed in this paper can significantly improves the accuracy of calculating pulsatile blood flow in moderate stenosis lesions. The proposed method provides a convenient clinical method for obtaining pressure-synchronized blood flow, which is expected to facilitate the application of waveform analysis in the diagnosis of coronary artery disease.
期刊介绍:
Medical Engineering & Physics provides a forum for the publication of the latest developments in biomedical engineering, and reflects the essential multidisciplinary nature of the subject. The journal publishes in-depth critical reviews, scientific papers and technical notes. Our focus encompasses the application of the basic principles of physics and engineering to the development of medical devices and technology, with the ultimate aim of producing improvements in the quality of health care.Topics covered include biomechanics, biomaterials, mechanobiology, rehabilitation engineering, biomedical signal processing and medical device development. Medical Engineering & Physics aims to keep both engineers and clinicians abreast of the latest applications of technology to health care.