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Comprehensive validation of computational fluid dynamics simulations of in-vivo blood flow in patient-specific cerebral aneurysms

机译:对特定于患者的脑动脉瘤体内血流的计算流体动力学模拟的全面验证

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Purpose: Recently, image-based computational fluid dynamic (CFD) simulations have been proposed to investigate the local hemodynamics inside human cerebral aneurysms. It was suggested that the knowledge of the computed three-dimensional flow fields can be used to assist clinical risk assessment and treatment decision making. Therefore, it was desired to know the reliability of CFD for cerebral blood flow simulation, and be able to provide clinical feedback. However, the validations were not yet comprehensive as they lack either patient-specific boundary conditions (BCs) required for CFD simulations or quantitative comparison methods. Methods: In this study, based on a recently proposed in-vitro quantitative CFD evaluation approach via virtual angiography, the CFD evaluation was extended from phantom to patient studies. In contrast to previous work, patient-specific blood flow rates obtained by transcranial color coded Doppler ultrasound measurements were used to impose CFD BCs. Virtual angiograms (VAs) were constructed which resemble clinically acquired angiograms (AAs). Quantitative measures were defined to thoroughly evaluate the correspondence of the detailed flow features between the AAs and the VAs, and thus, the reliability of CFD simulations. Results: The proposed simulation pipeline provided a comprehensive validation method of CFD simulation for reproducing cerebral blood flow, with a focus on the aneurysm region. Six patient cases were tested and close similarities were found in terms of spatial and temporal variations of contrast agent (CA) distribution between AAs and VAs. For patient #1 to #5, discrepancies of less than 11 were found for the relative root mean square errors in time intensity curve comparisons from characteristic vasculature positions. For patient #6, where the CA concentration curve at vessel inlet cannot be directly extracted from the AAs and given as a BC, deviations about 20 were found. Conclusions: As a conclusion, the reliability of the CFD simulations was well confirmed. Besides, it was shown that the accuracy of CFD simulations was closely related to the input BCs.
机译:目的:最近,提出了基于图像的计算流体动力学(CFD)模拟,以研究人脑动脉瘤内部的局部血液动力学。建议将计算出的三维流场知识用于临床风险评估和治疗决策。因此,希望了解CFD在脑血流模拟中的可靠性,并能够提供临床反馈。但是,验证尚不全面,因为它们缺少CFD模拟或定量比较方法所需的特定于患者的边界条件(BCs)。方法:在这项研究中,基于最近提出的通过虚拟血管造影术进行的体外定量CFD评估方法,CFD评估从幻像扩展到了患者研究。与以前的工作相反,通过经颅彩色编码的多普勒超声测量获得的患者特定的血流速度用于实施CFD BC。虚拟血管造影照片(VAs)的构建类似于临床获得的血管造影照片(AAs)。定义了量化措施以彻底评估AA和VA之间的详细流动特征的对应关系,从而评估CFD模拟的可靠性。结果:拟议中的模拟管线为脑血流再生提供了一种全面的CFD模拟验证方法,重点在于动脉瘤区域。测试了6例患者,发现AA和VA之间的造影剂(CA)分布在空间和时间上存在密切相似性。对于1号至5号患者,在从特征脉管位置进行的时间强度曲线比较中发现相对均方根误差小于11。对于6号患者,无法直接从AA提取血管入口处的CA浓度曲线并将其表示为BC,发现偏差约为20。结论:结论是,CFD仿真的可靠性得到了很好的证实。此外,结果表明,CFD仿真的准确性与输入BC密切相关。

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