School of Mechanical, Medical and Process Engineering, Faculty of Engineering, Queensland University of Technology, Brisbane, 4000, Queensland, Australia.
Centre for Biomedical Technologies, Queensland University of Technology, Brisbane, Queensland, Australia.
Sci Rep. 2023 Jan 5;13(1):219. doi: 10.1038/s41598-022-27354-w.
Computational fluid dynamics (CFD) simulations are increasingly utilised to evaluate intracranial aneurysm (IA) haemodynamics to aid in the prediction of morphological changes and rupture risk. However, these models vary and differences in published results warrant the investigation of IA-CFD reproducibility. This study aims to explore sources of intra-team variability and determine its impact on the aneurysm morphology and CFD parameters. A team of four operators were given six sets of magnetic resonance angiography data spanning a decade from one patient with a middle cerebral aneurysm. All operators were given the same protocol and software for model reconstruction and numerical analysis. The morphology and haemodynamics of the operator models were then compared. The segmentation, smoothing factor, inlet and outflow branch lengths were found to cause intra-team variability. There was 80% reproducibility in the time-averaged wall shear stress distribution among operators with the major difference attributed to the level of smoothing. Based on these findings, it was concluded that the clinical applicability of CFD simulations may be feasible if a standardised segmentation protocol is developed. Moreover, when analysing the aneurysm shape change over a decade, it was noted that the co-existence of positive and negative values of the wall shear stress divergence (WSSD) contributed to the growth of a daughter sac.
计算流体动力学 (CFD) 模拟越来越多地用于评估颅内动脉瘤 (IA) 的血流动力学,以帮助预测形态变化和破裂风险。然而,这些模型存在差异,发表的结果差异表明有必要研究 IA-CFD 的可重复性。本研究旨在探讨团队内变异性的来源,并确定其对动脉瘤形态和 CFD 参数的影响。一个由四名操作员组成的团队使用来自一位患有大脑中动脉瘤患者的十年内的六组磁共振血管造影数据。所有操作员都使用相同的协议和软件进行模型重建和数值分析。然后比较了操作员模型的形态和血流动力学。发现分割、平滑因子、入口和出口分支长度会导致团队内变异性。操作员之间的时均壁切应力分布具有 80%的可重复性,主要差异归因于平滑水平。根据这些发现,如果开发出标准化的分割协议,则可以认为 CFD 模拟的临床适用性是可行的。此外,在分析十年间动脉瘤形状的变化时,注意到壁切应力散度 (WSSD) 的正负值共存有助于子囊的生长。