Peiffer Véronique, Bharath Anil A, Sherwin Spencer J, Weinberg Peter D
Department of Aeronautics and Department of Bioengineering, Imperial College London, London, UK.
J Biomech Eng. 2013 Feb;135(2):021023. doi: 10.1115/1.4023381.
Studies investigating the relation between the focal nature of atherosclerosis and hemodynamic factors are employing increasingly rigorous approaches to map the disease and calculate hemodynamic metrics. However, no standardized methodology exists to quantitatively compare these distributions. We developed a statistical technique that can be used to determine if hemodynamic and lesion maps are significantly correlated. The technique, which is based on a surrogate data analysis, does not require any assumptions (such as linearity) on the nature of the correlation. Randomized sampling was used to ensure the independence of data points, another basic assumption of commonly-used statistical methods that is often disregarded. The novel technique was used to compare previously-obtained maps of lesion prevalence in aortas of immature and mature cholesterol-fed rabbits to corresponding maps of wall shear stress, averaged across several animals in each age group. A significant spatial correlation was found in the proximal descending thoracic aorta, but not further downstream. Around intercostal branch openings the correlation was borderline significant in immature but not in mature animals. The results confirm the need for further investigation of the relation between the localization of atherosclerosis and blood flow, in conjunction with appropriate statistical techniques such as the method proposed here.
研究动脉粥样硬化的局灶性与血流动力学因素之间关系的研究,正采用越来越严谨的方法来绘制疾病图谱并计算血流动力学指标。然而,目前尚无标准化方法来定量比较这些分布。我们开发了一种统计技术,可用于确定血流动力学图谱与病变图谱是否显著相关。该技术基于替代数据分析,不需要对相关性的性质做任何假设(如线性)。采用随机抽样来确保数据点的独立性,这是常用统计方法的另一个基本假设,却常常被忽视。这项新技术被用于比较先前获得的未成熟和成熟胆固醇喂养兔主动脉病变患病率图谱与相应的壁面切应力图谱,壁面切应力图谱是对每个年龄组的几只动物进行平均得到的。在胸主动脉近端降部发现了显著的空间相关性,但在更远端则未发现。在肋间分支开口周围,未成熟动物的相关性接近显著,但成熟动物则不显著。结果证实,需要结合诸如本文提出的方法等适当的统计技术,进一步研究动脉粥样硬化的定位与血流之间的关系。