Kloosterman Astrid, Dillen Teun van, Bijwaard Harmen, Heeneman Sylvia, Hoving Saske, Stewart Fiona A, Dekkers Fieke
Centre for Environmental Safety and Security, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands.
Medical Technology Research Group, Inholland University of Applied Sciences, Haarlem, The Netherlands.
Radiat Environ Biophys. 2017 Nov;56(4):423-431. doi: 10.1007/s00411-017-0709-2. Epub 2017 Sep 2.
Atherosclerosis is the development of lipid-laden plaques in arteries and is nowadays considered as an inflammatory disease. It has been shown that high doses of ionizing radiation, as used in radiotherapy, can increase the risk of development or progression of atherosclerosis. To elucidate the effects of radiation on atherosclerosis, we propose a mathematical model to describe radiation-promoted plaque development. This model distinguishes itself from other models by combining plaque initiation and plaque growth, and by incorporating information from biological experiments. It is based on two consecutive processes: a probabilistic dose-dependent plaque initiation process, followed by deterministic plaque growth. As a proof of principle, experimental plaque size data from carotid arteries from irradiated ApoE[Formula: see text] mice was used to illustrate how this model can provide insight into the underlying biological processes. This analysis supports the promoting role for radiation in plaque initiation, but the model can easily be extended to include dose-related effects on plaque growth if available experimental data would point in that direction. Moreover, the model could assist in designing future biological experiments on this research topic. Additional biological data such as plaque size data from chronically-irradiated mice or experimental data sets with a larger variety in biological parameters can help to further unravel the influence of radiation on plaque development. To the authors' knowledge, this is the first biophysical model that combines probabilistic and mechanistic modeling which uses experimental data to investigate the influence of radiation on plaque development.
动脉粥样硬化是动脉中富含脂质的斑块的形成过程,如今被认为是一种炎症性疾病。研究表明,放疗中使用的高剂量电离辐射会增加动脉粥样硬化发生或进展的风险。为了阐明辐射对动脉粥样硬化的影响,我们提出了一个数学模型来描述辐射促进斑块形成的过程。该模型通过结合斑块起始和斑块生长,并纳入生物学实验信息,与其他模型区分开来。它基于两个连续的过程:一个概率性的剂量依赖性斑块起始过程,随后是确定性的斑块生长。作为原理验证,使用来自受辐照的载脂蛋白E基因敲除小鼠颈动脉的实验斑块大小数据,来说明该模型如何能够洞察潜在的生物学过程。该分析支持了辐射在斑块起始中的促进作用,但如果现有实验数据指向该方向,该模型可以很容易地扩展以纳入辐射对斑块生长的剂量相关影响。此外,该模型可以协助设计关于这一研究主题的未来生物学实验。其他生物学数据,如来自长期受辐照小鼠的斑块大小数据或具有更多生物学参数变化的实验数据集,有助于进一步揭示辐射对斑块形成的影响。据作者所知,这是第一个结合概率性和机制性建模,并使用实验数据来研究辐射对斑块形成影响的生物物理模型。