Twardawa Mateusz, Gutowska Kaja, Formanowicz Piotr
Institute of Computing Science, Poznan University of Technology, Piotrowo 2, 60-965 Poznan, Poland.
Poznan Supercomputing and Networking Center, ICT Security Department, Affiliated to the Institute of Bioorganic Chemistry, Polish Academy of Sciences, Jana Pawła II 10, 61-139 Poznan, Poland.
J Bioinform Comput Biol. 2024 Dec;22(6):2450029. doi: 10.1142/S021972002450029X.
Cardiovascular diseases have long been studied to identify their causal factors and counteract them effectively. Atherosclerosis, an inflammatory process of the blood vessel wall, is a common cardiovascular disease. Among the many well-known risk factors, hypercholesterolemia is undoubtedly a significant condition for atherosclerotic plaque formation and is linked to atherosclerosis on many levels, i.e. cell interactions, cytokines levels, diet, and lifestyle. Current studies suggest that controlling balance between proinflammatory (1) and anti-inflammatory (2) types of macrophages may be used for patient condition improvement and necrotic core reduction. This study considered the effects of hypercholesterolemia on the population dynamics of macrophages (0, 1, 2, foam cells) in atherosclerotic plaque. A mathematical model using a matrix approach to population dynamics was proposed and tested in various scenarios. In order to check model sensitivity and variability associated with error propagation, the uncertainty analysis was performed based on the Monte Carlo approach. Simulations of macrophage population dynamics provided the assessment of necrotic core development and plaque instability. Excess lipid levels emerged as the most critical factor for necrotic core development. However, plaque growth can be significantly slowed if macrophages and foam cells can maintain proper lipid levels. This balance may be disrupted by proinflammatory lipids that eventually will increase plaque size, what is also reflected by 1/2 dynamics. Hypercholesterolemia accelerates atherosclerosis development, leading to earlier cardiovascular incidents. results suggest that reducing lipid intake and portion of proinflammatory lipids is crucial to slowing plaque development and reducing rupture risk, all of which requires preserving fragile 1/2 balance. Targeting the inflammatory microenvironment and macrophage polarization represents a promising approach for atherosclerosis management.
长期以来,人们一直在研究心血管疾病,以确定其致病因素并有效地对抗这些因素。动脉粥样硬化是血管壁的一种炎症过程,是一种常见的心血管疾病。在众多已知的风险因素中,高胆固醇血症无疑是动脉粥样硬化斑块形成的一个重要条件,并且在许多层面上与动脉粥样硬化相关联,即细胞相互作用、细胞因子水平、饮食和生活方式。目前的研究表明,控制促炎(1型)和抗炎(2型)巨噬细胞之间的平衡可用于改善患者病情并减少坏死核心。本研究考虑了高胆固醇血症对动脉粥样硬化斑块中巨噬细胞(0型、1型、2型、泡沫细胞)群体动态的影响。提出了一种使用群体动态矩阵方法的数学模型,并在各种情况下进行了测试。为了检查与误差传播相关的模型敏感性和变异性,基于蒙特卡罗方法进行了不确定性分析。巨噬细胞群体动态模拟提供了对坏死核心发展和斑块不稳定性的评估。脂质水平过高成为坏死核心发展的最关键因素。然而,如果巨噬细胞和泡沫细胞能够维持适当的脂质水平,斑块生长可以显著减缓。这种平衡可能会被促炎脂质破坏,最终会增加斑块大小,这也反映在1/2动态中。高胆固醇血症加速动脉粥样硬化发展,导致更早的心血管事件。结果表明,减少脂质摄入和促炎脂质的比例对于减缓斑块发展和降低破裂风险至关重要,所有这些都需要保持脆弱的1/2平衡。针对炎症微环境和巨噬细胞极化是动脉粥样硬化管理的一种有前途的方法。