Analysis of kinetics of light scattering by cell suspection during aggregation: mathematical modeling of platelet disaggregation

34 Pub Date : 2021-06-30 DOI:10.26565/2311-0872-2021-34-08
O. Pertsov, V. P. Berest
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Abstract

Background. Molecular mechanisms of platelet aggregation are actively studied by methods of molecular cell biology, biochemistry, applied physics, but the problem of modeling the dynamics of this process remains open. Mathematical modeling allows to establish quantitative indicators of aggregation kinetics, to analyze the results of scientific research and testing of blood samples in everyday medical practice. Known mathematical models of spontaneous reversible and irreversible platelet aggregation in a shear flow of different intensity are not suitable for analysis of data obtained by the most common laboratory method - light transmission aggregometry. Objectives. The aim of the work was to create a mathematical model of platelet aggregation that can adequately describe the reversible cell aggregation, in particular the disaggregation of platelets in suspension. Materials and methods. A mathematical model of induced platelet aggregation has been developed. The kinetic constants of the model were optimized by experimentally determined average platelet counts in the aggregate measured by light scattering. Kinetic curves of light scattering of platelet suspension during aggregation induced by physiological agonist ADP were obtained using a laser analyzer of platelet aggregation ALAT-2 "Biola". Results. The proposed mathematical model is suitable for modeling reverse aggregation of platelets due to taking into account the inactivation of cells using the time dependence and correction of the disaggregation term. Conclusions. The developed mathematical model complements the models of the dynamics of irreversible platelet aggregation and allows to analyze reversible aggregation. The model satisfactorily describes the experimental time dependences of the size of platelet aggregates obtained by light transmission aggregometry. The introduced additional parameter and the method of setting the term corresponding to inactivation have a much smaller effect on the dependences than the kinetic constants. Calculated by model and optimized according to experimental data at different temperatures rate constants allow to calculate the activation energies of the aggregation process. When using light transmission aggregometry data to optimize the model parameters, it is advised to pre-smooth the input data to remove noise caused by the inhomogeneity of the suspension.
聚集过程中细胞怀疑的光散射动力学分析:血小板分解的数学模型
背景。分子细胞生物学、生物化学、应用物理学等方法对血小板聚集的分子机制进行了积极的研究,但这一过程的动力学建模仍然是一个开放的问题。数学建模可以建立聚集动力学的定量指标,分析日常医疗实践中对血液样本的科学研究和测试结果。已知的不同强度剪切流中自发可逆和不可逆血小板聚集的数学模型不适用于最常用的实验室方法——光透射聚集法获得的数据分析。这项工作的目的是创建一个血小板聚集的数学模型,该模型可以充分描述可逆的细胞聚集,特别是悬浮血小板的分解。材料和方法。建立了诱导血小板聚集的数学模型。通过光散射法测定聚集体中血小板的平均计数,优化了模型的动力学常数。采用血小板聚集激光分析仪ALAT-2“Biola”,获得了生理激动剂ADP诱导血小板悬浮液聚集过程中的光散射动力学曲线。该数学模型考虑了细胞的失活,利用时间依赖性和解聚项的校正,适合于模拟血小板的反向聚集。开发的数学模型补充了不可逆血小板聚集动力学模型,并允许分析可逆聚集。该模型令人满意地描述了光透射聚集体法获得的血小板聚集体大小的实验时间依赖性。与动力学常数相比,引入的附加参数和设定失活项的方法对依赖关系的影响要小得多。通过模型计算并根据实验数据在不同温度下进行优化,可以计算出聚合过程的活化能。在使用透光聚合数据对模型参数进行优化时,建议对输入数据进行预平滑处理,以去除悬架不均匀性带来的噪声。
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