数学模型阐明了IL-10在人类单核细胞促炎激活中的作用。

The Journal of Biological Chemistry Pub Date : 2023-10-01 Epub Date: 2023-09-01 DOI:10.1016/j.jbc.2023.105205
Niloofar Nikaein, Kedeye Tuerxun, Gunnar Cedersund, Daniel Eklund, Robert Kruse, Eva Särndahl, Eewa Nånberg, Antje Thonig, Dirk Repsilber, Alexander Persson, Elin Nyman
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摘要

炎症是免疫系统对有害刺激作出反应的重要机制之一。在炎症过程中,促炎和抗炎细胞因子相互作用,协调微调和动态免疫反应。细胞因子相互作用控制炎症反应的转换,并决定炎症反应的传播和发展。相互作用的分子途径是复杂的,介质和细胞因子的时间分辨监测是详细研究它们的必要基础。我们的理解可以通过数学模型来推进,这些模型能够详细分析相互作用系统及其动力学相互作用。因此,我们使用数学建模方法来研究显著的促炎和抗炎细胞因子之间的相互作用,重点是脂多糖引发的原代人类单核细胞中的肿瘤坏死因子和白细胞介素10(IL-10)。通过在不同时间点实验性地添加或阻断IL-10来产生相关的时间分辨数据。该模型已成功训练,可以预测独立的验证数据,并进一步用于进行模拟,以理清IL-10反馈在急性炎症事件中的作用。我们利用这一见解获得了一个简化的预测模型,该模型仅包括必要的IL-10介导的反馈。最后,使用经验证的减少模型来预测炎症反应中IL-10肿瘤坏死因子的早期转换。总的来说,我们对人类单核细胞炎症反应的微调有了详细的了解,并提出了一个模型,用于进一步研究细胞因子调节的急性炎症的复杂和动态过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Mathematical models disentangle the role of IL-10 feedbacks in human monocytes upon proinflammatory activation.

Inflammation is one of the vital mechanisms through which the immune system responds to harmful stimuli. During inflammation, proinflammatory and anti-inflammatory cytokines interplay to orchestrate fine-tuned and dynamic immune responses. The cytokine interplay governs switches in the inflammatory response and dictates the propagation and development of the inflammatory response. Molecular pathways underlying the interplay are complex, and time-resolved monitoring of mediators and cytokines is necessary as a basis to study them in detail. Our understanding can be advanced by mathematical models that enable to analyze the system of interactions and their dynamical interplay in detail. We, therefore, used a mathematical modeling approach to study the interplay between prominent proinflammatory and anti-inflammatory cytokines with a focus on tumor necrosis factor and interleukin 10 (IL-10) in lipopolysaccharide-primed primary human monocytes. Relevant time-resolved data were generated by experimentally adding or blocking IL-10 at different time points. The model was successfully trained and could predict independent validation data and was further used to perform simulations to disentangle the role of IL-10 feedbacks during an acute inflammatory event. We used the insight to obtain a reduced predictive model including only the necessary IL-10-mediated feedbacks. Finally, the validated reduced model was used to predict early IL-10-tumor necrosis factor switches in the inflammatory response. Overall, we gained detailed insights into fine-tuning of inflammatory responses in human monocytes and present a model for further use in studying the complex and dynamic process of cytokine-regulated acute inflammation.

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