Basal State Calibration of a Chemical Reaction Network Model for Autophagy.

IF 5.6 2区 生物学 International Journal of Molecular Sciences Pub Date : 2024-10-21 DOI:10.3390/ijms252011316
Bence Hajdú, Orsolya Kapuy, Tibor Nagy
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Abstract

The modulation of autophagy plays a dual role in tumor cells, with the potential to both promote and suppress tumor proliferation. In order to gain a deeper understanding of the nature of autophagy, we have developed a chemical reaction kinetic model of autophagy and apoptosis based on the mass action kinetic models that have been previously described in the literature. It is regrettable that the authors did not provide all of the information necessary to reconstruct their model, which made their simulation results irreproducible. In this study, based on an extensive literature review, we have identified concentrations for each species in the stress-free, homeostatic state. These ranges were randomly sampled to generate sets of initial concentrations, from which the simulations were run. In every case, abnormal behavior was observed, with apoptosis and autophagy being activated, even in the absence of stress. Consequently, the model failed to reproduce even the basal conditions. Detailed examination of the model revealed erroneous reactions, which were corrected. The influential kinetic parameters of the corrected model were identified and optimized using the Optima++ code. The model is now capable of simulating homeostatic states, and provides a suitable basis for further model development to describe cell response to various stresses.

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自噬化学反应网络模型的基态校准
自噬的调节在肿瘤细胞中扮演着双重角色,既有可能促进肿瘤增殖,也有可能抑制肿瘤增殖。为了更深入地了解自噬的本质,我们根据之前文献中描述的质量作用动力学模型,建立了自噬和细胞凋亡的化学反应动力学模型。令人遗憾的是,作者没有提供重建模型所需的全部信息,这使得他们的模拟结果无法再现。在本研究中,我们在广泛查阅文献的基础上,确定了每个物种在无应力、平衡状态下的浓度。在这些范围内随机取样,生成一组初始浓度,并据此运行模拟。在每种情况下,我们都观察到了异常行为,即使在没有压力的情况下,细胞凋亡和自噬也会被激活。因此,该模型甚至无法再现基础条件。对模型的详细检查发现了错误的反应,并对其进行了修正。使用 Optima++ 代码确定并优化了修正后模型的影响动力学参数。该模型现在能够模拟平衡状态,并为进一步开发模型以描述细胞对各种压力的反应提供了合适的基础。
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来源期刊
自引率
10.70%
发文量
13472
审稿时长
1.7 months
期刊介绍: The International Journal of Molecular Sciences (ISSN 1422-0067) provides an advanced forum for chemistry, molecular physics (chemical physics and physical chemistry) and molecular biology. It publishes research articles, reviews, communications and short notes. Our aim is to encourage scientists to publish their theoretical and experimental results in as much detail as possible. Therefore, there is no restriction on the length of the papers or the number of electronics supplementary files. For articles with computational results, the full experimental details must be provided so that the results can be reproduced. Electronic files regarding the full details of the calculation and experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material (including animated pictures, videos, interactive Excel sheets, software executables and others).
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