Reduced-Order Model for Cell Volume Homeostasis: Application to Aqueous Humor Production.

IF 2.1 Q2 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Mathematical & Computational Applications Pub Date : 2025-02-01 Epub Date: 2025-01-24 DOI:10.3390/mca30010013
Riccardo Sacco, Greta Chiaravalli, Giovanna Guidoboni, Anita Layton, Gal Antman, Keren Wood Shalem, Alice Verticchio, Brent Siesky, Alon Harris
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Abstract

The ability of a cell to keep its volume constant irrespective of intra- and extracellular conditions is essential for cellular homeostasis and survival. The purpose of this study is to elaborate a theoretical model of cell volume homeostasis and to apply it to a simulation of human aqueous humor (AH) production. The model assumes a cell with a spherical shape and only radial deformation satisfying the property that the cell volume in rest conditions equals that of the cell couplets constituting the ciliary epithelium of the human eye. The cytoplasm is described as a homogeneous mixture containing fluid, ions, and neutral solutes whose evolution is determined by net production mechanisms occurring in the intracellular volume and by water and solute exchange across the membrane. Averaging the balance equations over the cell volume leads to a coupled system of nonlinear ordinary differential equations (ODEs) which are solved using the θ -method and the Matlab function ode15s. Simulation tests are conducted to characterize the set of parameters corresponding to baseline conditions in AH production. The model is subsequently used to investigate the relative importance of (a) impermeant charged proteins; (b) sodium-potassium (Na+/K+) pumps; (c) carbonic anhydrase (CA) in the AH production process; and (d) intraocular pressure. Results suggest that (a) and (b) play a role; (c) lacks significant weight, at least for low carbon dioxide values; and (d) plays a role for the elevated values of intraocular pressure. Model results describe a higher impact from charged proteins and Na+/K+ ATPase than CA on AH production and cellular volume. The computational virtual laboratory provides a method to further test in vivo experiments and machine learning-based data analysis toward the prevention and cure of ocular diseases such as glaucoma.

细胞体积稳态的降阶模型:在房水生产中的应用。
无论细胞内外条件如何,细胞保持体积恒定的能力对细胞的内稳态和生存至关重要。本研究的目的是阐述细胞体积稳态的理论模型,并将其应用于模拟人类房水(AH)的产生。该模型假设细胞呈球形,只有径向变形,满足静止状态下细胞体积等于构成人眼睫状上皮的细胞对的性质。细胞质被描述为含有液体、离子和中性溶质的均匀混合物,其演变是由细胞内体积的净生产机制和膜上的水和溶质交换决定的。对细胞体积上的平衡方程进行平均,得到一个非线性常微分方程(ode)的耦合系统,该系统采用θ -方法和Matlab函数ode15s求解。进行了模拟测试,以表征与AH生产基线条件相对应的一组参数。该模型随后用于研究(a)不含电荷蛋白的相对重要性;(b)钠钾(Na+/K+)泵;(c)碱解菌生产过程中的碳酸酐酶(CA);(d)眼压。结果表明(a)和(b)起作用;(c)缺乏显著的重量,至少对于低二氧化碳值而言;(d)与眼压升高有关。模型结果表明,与CA相比,带电蛋白和Na+/K+ atp酶对AH生成和细胞体积的影响更大。计算虚拟实验室为青光眼等眼部疾病的预防和治疗提供了一种进一步测试体内实验和基于机器学习的数据分析的方法。
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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来源期刊
Mathematical & Computational Applications
Mathematical & Computational Applications MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-
自引率
10.50%
发文量
86
审稿时长
12 weeks
期刊介绍: Mathematical and Computational Applications (MCA) is devoted to original research in the field of engineering, natural sciences or social sciences where mathematical and/or computational techniques are necessary for solving specific problems. The aim of the journal is to provide a medium by which a wide range of experience can be exchanged among researchers from diverse fields such as engineering (electrical, mechanical, civil, industrial, aeronautical, nuclear etc.), natural sciences (physics, mathematics, chemistry, biology etc.) or social sciences (administrative sciences, economics, political sciences etc.). The papers may be theoretical where mathematics is used in a nontrivial way or computational or combination of both. Each paper submitted will be reviewed and only papers of highest quality that contain original ideas and research will be published. Papers containing only experimental techniques and abstract mathematics without any sign of application are discouraged.
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