Sensitivity Analysis of a Mathematical Model Representing the Female Endocrine Cycle

Q3 Engineering IFAC-PapersOnLine Pub Date : 2025-01-01 Epub Date: 2025-03-27 DOI:10.1016/j.ifacol.2025.03.044
Clara Horvath , Marie-Sophie Kohlmayer , Andreas Körner
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Abstract

This paper presents an extensive global sensitivity analysis of a mathematical model describing the female endocrine cycle. The model, based on a system of differential equations, captures the dynamics of Luteinizing Hormone, Follicle-Stimulating Hormone, Estrogen, and Progesterone, along with their regulatory feedback mechanisms. We employed three complementary methods – Latin Hypercube Sampling, Partial Rank Correlation Coefficient, and extended Fourier Amplitude Sensitivity Test – to analyze both linear and non-linear parameter-output relationships. The extended Fourier Amplitude Sensitivity Test method, in particular, revealed non-monotonic and non-linear interactions between input and output, highlighting the complexity of the hypothalamus-pituitary-ovary axis. Our findings offer significant insights for future model refinement and pave mathematical ways towards better understanding of the female endocrine cycle and potential clinical applications, especially in the diagnosis and treatment of reproductive disorders.
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女性内分泌周期数学模型的敏感性分析
本文提出了一个广泛的全局敏感性分析的数学模型描述女性内分泌周期。该模型基于一个微分方程系统,捕捉了促黄体生成素、促卵泡激素、雌激素和孕激素的动态,以及它们的调节反馈机制。我们采用了三种互补的方法——拉丁超立方采样、偏秩相关系数和扩展傅立叶振幅灵敏度测试——来分析线性和非线性参数-输出关系。特别是扩展傅立叶振幅灵敏度测试方法,揭示了输入和输出之间的非单调和非线性相互作用,突出了下丘脑-垂体-卵巢轴的复杂性。我们的研究结果为未来的模型改进提供了重要的见解,并为更好地理解女性内分泌周期和潜在的临床应用铺平了数学途径,特别是在生殖疾病的诊断和治疗方面。
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来源期刊
IFAC-PapersOnLine
IFAC-PapersOnLine Engineering-Control and Systems Engineering
CiteScore
1.70
自引率
0.00%
发文量
1122
期刊介绍: All papers from IFAC meetings are published, in partnership with Elsevier, the IFAC Publisher, in theIFAC-PapersOnLine proceedings series hosted at the ScienceDirect web service. This series includes papers previously published in the IFAC website.The main features of the IFAC-PapersOnLine series are: -Online archive including papers from IFAC Symposia, Congresses, Conferences, and most Workshops. -All papers accepted at the meeting are published in PDF format - searchable and citable. -All papers published on the web site can be cited using the IFAC PapersOnLine ISSN and the individual paper DOI (Digital Object Identifier). The site is Open Access in nature - no charge is made to individuals for reading or downloading. Copyright of all papers belongs to IFAC and must be referenced if derivative journal papers are produced from the conference papers. All papers published in IFAC-PapersOnLine have undergone a peer review selection process according to the IFAC rules.
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