Uncertainty and Sensitivity Analysis of Hair Growth Duration in Human Scalp Follicles Under Normal and Alopecic Conditions.

IF 2.3 4区 数学 Q2 BIOLOGY
Atanaska Dobreva, Damon Comer, N G Cogan, Ralf Paus
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Abstract

Hair follicles, the organs that produce hair, go through a constant cycle composed of phases of growth, regression, and rest. During this cycle, matrix keratinocytes (MKs), the cells responsible for hair fiber synthesis, proliferate for several years and then undergo spontaneous apoptosis. Damage to MKs and perturbations in their normal dynamics result in a shortened growth phase of the hair cycle, leading to hair loss. The most common factors causing such disruption are hormonal imbalance and attacks by the immune system. Androgenetic alopecia (AGA) is a form of hair loss caused by high sensitivity to androgens, and alopecia areata (AA) is a condition where hair loss is caused by an autoimmune reaction against MKs. In this study, we inform a mathematical model for the human hair cycle with experimental data for the lengths of hair cycle phases available from male control subjects and subjects with AGA. We also connect a mathematical model for AA with estimates for the duration of hair cycle phases obtained from the literature. Subsequently, with each model we perform parameter screening, uncertainty quantification, and global sensitivity analysis, and we compare the results across control, AGA, and AA conditions. The findings reveal that, in AGA subjects, there is greater uncertainty associated with the duration of hair growth than in control subjects. Additionally, compared to control and AGA conditions, in AA it is more certain that longer hair growth phase could not be expected. The global sensitivity analysis results show that, in AGA conditions, synthesis of regulatory molecules in the dermal papilla and stem cell input to the MK population have high impact on hair growth duration, which agrees with physiological understanding for the effect of androgens on hair follicles in AGA.

正常和脱发情况下人类头皮毛囊毛发生长时间的不确定度和敏感性分析。
毛囊是产生头发的器官,它经历了一个由生长、退化和休息阶段组成的恒定周期。在这个周期中,负责毛发纤维合成的基质角化细胞(MKs)增殖数年,然后发生自发凋亡。对mk的损害及其正常动态的扰动导致头发周期生长阶段缩短,从而导致脱发。造成这种破坏的最常见因素是荷尔蒙失衡和免疫系统的攻击。雄激素性脱发(AGA)是一种由对雄激素高度敏感引起的脱发,斑秃(AA)是一种由对mk的自身免疫反应引起的脱发。在这项研究中,我们建立了一个人类头发周期的数学模型,并从男性对照组和AGA受试者中获得了头发周期阶段长度的实验数据。我们还将AA的数学模型与从文献中获得的头发周期阶段持续时间的估计联系起来。随后,我们对每个模型进行参数筛选、不确定度量化和全局敏感性分析,并比较对照、AGA和AA条件下的结果。研究结果显示,与对照组相比,AGA受试者的头发生长持续时间存在更大的不确定性。此外,与对照组和AGA条件相比,AA条件下更确定的是头发生长期不会延长。全局敏感性分析结果表明,在AGA条件下,真皮乳头中调控分子的合成和干细胞输入MK群体对毛发生长持续时间有很高的影响,这与AGA条件下雄激素对毛囊影响的生理学认识一致。
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
CiteScore
3.90
自引率
8.60%
发文量
123
审稿时长
7.5 months
期刊介绍: The Bulletin of Mathematical Biology, the official journal of the Society for Mathematical Biology, disseminates original research findings and other information relevant to the interface of biology and the mathematical sciences. Contributions should have relevance to both fields. In order to accommodate the broad scope of new developments, the journal accepts a variety of contributions, including: Original research articles focused on new biological insights gained with the help of tools from the mathematical sciences or new mathematical tools and methods with demonstrated applicability to biological investigations Research in mathematical biology education Reviews Commentaries Perspectives, and contributions that discuss issues important to the profession All contributions are peer-reviewed.
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