Stress responses and dynamic equilibrium: Key determinants of aging in the C. elegans clk-1 mutant

Jose Carracedo-Gonzalez, Fausto Arellano-Carbajal, Etzel Garrido, Roberto Alvarez-Martinez
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Abstract

Systems biology is a helpful approach to study complex processes such as aging. Indeed, integrating experimental data with mathematical models and bioinformatics can help us to better understand the aging process.The long-lived mutants of C. elegans have generated extensive data about the molecular and cellular mechanisms involved in aging. Among these mutants, clk-1 is a well-studied gene that encodes for a ubiquitin precursor and exhibits a pleiotropic phenotype during aging, characterized by slow rate behaviors, high levels of mitochondrial ROS, autophagy induction, and metabolic changes. However, further elucidation is required to disentangle the relationship between these molecular changes and the phenotype (lifespan extension and changes in pharyngeal pumping, swimming, and defecation). We combined experimental data and modeling tools to represent the genetic interactions with a boolean network. We then inferred the differential equations for each node , following the boolean rules, to achieve a continuous approach. The results show that aak-2 (AMPK) is a critical gene for the long lifespan of clk-1, given its essential role in the induction of a stress response observed in the network attractors and the health condition and lifespan. To define the health condition of the strains (N2, clk-1, aak-2, and clk-1;aak-2), we propose a novel health index estimation based on the attrition of neuromuscular behaviors. We found that the attractor properties in the clk-1 mutant widely depend on a cyclic regulation for the stress response. From our findings, we infer that while stress responses can increase lifespan, health primarily relies on the amount of damage.
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应激反应和动态平衡:优雅类clk-1突变体衰老的关键决定因素
系统生物学是研究衰老等复杂过程的有效方法。事实上,将实验数据与数学模型和生物信息学结合起来,可以帮助我们更好地理解衰老过程。线虫的长寿命突变体已经产生了有关衰老的分子和细胞机制的大量数据。在这些突变体中,clk-1 是一个研究较多的基因,它编码泛素前体,在衰老过程中表现出多效应表型,其特点是速率行为缓慢、线粒体 ROS 水平高、自噬诱导和代谢变化。然而,还需要进一步阐明这些分子变化与表型(寿命延长以及咽部抽动、游泳和排便的变化)之间的关系。我们将实验数据与建模工具相结合,用布尔网络来表示遗传相互作用。然后,我们按照布尔规则推断出每个节点的微分方程,从而实现连续的方法。结果表明,鉴于 aak-2(AMPK)在诱导网络吸引子中观察到的应激反应以及健康状况和寿命中的重要作用,它是 clk-1 长寿命的关键基因。为了确定菌株(N2、clk-1、aak-2 和 clk-1;aak-2)的健康状况,我们提出了一种基于神经肌肉行为损耗的新型健康指数估算方法。我们发现,clk-1 突变体的吸引子特性广泛依赖于应激反应的周期性调节。根据我们的发现,我们推断虽然应激反应可以延长寿命,但健康主要取决于损伤的程度。
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