Roy Alokita, Pandey Dev Mani, Dwivedi Anjana
Department of Bioengineering and Biotechnology, Birla Institute of Technology, Mesra, Ranchi, Jharkhand, 835215, India.
Planta. 2025 Jun 5;262(1):17. doi: 10.1007/s00425-025-04735-9.
This review highlights the diverse modeling approaches essential for understanding the dynamics of plant circadian clock genes, which are key to optimizing plant growth, development, and resilience to environmental stress. The circadian clock in plants is a complex system governed by intricate transcriptional regulatory networks that orchestrate gene expression in response to environmental cues. These networks are crucial for understanding plant adaptation to daily changes and optimizing growth. This review provides a comprehensive account of various modeling approaches used to study plants' transcriptional regulatory network of circadian clock genes. Here, we review different computational methodologies like ordinary differential equation-based approaches, stochastic models, and spatial techniques that can be evaluated on their ability to capture the dynamics, variability, and interactions inherent to the circadian clock system. Moreover, the circadian clock's responsiveness to environmental cues, such as light, temperature, and other stressors plays a pivotal role in ensuring plant development. The modeling approaches must consider environmental factors influencing the transcriptional regulatory networks, which potentially alter the clock's phase, amplitude, and photoperiod. These adaptations are critical for plant survival, as they align physiological processes with specific hours of the day, enhancing resource use efficiency, and stress resilience. We highlight the respective strengths and limitations of different models emphasizing the importance of an integrative approach that combines multiple techniques which capture the essence of interactions of circadian clock components and their implications for plant growth, development and survival.
本综述强调了理解植物生物钟基因动态所必需的多种建模方法,这些基因对于优化植物生长、发育以及对环境胁迫的适应能力至关重要。植物中的生物钟是一个复杂的系统,由错综复杂的转录调控网络控制,该网络根据环境线索协调基因表达。这些网络对于理解植物对日常变化的适应以及优化生长至关重要。本综述全面介绍了用于研究植物生物钟基因转录调控网络的各种建模方法。在此,我们回顾了不同的计算方法,如基于常微分方程的方法、随机模型和空间技术,可根据它们捕捉生物钟系统固有动态、变异性和相互作用的能力进行评估。此外,生物钟对环境线索(如光、温度和其他应激源)的响应在确保植物发育方面起着关键作用。建模方法必须考虑影响转录调控网络的环境因素,这些因素可能会改变生物钟的相位、振幅和光周期。这些适应性对植物生存至关重要,因为它们使生理过程与一天中的特定时间相匹配,提高资源利用效率和抗逆能力。我们强调了不同模型各自的优势和局限性,强调了综合方法的重要性,该方法结合了多种技术,能够捕捉生物钟组件相互作用的本质及其对植物生长、发育和生存的影响。