Hatakeyama Tetsuhiro S, Furusawa Chikara
Department of Basic Science, Graduate School of Arts and Sciences, The University of Tokyo, Meguro-ku, Tokyo, Japan.
Quantitative Biology Center (QBiC), RIKEN, Suita, Osaka, Japan.
PLoS Comput Biol. 2017 Nov 7;13(11):e1005847. doi: 10.1371/journal.pcbi.1005847. eCollection 2017 Nov.
To uncover the processes and mechanisms of cellular physiology, it first necessary to gain an understanding of the underlying metabolic dynamics. Recent studies using a constraint-based approach succeeded in predicting the steady states of cellular metabolic systems by utilizing conserved quantities in the metabolic networks such as carriers such as ATP/ADP as an energy carrier or NADH/NAD+ as a hydrogen carrier. Although such conservation quantities restrict not only the steady state but also the dynamics themselves, the latter aspect has not yet been completely understood. Here, to study the dynamics of metabolic systems, we propose adopting a carrier cycling cascade (CCC), which includes the dynamics of both substrates and carriers, a commonly observed motif in metabolic systems such as the glycolytic and fermentation pathways. We demonstrate that the conservation laws lead to the jamming of the flux and feedback. The CCC can show slow relaxation, with a longer timescale than that of elementary reactions, and is accompanied by both robustness against small environmental fluctuations and responsiveness against large environmental changes. Moreover, the CCC demonstrates robustness against internal fluctuations due to the feedback based on the moiety conservation. We identified the key parameters underlying the robustness of this model against external and internal fluctuations and estimated it in several metabolic systems.
为了揭示细胞生理学的过程和机制,首先有必要了解潜在的代谢动力学。最近使用基于约束的方法进行的研究,通过利用代谢网络中的守恒量,如作为能量载体的ATP/ADP或作为氢载体的NADH/NAD+等载体,成功地预测了细胞代谢系统的稳态。尽管这些守恒量不仅限制了稳态,也限制了动力学本身,但动力学的后一个方面尚未得到完全理解。在这里,为了研究代谢系统的动力学,我们建议采用载体循环级联(CCC),它包括底物和载体的动力学,这是代谢系统中常见的基序,如糖酵解和发酵途径。我们证明守恒定律会导致通量和反馈的阻塞。CCC可以表现出缓慢的弛豫,其时间尺度比基本反应的时间尺度更长,并且既具有对小环境波动的鲁棒性,又具有对大环境变化的响应性。此外,由于基于部分守恒的反馈,CCC对内部波动也表现出鲁棒性。我们确定了该模型对外部和内部波动具有鲁棒性的关键参数,并在几个代谢系统中对其进行了估计。