Comparative analysis of C3 and C4 plants using constraint-based model

Chuanli Wang, Longyun Guo, Zhuo Wang
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Abstract

To realize the transition from C3 to C4 plants, the systematic comparison of C3 and C4 metabolism is necessary. In this study, we detected their differences using the improved constraint-based models by setting the ratio between carboxylation and oxygenation by Rubisco. We found the C3 model exhibit more dense topology structure than C4. The simulation of enzyme knockouts demonstrated that both C3 and C4 models are very robust, especially when optimizing CO2 fixation. Moreover, C4 plant has better robustness no matter the objective function is biomass or CO2 fixation. In addition, all the essential reactions in C3 model are also essential for C4, while there are some other reactions specifically essential for C4, which validated that the basic metabolism of C4 plant is similar to C3, but C4 is more complex. We also identified more correlated reaction sets in C4, and demonstrated C4 plants have better modularity with complex mechanism coordinates the reactions and pathways than that of C3 plants. Finally, the increase of both biomass and CO2 fixation with light intensity and CO2 concentration in C4 is faster than that in C3, which reflect more efficient use of light and CO2 in C4 plant. All results are consistent with the actual situation, which indicate that constraint-based modeling is a powerful method to study plant metabolism at systems level.
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基于约束模型的C3和C4植物比较分析
为了实现从C3植物到C4植物的过渡,有必要对C3和C4的代谢进行系统的比较。在本研究中,我们通过设置Rubisco羧基化和氧化的比例,使用改进的基于约束的模型来检测它们的差异。我们发现C3模型比C4模型具有更密集的拓扑结构。酶敲除的模拟表明,C3和C4模型都非常稳健,特别是在优化CO2固定时。无论是生物量目标函数还是CO2固定目标函数,C4植物都具有较好的稳健性。此外,C3模型中的所有必需反应都是C4所必需的,而还有一些反应是C4所特有的,这证实了C4植物的基本代谢与C3相似,只是C4更为复杂。我们还发现了C4中更多的相关反应集,并证明C4植物比C3植物具有更好的模块化,具有复杂的机制协调反应和途径。最后,C4植物生物量和CO2固着量随光强和CO2浓度的增长均快于C3,反映C4植物对光和CO2的利用效率更高。这些结果与实际情况一致,表明基于约束的建模是在系统水平上研究植物代谢的有力方法。
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