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在一个修订的全基因组规模模型中碳储存的动态分配和养分依赖型渗出

Dynamic Allocation of Carbon Storage and Nutrient-Dependent Exudation in a Revised Genome-Scale Model of .

作者信息

Ofaim Shany, Sulheim Snorre, Almaas Eivind, Sher Daniel, Segrè Daniel

机构信息

Bioinformatics Program and Biological Design Center, Boston University, Boston, MA, United States.

Department of Marine Biology, University of Haifa, Haifa, Israel.

出版信息

Front Genet. 2021 Feb 9;12:586293. doi: 10.3389/fgene.2021.586293. eCollection 2021.

Abstract

Microbial life in the oceans impacts the entire marine ecosystem, global biogeochemistry and climate. The marine cyanobacterium , an abundant component of this ecosystem, releases a significant fraction of the carbon fixed through photosynthesis, but the amount, timing and molecular composition of released carbon are still poorly understood. These depend on several factors, including nutrient availability, light intensity and glycogen storage. Here we combine multiple computational approaches to provide insight into carbon storage and exudation in . First, with the aid of a new algorithm for recursive filling of metabolic gaps (ReFill), and through substantial manual curation, we extended an existing genome-scale metabolic model of MED4. In this revised model (SO595), we decoupled glycogen biosynthesis/degradation from growth, thus enabling dynamic allocation of carbon storage. In contrast to standard implementations of flux balance modeling, we made use of forced influx of carbon and light into the cell, to recapitulate overflow metabolism due to the decoupling of photosynthesis and carbon fixation from growth during nutrient limitation. By using random sampling in the ensuing flux space, we found that storage of glycogen or exudation of organic acids are favored when the growth is nitrogen limited, while exudation of amino acids becomes more likely when phosphate is the limiting resource. We next used COMETS to simulate day-night cycles and found that the model displays dynamic glycogen allocation and exudation of organic acids. The switch from photosynthesis and glycogen storage to glycogen depletion is associated with a redistribution of fluxes from the Entner-Doudoroff to the Pentose Phosphate pathway. Finally, we show that specific gene knockouts in SO595 exhibit dynamic anomalies compatible with experimental observations, further demonstrating the value of this model as a tool to probe the metabolic dynamic of .

摘要

海洋中的微生物生命影响着整个海洋生态系统、全球生物地球化学和气候。海洋蓝细菌是这个生态系统中丰富的组成部分,通过光合作用固定的碳有很大一部分会被释放出来,但释放的碳的数量、时间和分子组成仍知之甚少。这些取决于几个因素,包括养分可用性、光照强度和糖原储存。在这里,我们结合多种计算方法来深入了解[具体生物名称]中的碳储存和渗出情况。首先,借助一种用于递归填补代谢缺口的新算法(ReFill),并通过大量人工整理,我们扩展了现有的MED4基因组规模代谢模型。在这个修订后的模型(SO595)中,我们将糖原生物合成/降解与生长解耦,从而实现碳储存的动态分配。与通量平衡建模的标准实现方式不同,我们利用碳和光强制流入细胞,以重现由于营养限制期间光合作用和碳固定与生长解耦而导致的溢流代谢。通过在随后的通量空间中进行随机抽样,我们发现当生长受到氮限制时,糖原储存或有机酸渗出更受青睐,而当磷酸盐是限制资源时,氨基酸渗出的可能性更大。接下来,我们使用COMETS来模拟昼夜循环,发现该模型显示出动态的糖原分配和有机酸渗出。从光合作用和糖原储存到糖原消耗的转变与通量从Entner-Doudoroff途径重新分配到磷酸戊糖途径有关。最后,我们表明SO595中的特定基因敲除表现出与实验观察结果相符的动态异常,进一步证明了该模型作为探究[具体生物名称]代谢动态的工具的价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3d20/7900632/b080e20eb4af/fgene-12-586293-g001.jpg

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