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利用基因组尺度通量平衡分析预测饥饿-饱食生长周期中罗特氏菌 RHA1 储存化合物的积累。

Predicting the accumulation of storage compounds by Rhodococcus jostii RHA1 in the feast-famine growth cycles using genome-scale flux balance analysis.

机构信息

Microbial Community Engineering Laboratory, Department of Civil Engineering and Applied Mechanics, McGill University, Montreal, Quebec, Canada.

出版信息

PLoS One. 2018 Mar 1;13(3):e0191835. doi: 10.1371/journal.pone.0191835. eCollection 2018.

Abstract

Feast-famine cycles in biological wastewater resource recovery systems select for bacterial species that accumulate intracellular storage compounds such as poly-β-hydroxybutyrate (PHB), glycogen, and triacylglycerols (TAG). These species survive better the famine phase and resume rapid substrate uptake at the beginning of the feast phase faster than microorganisms unable to accumulate storage. However, ecophysiological conditions favouring the accumulation of either storage compounds remain to be clarified, and predictive capabilities need to be developed to eventually rationally design reactors producing these compounds. Using a genome-scale metabolic modelling approach, the storage metabolism of Rhodococcus jostii RHA1 was investigated for steady-state feast-famine cycles on glucose and acetate as the sole carbon sources. R. jostii RHA1 is capable of accumulating the three storage compounds (PHB, TAG, and glycogen) simultaneously. According to the experimental observations, when glucose was the substrate, feast phase chemical oxygen demand (COD) accumulation was similar for the three storage compounds; when acetate was the substrate, however, PHB accumulation was 3 times higher than TAG accumulation and essentially no glycogen was accumulated. These results were simulated using the genome-scale metabolic model of R. jostii RHA1 (iMT1174) by means of flux balance analysis (FBA) to determine the objective functions capable of predicting these behaviours. Maximization of the growth rate was set as the main objective function, while minimization of total reaction fluxes and minimization of metabolic adjustment (environmental MOMA) were considered as the sub-objective functions. The environmental MOMA sub-objective performed better than the minimization of total reaction fluxes sub-objective function at predicting the mixture of storage compounds accumulated. Additional experiments with 13C-labelled bicarbonate (HCO3-) found that the fluxes through the central metabolism reactions during the feast phases were similar to the ones during the famine phases on acetate due to similarity in the carbon sources in the feast and famine phases (i.e., acetate and poly-β-hydroxybutyrate, respectively); this suggests that the environmental MOMA sub-objective function could be used to analyze successive environmental conditions such as the feast and famine cycles while the metabolically similar carbon sources are taken up by microorganisms.

摘要

在生物废水资源回收系统中的饱食-饥饿循环中,选择了能够积累细胞内储存化合物(如聚-β-羟基丁酸(PHB)、糖原和三酰基甘油(TAG))的细菌。与不能积累储存物的微生物相比,这些物种在饥饿阶段存活得更好,并且在饱食阶段开始时更快地恢复对底物的快速吸收。然而,有利于积累任何储存化合物的生态生理条件仍有待澄清,需要开发预测能力,最终合理设计生产这些化合物的反应器。使用基因组规模的代谢建模方法,研究了红球菌(Rhodococcus jostii)RHA1 在以葡萄糖和乙酸盐为唯一碳源的稳态饱食-饥饿循环中的储存代谢。R. jostii RHA1 能够同时积累三种储存化合物(PHB、TAG 和糖原)。根据实验观察,当葡萄糖作为底物时,三种储存化合物的化学需氧量(COD)在饱食阶段的积累相似;然而,当乙酸盐作为底物时,PHB 的积累是 TAG 积累的 3 倍,基本上没有积累糖原。使用 Rhodococcus jostii RHA1 的基因组规模代谢模型(iMT1174)通过通量平衡分析(FBA)来模拟这些结果,以确定能够预测这些行为的目标函数。将最大生长速率设置为主要目标函数,同时将总反应通量最小化和代谢调整最小化(环境 MOMA)作为子目标函数。环境 MOMA 子目标函数在预测积累的储存化合物混合物方面比总反应通量最小化子目标函数表现更好。使用 13C 标记的碳酸氢盐(HCO3-)的额外实验发现,在乙酸盐饥饿阶段,由于在饥饿阶段和饱食阶段(即,乙酸盐和聚-β-羟基丁酸)使用相似的碳源,中央代谢反应的通量与饱食阶段相似;这表明环境 MOMA 子目标函数可用于分析连续的环境条件,如饱食和饥饿循环,同时微生物摄取代谢相似的碳源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/82c9/5832212/90df8dee521d/pone.0191835.g001.jpg

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