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Modeling the optimal central carbon metabolic pathways under feedback inhibition using flux balance analysis

机译:使用通量平衡分析对反馈抑制下的最佳中心碳代谢途径进行建模

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Metabolism is a complex process for energy production for cellular activity. It consists of a cascade of reactions that form a highly branched network in which the product of one reaction is the reactant of the next reaction. Metabolic pathways efficiently produce maximal amount of biomass while maintaining a steady-state behavior. The steady-state activity of such biochemical pathways necessarily incorporates feedback inhibition of the enzymes. This observation motivates us to incorporate feedback inhibition for modeling the optimal activity of metabolic pathways using flux balance analysis (FBA). We demonstrate the effectiveness of the methodology on a synthetic pathway with and without feedback inhibition. Similarly, for the first time, the Central Carbon Metabolic (CCM) pathways of Saccharomyces cerevisiae and Homo sapiens have been modeled and compared based on the above understanding. The optimal pathway, which maximizes the amount of the target product(s), is selected from all those obtained by the proposed method. For this, we have observed the concentration of the product inhibited enzymes of CCM pathway and its influence on its corresponding metabolite/substrate. We have also studied the concentration of the enzymes which are responsible for the synthesis of target products. We further hypothesize that an optimal pathway would opt for higher flux rate reactions. In light of these observations, we can say that an optimal pathway should have lower enzyme concentration and higher flux rates. Finally, we demonstrate the superiority of the proposed method by comparing it with the extreme pathway analysis.
机译:代谢是细胞活动产生能量的复杂过程。它由形成高度分支网络的级​​联反应组成,其中一个反应的产物是下一反应的反应物。代谢途径有效地产生最大量的生物质,同时保持稳态行为。这种生化途径的稳态活性必然包含对酶的反馈抑制。该观察结果促使我们结合反馈抑制,以使用通量平衡分析(FBA)对代谢途径的最佳活性进行建模。我们证明了该方法在有和没有反馈抑制的合成途径上的有效性。同样,基于上述认识,首次对酿酒酵母和智人的中央碳代谢(CCM)途径进行了建模和比较。从通过建议的方法获得的所有途径中选择使目标产物数量最大化的最佳途径。为此,我们观察到了产物抑制的CCM途径酶的浓度及其对相应代谢物/底物的影响。我们还研究了负责合成目标产物的酶的浓度。我们进一步假设最佳途径将选择更高的通量速率反应。根据这些观察结果,我们可以说一条最佳途径应该具有较低的酶浓度和较高的通量率。最后,通过与极端路径分析进行比较,我们证明了该方法的优越性。

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