Flux balance analysis-based metabolic modeling of microbial secondary metabolism: Current status and outlook

次生代谢 通量平衡分析 次生代谢物 生物信息学 计算生物学 生物 代谢工程 代谢途径 系统生物学 焊剂(冶金) 细胞代谢 新陈代谢 生物化学 化学 基因 生物合成 有机化学
作者
Sizhe Qiu,Aidong Yang,Hong Zeng
出处
期刊:PLOS Computational Biology [Public Library of Science]
卷期号:19 (8): e1011391-e1011391 被引量:3
标识
DOI:10.1371/journal.pcbi.1011391
摘要

In microorganisms, different from primary metabolism for cellular growth, secondary metabolism is for ecological interactions and stress responses and an important source of natural products widely used in various areas such as pharmaceutics and food additives. With advancements of sequencing technologies and bioinformatics tools, a large number of biosynthetic gene clusters of secondary metabolites have been discovered from microbial genomes. However, due to challenges from the difficulty of genome-scale pathway reconstruction and the limitation of conventional flux balance analysis (FBA) on secondary metabolism, the quantitative modeling of secondary metabolism is poorly established, in contrast to that of primary metabolism. This review first discusses current efforts on the reconstruction of secondary metabolic pathways in genome-scale metabolic models (GSMMs), as well as related FBA-based modeling techniques. Additionally, potential extensions of FBA are suggested to improve the prediction accuracy of secondary metabolite production. As this review posits, biosynthetic pathway reconstruction for various secondary metabolites will become automated and a modeling framework capturing secondary metabolism onset will enhance the predictive power. Expectedly, an improved FBA-based modeling workflow will facilitate quantitative study of secondary metabolism and in silico design of engineering strategies for natural product production.

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