基于流量平衡分析的微生物二次代谢的代谢建模:当前状况和前景
Sizhe Qiu1,2, Aidong Yang2, Hong Zeng1
1School of Food and Health, Beijing Technology and Business University, Bejing, China.
PLoS computational biology
|August 24, 2023
概括
对于天然产品至关重要的二次新陈代谢缺乏定量模型. 本综述探讨了基因组规模的代谢模型 (GSMMs) 和流量平衡分析 (FBA),以改善二次代谢物生产预测.
科学领域:
- 微生物学 微生物学
- 代谢工程是代谢工程.
- 生物信息学是一种生物信息学.
背景情况:
- 微生物的二次代谢产生有价值的天然产品,用于制药和食品.
- 测序和生物信息学的进步已经确定了许多二次代谢物生物合成基因集群.
- 由于重建和分析的挑战,二次新陈代谢的定量建模落后于初级新陈代谢.
研究的目的:
- 在基因组规模代谢模型 (GSMMs) 中对重建二次代谢途径的现有方法进行审查.
- 讨论适用于二次新陈代谢的流量平衡分析 (FBA) 技术.
- 建议扩展FBA以提高二次代谢物产生的预测.
主要方法:
- 审查关于GSMM和二次代谢途径重建的现有文献.
- 对目前基于FBA的二次新陈代谢建模技术的分析.
- 确定FBA的局限性和潜在改进.
主要成果:
- 目前的工作重点是途径重建和基于FBA的二次新陈代谢建模.
- 在对二次代谢产物的准确定量建模方面,仍然存在挑战.
- 对FBA的潜在扩展可以提高预测准确性.
结论:
- 预计对二次代谢物进行自动化生物合成途径重建.
- 对二次新陈代谢开始的建模框架将增加预测能力.
- 改进的FBA工作流程将有助于进行定量研究和用于天然产品生产的in silico工程.
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