Sauer U, Cameron D C, Bailey J E
Institute of Biotechnology, ETH Zürich, CH-8093 Zürich, Switzerland.
Biotechnol Bioeng. 1998 Jul 20;59(2):227-38.
We developed a stoichiometric model of Bacillus subtilis metabolism for quantitative analysis of theoretical growth and biochemicals production capacity. This work concentrated on biochemicals that are derived from the purine biosynthesis pathway; inosine, guanosine, riboflavin, and folic acid. These are examples of commercially relevant biochemicals for which Bacillus species are commonly used production hosts. Two previously unrecognized, but highly desirable properties of good producers of purine pathway-related biochemicals have been identified for optimally engineered product biosynthesis; high capacity for reoxidation of NADPH and high bioenergetic efficiency. Reoxidation of NADPH, through the transhydrogenase or otherwise, appears to be particularly important for growth on glucose, as deduced from the corresponding optimal carbon flux distribution. The importance of cellular energetics on optimal performance was quantitatively assessed by including a bioenergetic efficiency parameter as an unrestricted, ATP dissipating flux in the simulations. An estimate for the bioenergetic efficiency was generated by fitting the model to experimentally determined growth yields. The results show that the maximum theoretical yields of all products studied are limited by pathway stoichiometry at high bioenergetic efficiencies. Simulations with the estimated bioenergetic efficiency of B. subtilis, growing under glucose-limiting conditions, indicate that the yield of these biochemicals is primarily limited by energy and thus is very sensitive to the process conditions. The maximum yields that can reasonably be expected with B. subtilis on glucose were estimated to be 0.343, 0.160, and 0.161 (mol product/mol glucose) for purine nucleosides, riboflavin, and folic acid, respectively. Potential strategies for improving these maximum yields are discussed.
我们构建了一个枯草芽孢杆菌代谢的化学计量模型,用于定量分析理论生长和生化产物生产能力。这项工作聚焦于源自嘌呤生物合成途径的生化物质,即肌苷、鸟苷、核黄素和叶酸。这些都是商业上相关的生化物质的实例,枯草芽孢杆菌属通常被用作它们的生产宿主。对于经过优化设计的产物生物合成,已确定了嘌呤途径相关生化物质优良生产者的两个先前未被认识但非常理想的特性;NADPH的高再氧化能力和高生物能量效率。从相应的最佳碳通量分布推断,通过转氢酶或以其他方式进行的NADPH再氧化对于在葡萄糖上生长似乎尤为重要。通过在模拟中纳入生物能量效率参数作为无限制的、消耗ATP的通量,定量评估了细胞能量学对最佳性能的重要性。通过将模型与实验测定的生长产量进行拟合,得出了生物能量效率的估计值。结果表明,在高生物能量效率下,所有研究产物的最大理论产量受到途径化学计量的限制。在葡萄糖限制条件下生长的枯草芽孢杆菌,利用估计的生物能量效率进行模拟表明,这些生化物质的产量主要受能量限制,因此对工艺条件非常敏感。对于枯草芽孢杆菌在葡萄糖上合理预期的最大产量,嘌呤核苷、核黄素和叶酸分别估计为0.343、0.160和0.161(摩尔产物/摩尔葡萄糖)。讨论了提高这些最大产量的潜在策略。