Grisewood Matthew J, Hernandez Lozada Néstor J, Thoden James B, Gifford Nathanael P, Mendez-Perez Daniel, Schoenberger Haley A, Allan Matthew F, Floy Martha E, Lai Rung-Yi, Holden Hazel M, Pfleger Brian F, Maranas Costas D
Department of Chemical Engineering; Pennsylvania State University; 158 Fenske Laboratory; University Park, PA, 16802.
Department of Chemical and Biological Engineering; University of Wisconsin-Madison; 1415 Engineering Drive; Madison, WI, 53706.
ACS Catal. 2017 Jun 2;7(6):3837-3849. doi: 10.1021/acscatal.7b00408. Epub 2017 Apr 20.
Enzyme and metabolic engineering offer the potential to develop biocatalysts for converting natural resources into a wide range of chemicals. To broaden the scope of potential products beyond natural metabolites, methods of engineering enzymes to accept alternative substrates and/or perform novel chemistries must be developed. DNA synthesis can create large libraries of enzyme-coding sequences, but most biochemistries lack a simple assay to screen for promising enzyme variants. Our solution to this challenge is structure-guided mutagenesis in which optimization algorithms select the best sequences from libraries based on specified criteria (i.e. binding selectivity). Here, we demonstrate this approach by identifying medium-chain (C-C) acyl-ACP thioesterases through structure-guided mutagenesis. Medium-chain fatty acids, products of thioesterase-catalyzed hydrolysis, are limited in natural abundance compared to long-chain fatty acids; the limited supply leads to high costs of C-C oleochemicals such as fatty alcohols, amines, and esters. Here, we applied computational tools to tune substrate binding to the highly-active 'TesA thioesterase in We used the IPRO algorithm to design thioesterase variants with enhanced C- or C-specificity while maintaining high activity. After four rounds of structure-guided mutagenesis, we identified three thioesterases with enhanced production of dodecanoic acid (C) and twenty-seven thioesterases with enhanced production of octanoic acid (C). The top variants reached up to 49% C and 50% C while exceeding native levels of total free fatty acids. A comparably sized library created by random mutagenesis failed to identify promising mutants. The chain length-preference of 'TesA and the best mutant were confirmed using acyl-CoA substrates. Molecular dynamics simulations, confirmed by resolved crystal structures, of 'TesA variants suggest that hydrophobic forces govern 'TesA substrate specificity. We expect that the design rules we uncovered and the thioesterase variants identified will be useful to metabolic engineering projects aimed at sustainable production of medium-chain oleochemicals.
酶工程和代谢工程为开发生物催化剂提供了潜力,可将自然资源转化为多种化学品。为了将潜在产品的范围扩展到天然代谢物之外,必须开发工程化酶以接受替代底物和/或进行新化学合成的方法。DNA合成可以创建大量的酶编码序列文库,但大多数生物化学缺乏简单的筛选方法来筛选有前景的酶变体。我们应对这一挑战的解决方案是结构导向诱变,其中优化算法根据指定标准(即结合选择性)从文库中选择最佳序列。在这里,我们通过结构导向诱变鉴定中链(C-C)酰基-ACP硫酯酶来证明这种方法。硫酯酶催化水解的产物中链脂肪酸,与长链脂肪酸相比,天然丰度有限;供应有限导致C-C油脂化学品(如脂肪醇、胺和酯)成本高昂。在这里,我们应用计算工具来调节底物与高活性“TesA硫酯酶的结合。我们使用IPRO算法设计具有增强的C-或C-特异性同时保持高活性的硫酯酶变体。经过四轮结构导向诱变后,我们鉴定出三种十二烷酸(C)产量增加的硫酯酶和二十七种辛酸(C)产量增加的硫酯酶。顶级变体的C含量高达49%,C含量高达50%,同时超过了总游离脂肪酸的天然水平。通过随机诱变创建的大小相当的文库未能鉴定出有前景的突变体。使用酰基辅酶A底物证实了“TesA和最佳突变体的链长偏好。对“TesA变体进行的分子动力学模拟(由解析的晶体结构证实)表明,疏水力决定了“TesA底物特异性。我们预计,我们发现的设计规则和鉴定出的硫酯酶变体将有助于旨在可持续生产中链油脂化学品的代谢工程项目。