{"title":"利用出口工程和培养基组成的贝叶斯优化提高谷氨酸棒状杆菌的l-丝氨酸合成","authors":"Yifan Huang , Yujie Gao , Yamin Huang , Xiaogang Wang , Meijuan Xu , Guoqiang Xu , Xiaojuan Zhang , Hui Li , Jinsong Shi , Zhenghong Xu , Xiaomei Zhang","doi":"10.1016/j.synbio.2025.04.003","DOIUrl":null,"url":null,"abstract":"<div><div><span>l</span>-serine is a versatile, high value-added amino acid, widely used in food, medicine and cosmetics. However, the low titer of <span>l</span>-serine has limited its industrial production. In this study, a cell factory without plasmid for efficient production of <span>l</span>-serine was constructed based on transport engineering. Firstly, the effects of <span>l</span>-serine exporter SerE overexpression and deletion on the cell growth and <span>l</span>-serine titer were investigated in <em>Corynebacterium glutamicum</em> (<em>C. glutamicum</em>) A36, overexpression of <em>s</em><em>erE</em> using a plasmid led to a 15.1% increase in <span>l</span>-serine titer but also caused a 15.1% decrease in cell growth. Subsequently, to increase the export capacity of SerE, we conducted semi-rational design and bioinformatics analysis, combined with alanine mutation and site-specific saturation mutation. The mutant E277K was obtained and exhibited a 53.2% higher export capacity compared to wild-type SerE, resulting in <span>l</span>-serine titer increased by 39.6%. Structural analysis and molecular dynamics simulations were performed to elucidate the mechanism. The results showed that the mutation shortened the hydrogen bond distance between the exporter and <span>l</span>-serine, enhanced complex stability, and reduced the binding energy. Finally, Bayesian optimization was employed to further improve <span>l</span>-serine titer of the mutant strain C-E277K. Under the optimized conditions, 47.77 g/L <span>l</span>-serine was achieved in a 5-L bioreactor, representing the highest reported titer for <em>C. glutamicum</em> to date. This study provides a basis for the transformation of <span>l</span>-serine export pathway and offers a new strategy for increasing <span>l</span>-serine titer.</div></div>","PeriodicalId":22148,"journal":{"name":"Synthetic and Systems Biotechnology","volume":"10 3","pages":"Pages 835-845"},"PeriodicalIF":4.4000,"publicationDate":"2025-04-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhanced l-serine synthesis in Corynebacterium glutamicum by exporter engineering and Bayesian optimization of the medium composition\",\"authors\":\"Yifan Huang , Yujie Gao , Yamin Huang , Xiaogang Wang , Meijuan Xu , Guoqiang Xu , Xiaojuan Zhang , Hui Li , Jinsong Shi , Zhenghong Xu , Xiaomei Zhang\",\"doi\":\"10.1016/j.synbio.2025.04.003\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div><span>l</span>-serine is a versatile, high value-added amino acid, widely used in food, medicine and cosmetics. However, the low titer of <span>l</span>-serine has limited its industrial production. In this study, a cell factory without plasmid for efficient production of <span>l</span>-serine was constructed based on transport engineering. Firstly, the effects of <span>l</span>-serine exporter SerE overexpression and deletion on the cell growth and <span>l</span>-serine titer were investigated in <em>Corynebacterium glutamicum</em> (<em>C. glutamicum</em>) A36, overexpression of <em>s</em><em>erE</em> using a plasmid led to a 15.1% increase in <span>l</span>-serine titer but also caused a 15.1% decrease in cell growth. Subsequently, to increase the export capacity of SerE, we conducted semi-rational design and bioinformatics analysis, combined with alanine mutation and site-specific saturation mutation. The mutant E277K was obtained and exhibited a 53.2% higher export capacity compared to wild-type SerE, resulting in <span>l</span>-serine titer increased by 39.6%. Structural analysis and molecular dynamics simulations were performed to elucidate the mechanism. The results showed that the mutation shortened the hydrogen bond distance between the exporter and <span>l</span>-serine, enhanced complex stability, and reduced the binding energy. Finally, Bayesian optimization was employed to further improve <span>l</span>-serine titer of the mutant strain C-E277K. Under the optimized conditions, 47.77 g/L <span>l</span>-serine was achieved in a 5-L bioreactor, representing the highest reported titer for <em>C. glutamicum</em> to date. This study provides a basis for the transformation of <span>l</span>-serine export pathway and offers a new strategy for increasing <span>l</span>-serine titer.</div></div>\",\"PeriodicalId\":22148,\"journal\":{\"name\":\"Synthetic and Systems Biotechnology\",\"volume\":\"10 3\",\"pages\":\"Pages 835-845\"},\"PeriodicalIF\":4.4000,\"publicationDate\":\"2025-04-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Synthetic and Systems Biotechnology\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2405805X2500050X\",\"RegionNum\":2,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BIOTECHNOLOGY & APPLIED MICROBIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Synthetic and Systems Biotechnology","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2405805X2500050X","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
Enhanced l-serine synthesis in Corynebacterium glutamicum by exporter engineering and Bayesian optimization of the medium composition
l-serine is a versatile, high value-added amino acid, widely used in food, medicine and cosmetics. However, the low titer of l-serine has limited its industrial production. In this study, a cell factory without plasmid for efficient production of l-serine was constructed based on transport engineering. Firstly, the effects of l-serine exporter SerE overexpression and deletion on the cell growth and l-serine titer were investigated in Corynebacterium glutamicum (C. glutamicum) A36, overexpression of serE using a plasmid led to a 15.1% increase in l-serine titer but also caused a 15.1% decrease in cell growth. Subsequently, to increase the export capacity of SerE, we conducted semi-rational design and bioinformatics analysis, combined with alanine mutation and site-specific saturation mutation. The mutant E277K was obtained and exhibited a 53.2% higher export capacity compared to wild-type SerE, resulting in l-serine titer increased by 39.6%. Structural analysis and molecular dynamics simulations were performed to elucidate the mechanism. The results showed that the mutation shortened the hydrogen bond distance between the exporter and l-serine, enhanced complex stability, and reduced the binding energy. Finally, Bayesian optimization was employed to further improve l-serine titer of the mutant strain C-E277K. Under the optimized conditions, 47.77 g/L l-serine was achieved in a 5-L bioreactor, representing the highest reported titer for C. glutamicum to date. This study provides a basis for the transformation of l-serine export pathway and offers a new strategy for increasing l-serine titer.
期刊介绍:
Synthetic and Systems Biotechnology aims to promote the communication of original research in synthetic and systems biology, with strong emphasis on applications towards biotechnology. This journal is a quarterly peer-reviewed journal led by Editor-in-Chief Lixin Zhang. The journal publishes high-quality research; focusing on integrative approaches to enable the understanding and design of biological systems, and research to develop the application of systems and synthetic biology to natural systems. This journal will publish Articles, Short notes, Methods, Mini Reviews, Commentary and Conference reviews.