{"title":"在分子动力学模拟的辅助下,从loti中分离出一种最小的可溶碳酸酐酶","authors":"Jiun-Jang Juo, I.-Son Ng","doi":"10.1016/j.enzmictec.2025.110751","DOIUrl":null,"url":null,"abstract":"<div><div>Carbonic anhydrases (CAs) are critical biocatalysts in the carbon capture and utilization due to their remarkable efficiency in converting carbon dioxide into bicarbonate. Among all, the CA from <em>Mesorhizobium loti</em> (MlCA) exhibits the highest catalytic activity. However, the poor expression and low solubility in <em>Escherichia coli</em> significantly restricts its application. To overcome the challenges, we employed a protein minimization strategy to improve both enzymatic expression and solubility. Enhanced expressions were observed in genetic constructs with short N-terminal tags which MlCA expression is strongly affected by mRNA secondary structure near the start codon. For solubility issue, a <em>de novo</em> protein design workflow guided by molecular dynamics simulations was developed. The process consists of four stages: (1) size-constrained <em>de novo</em> design considered using AlphaFold and RFdiffusion, (2) sequence recovery replying on solubleMPNN and ESMfold, (3) <em>In silico</em> screening by FoldX, SASA and molecular dynamics evaluation, and (4) experimental validation. This enabled the generation of compact, stable, and catalytically active MlCA variants with 28 % reduction in protein size among 500 candidates. Finally, the most promising design, dM22, of minimal CA showed improved solubility from 16.1 % to 61.2 % in B7G, a GroELS integrated BL21(DE3) strain.</div></div>","PeriodicalId":11770,"journal":{"name":"Enzyme and Microbial Technology","volume":"192 ","pages":"Article 110751"},"PeriodicalIF":3.7000,"publicationDate":"2025-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"De Novo enzyme design of a minimal and soluble carbonic anhydrase from Mesorhizobium loti assisted by molecular dynamics simulation\",\"authors\":\"Jiun-Jang Juo, I.-Son Ng\",\"doi\":\"10.1016/j.enzmictec.2025.110751\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Carbonic anhydrases (CAs) are critical biocatalysts in the carbon capture and utilization due to their remarkable efficiency in converting carbon dioxide into bicarbonate. Among all, the CA from <em>Mesorhizobium loti</em> (MlCA) exhibits the highest catalytic activity. However, the poor expression and low solubility in <em>Escherichia coli</em> significantly restricts its application. To overcome the challenges, we employed a protein minimization strategy to improve both enzymatic expression and solubility. Enhanced expressions were observed in genetic constructs with short N-terminal tags which MlCA expression is strongly affected by mRNA secondary structure near the start codon. For solubility issue, a <em>de novo</em> protein design workflow guided by molecular dynamics simulations was developed. The process consists of four stages: (1) size-constrained <em>de novo</em> design considered using AlphaFold and RFdiffusion, (2) sequence recovery replying on solubleMPNN and ESMfold, (3) <em>In silico</em> screening by FoldX, SASA and molecular dynamics evaluation, and (4) experimental validation. This enabled the generation of compact, stable, and catalytically active MlCA variants with 28 % reduction in protein size among 500 candidates. Finally, the most promising design, dM22, of minimal CA showed improved solubility from 16.1 % to 61.2 % in B7G, a GroELS integrated BL21(DE3) strain.</div></div>\",\"PeriodicalId\":11770,\"journal\":{\"name\":\"Enzyme and Microbial Technology\",\"volume\":\"192 \",\"pages\":\"Article 110751\"},\"PeriodicalIF\":3.7000,\"publicationDate\":\"2025-09-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Enzyme and Microbial Technology\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0141022925001711\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BIOTECHNOLOGY & APPLIED MICROBIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Enzyme and Microbial Technology","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0141022925001711","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
De Novo enzyme design of a minimal and soluble carbonic anhydrase from Mesorhizobium loti assisted by molecular dynamics simulation
Carbonic anhydrases (CAs) are critical biocatalysts in the carbon capture and utilization due to their remarkable efficiency in converting carbon dioxide into bicarbonate. Among all, the CA from Mesorhizobium loti (MlCA) exhibits the highest catalytic activity. However, the poor expression and low solubility in Escherichia coli significantly restricts its application. To overcome the challenges, we employed a protein minimization strategy to improve both enzymatic expression and solubility. Enhanced expressions were observed in genetic constructs with short N-terminal tags which MlCA expression is strongly affected by mRNA secondary structure near the start codon. For solubility issue, a de novo protein design workflow guided by molecular dynamics simulations was developed. The process consists of four stages: (1) size-constrained de novo design considered using AlphaFold and RFdiffusion, (2) sequence recovery replying on solubleMPNN and ESMfold, (3) In silico screening by FoldX, SASA and molecular dynamics evaluation, and (4) experimental validation. This enabled the generation of compact, stable, and catalytically active MlCA variants with 28 % reduction in protein size among 500 candidates. Finally, the most promising design, dM22, of minimal CA showed improved solubility from 16.1 % to 61.2 % in B7G, a GroELS integrated BL21(DE3) strain.
期刊介绍:
Enzyme and Microbial Technology is an international, peer-reviewed journal publishing original research and reviews, of biotechnological significance and novelty, on basic and applied aspects of the science and technology of processes involving the use of enzymes, micro-organisms, animal cells and plant cells.
We especially encourage submissions on:
Biocatalysis and the use of Directed Evolution in Synthetic Biology and Biotechnology
Biotechnological Production of New Bioactive Molecules, Biomaterials, Biopharmaceuticals, and Biofuels
New Imaging Techniques and Biosensors, especially as applicable to Healthcare and Systems Biology
New Biotechnological Approaches in Genomics, Proteomics and Metabolomics
Metabolic Engineering, Biomolecular Engineering and Nanobiotechnology
Manuscripts which report isolation, purification, immobilization or utilization of organisms or enzymes which are already well-described in the literature are not suitable for publication in EMT, unless their primary purpose is to report significant new findings or approaches which are of broad biotechnological importance. Similarly, manuscripts which report optimization studies on well-established processes are inappropriate. EMT does not accept papers dealing with mathematical modeling unless they report significant, new experimental data.