Lucas Gelain, Jing Wui Yeoh, Gazi Sakir Hossain, Sandrine Alfenore, Stéphane Guillouet, Hua Ling, Chueh Loo Poh, Nathalie Gorret, Jee Loon Foo
{"title":"柠檬烯生产过程中质粒重组细胞异质性的鉴定与监测","authors":"Lucas Gelain, Jing Wui Yeoh, Gazi Sakir Hossain, Sandrine Alfenore, Stéphane Guillouet, Hua Ling, Chueh Loo Poh, Nathalie Gorret, Jee Loon Foo","doi":"10.1007/s00253-024-13273-5","DOIUrl":null,"url":null,"abstract":"<p>Detecting alterations in plasmid structures is often performed using conventional molecular biology. However, these methods are laborious and time-consuming for studying the conditions inducing these mutations, which prevent real-time access to cell heterogeneity during bioproduction. In this work, we propose combining both flow cytometry and fluorescence-activated cell sorting, integrated with mechanistic modelling to study conditions that lead to plasmid recombination using a limonene-producing microbial system as a case study. A gene encoding GFP was introduced downstream of the key enzymes involved in limonene biosynthesis to enable real-time kinetics monitoring and the identification of cell heterogeneity according to microscopic and flow cytometric analyses. Three different plasmid configurations (one correct and two incorrect) were identified through cell sorting based on subpopulations expressing different levels of GFP at 10 and 50 µM IPTG. Higher limonene production (530 mg/L) and lower subpopulation proportion carrying the incorrect plasmid (12%) were observed for 10 µM IPTG compared to 50 µM IPTG (96 mg/L limonene and more than 70% of cell population carrying the incorrect plasmid, respectively) in 100 mL production culture. We also managed to derive exploratory hypotheses regarding the plasmid recombination region using the model and successfully validated them experimentally. Additionally, the results also showed that limonene production was proportional to GFP fluorescence intensity. This correlation could serve as an alternative to using biosensors for a high-throughput screening process. The developed method enables rapid identification of plasmid recombination at single-cell level and correlates the heterogeneity with bioproduction performance.</p><p><i>• Strategy to study plasmid recombination during bioproduction.</i></p><p><i>• Different plasmid structures can be identified and monitored by flow cytometry.</i></p><p><i>• Mathematical modelling suggests specific alterations in plasmid structures.</i></p>","PeriodicalId":8342,"journal":{"name":"Applied Microbiology and Biotechnology","volume":"109 1","pages":""},"PeriodicalIF":3.9000,"publicationDate":"2025-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s00253-024-13273-5.pdf","citationCount":"0","resultStr":"{\"title\":\"Identification and monitoring of cell heterogeneity from plasmid recombination during limonene production\",\"authors\":\"Lucas Gelain, Jing Wui Yeoh, Gazi Sakir Hossain, Sandrine Alfenore, Stéphane Guillouet, Hua Ling, Chueh Loo Poh, Nathalie Gorret, Jee Loon Foo\",\"doi\":\"10.1007/s00253-024-13273-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Detecting alterations in plasmid structures is often performed using conventional molecular biology. However, these methods are laborious and time-consuming for studying the conditions inducing these mutations, which prevent real-time access to cell heterogeneity during bioproduction. In this work, we propose combining both flow cytometry and fluorescence-activated cell sorting, integrated with mechanistic modelling to study conditions that lead to plasmid recombination using a limonene-producing microbial system as a case study. A gene encoding GFP was introduced downstream of the key enzymes involved in limonene biosynthesis to enable real-time kinetics monitoring and the identification of cell heterogeneity according to microscopic and flow cytometric analyses. Three different plasmid configurations (one correct and two incorrect) were identified through cell sorting based on subpopulations expressing different levels of GFP at 10 and 50 µM IPTG. Higher limonene production (530 mg/L) and lower subpopulation proportion carrying the incorrect plasmid (12%) were observed for 10 µM IPTG compared to 50 µM IPTG (96 mg/L limonene and more than 70% of cell population carrying the incorrect plasmid, respectively) in 100 mL production culture. We also managed to derive exploratory hypotheses regarding the plasmid recombination region using the model and successfully validated them experimentally. Additionally, the results also showed that limonene production was proportional to GFP fluorescence intensity. This correlation could serve as an alternative to using biosensors for a high-throughput screening process. The developed method enables rapid identification of plasmid recombination at single-cell level and correlates the heterogeneity with bioproduction performance.</p><p><i>• Strategy to study plasmid recombination during bioproduction.</i></p><p><i>• Different plasmid structures can be identified and monitored by flow cytometry.</i></p><p><i>• Mathematical modelling suggests specific alterations in plasmid structures.</i></p>\",\"PeriodicalId\":8342,\"journal\":{\"name\":\"Applied Microbiology and Biotechnology\",\"volume\":\"109 1\",\"pages\":\"\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2025-01-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://link.springer.com/content/pdf/10.1007/s00253-024-13273-5.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Applied Microbiology and Biotechnology\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://link.springer.com/article/10.1007/s00253-024-13273-5\",\"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":"Applied Microbiology and Biotechnology","FirstCategoryId":"5","ListUrlMain":"https://link.springer.com/article/10.1007/s00253-024-13273-5","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}
引用次数: 0
摘要
检测质粒结构的变化通常使用传统的分子生物学。然而,这些方法对于研究诱导这些突变的条件是费力和耗时的,这阻碍了生物生产过程中对细胞异质性的实时获取。在这项工作中,我们建议结合流式细胞术和荧光激活细胞分选,结合机制建模,以柠檬烯产生微生物系统为例研究导致质粒重组的条件。在参与柠檬烯生物合成的关键酶下游引入编码GFP的基因,以实现实时动力学监测,并根据显微镜和流式细胞术分析鉴定细胞异质性。通过基于表达不同水平GFP的亚群在10和50µM IPTG下的细胞分选,鉴定出三种不同的质粒构型(一种正确和两种不正确)。与50 μ M IPTG (96 mg/L柠檬烯和超过70%的细胞群分别携带错误质粒)相比,在100 mL生产培养中,10 μ M IPTG的柠檬烯产量较高(530 mg/L),携带错误质粒的亚群比例较低(12%)。我们还设法利用该模型推导出关于质粒重组区的探索性假设,并成功地通过实验验证了这些假设。此外,结果还表明柠檬烯的产量与GFP荧光强度成正比。这种相关性可以作为使用生物传感器进行高通量筛选过程的替代方法。该方法能够在单细胞水平上快速鉴定质粒重组,并将异质性与生物生产性能联系起来。•生物生产过程中质粒重组的研究策略。•通过流式细胞术可以识别和监测不同的质粒结构。•数学模型显示了质粒结构的特定改变。
Identification and monitoring of cell heterogeneity from plasmid recombination during limonene production
Detecting alterations in plasmid structures is often performed using conventional molecular biology. However, these methods are laborious and time-consuming for studying the conditions inducing these mutations, which prevent real-time access to cell heterogeneity during bioproduction. In this work, we propose combining both flow cytometry and fluorescence-activated cell sorting, integrated with mechanistic modelling to study conditions that lead to plasmid recombination using a limonene-producing microbial system as a case study. A gene encoding GFP was introduced downstream of the key enzymes involved in limonene biosynthesis to enable real-time kinetics monitoring and the identification of cell heterogeneity according to microscopic and flow cytometric analyses. Three different plasmid configurations (one correct and two incorrect) were identified through cell sorting based on subpopulations expressing different levels of GFP at 10 and 50 µM IPTG. Higher limonene production (530 mg/L) and lower subpopulation proportion carrying the incorrect plasmid (12%) were observed for 10 µM IPTG compared to 50 µM IPTG (96 mg/L limonene and more than 70% of cell population carrying the incorrect plasmid, respectively) in 100 mL production culture. We also managed to derive exploratory hypotheses regarding the plasmid recombination region using the model and successfully validated them experimentally. Additionally, the results also showed that limonene production was proportional to GFP fluorescence intensity. This correlation could serve as an alternative to using biosensors for a high-throughput screening process. The developed method enables rapid identification of plasmid recombination at single-cell level and correlates the heterogeneity with bioproduction performance.
• Strategy to study plasmid recombination during bioproduction.
• Different plasmid structures can be identified and monitored by flow cytometry.
• Mathematical modelling suggests specific alterations in plasmid structures.
期刊介绍:
Applied Microbiology and Biotechnology focusses on prokaryotic or eukaryotic cells, relevant enzymes and proteins; applied genetics and molecular biotechnology; genomics and proteomics; applied microbial and cell physiology; environmental biotechnology; process and products and more. The journal welcomes full-length papers and mini-reviews of new and emerging products, processes and technologies.