Developing an understanding of sophorolipid synthesis through application of a central composite design model

IF 4.8 2区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Microbial Biotechnology Pub Date : 2022-01-17 DOI:10.1111/1751-7915.14003
Benjamin Ingham, James Winterburn
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引用次数: 8

Abstract

A key barrier to market penetration for sophorolipid biosurfactants is the ability to improve productivity and utilize alternative feedstocks to reduce the cost of production. To do this, a suitable screening tool is required that is able to model the interactions between media components and alter conditions to maximize productivity. In the following work, a central composite design is applied to analyse the effects of altering glucose, rapeseed oil, corn steep liquor and ammonium sulphate concentrations on sophorolipid production with Starmerella bombicola ATCC 222144 after 168 h. Sophorolipid production was analysed using standard least squares regression and the findings related to the growth (OD600) and broth conditions (glucose, glycerol and oil concentration). An optimum media composition was found that was capable of producing 39.5 g l–1 sophorolipid. Nitrogen and rapeseed oil sources were found to be significant, linked to their role in growth and substrate supply respectively. Glucose did not demonstrate a significant effect on production despite its importance to biosynthesis and its depletion in the broth within 96 h, instead being replaced by glycerol (via triglyceride breakdown) as the hydrophilic carbon source at the point of glucose depletion. A large dataset was obtained, and a regression model with applications towards substrate screening and process optimisation developed.

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通过应用中心复合设计模型,发展对槐脂合成的理解
槐脂生物表面活性剂市场渗透的一个关键障碍是提高生产率和利用替代原料以降低生产成本的能力。要做到这一点,需要一个合适的筛选工具,它能够模拟媒体组件之间的相互作用,并改变条件,以最大限度地提高生产率。在接下来的工作中,采用中心复合设计分析了葡萄糖、菜籽油、玉米浸泡液和硫酸铵浓度的变化对bombicola Starmerella ATCC 222144在168 h后生产苦参脂的影响。使用标准最小二乘回归分析槐油的产量,并分析与生长(OD600)和肉汤条件(葡萄糖、甘油和油浓度)相关的结果。找到了一种能产生39.5 g l-1皂荚脂的最佳培养基组成。氮和菜籽油的来源是重要的,分别与它们在生长和基质供应中的作用有关。尽管葡萄糖对生物合成很重要,并且在96小时内在肉汤中耗尽,但葡萄糖对生产没有显着影响,而是被甘油(通过甘油三酯分解)取代,作为葡萄糖耗尽点的亲水性碳源。获得了一个大型数据集,并开发了一个用于底物筛选和工艺优化的回归模型。
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来源期刊
Microbial Biotechnology
Microbial Biotechnology BIOTECHNOLOGY & APPLIED MICROBIOLOGY-MICROBIOLOGY
CiteScore
9.80
自引率
3.50%
发文量
162
审稿时长
6-12 weeks
期刊介绍: Microbial Biotechnology publishes papers of original research reporting significant advances in any aspect of microbial applications, including, but not limited to biotechnologies related to: Green chemistry; Primary metabolites; Food, beverages and supplements; Secondary metabolites and natural products; Pharmaceuticals; Diagnostics; Agriculture; Bioenergy; Biomining, including oil recovery and processing; Bioremediation; Biopolymers, biomaterials; Bionanotechnology; Biosurfactants and bioemulsifiers; Compatible solutes and bioprotectants; Biosensors, monitoring systems, quantitative microbial risk assessment; Technology development; Protein engineering; Functional genomics; Metabolic engineering; Metabolic design; Systems analysis, modelling; Process engineering; Biologically-based analytical methods; Microbially-based strategies in public health; Microbially-based strategies to influence global processes
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