Department of Mathematics, Dowling College, Oakdale, NY 11769, USA.
Biotechnol Prog. 2010 Jul-Aug;26(4):938-44. doi: 10.1002/btpr.399.
This article describes the use of a simplex centroid mixture experimental design to optimize the fermentation medium in the production of sophorolipids (SLs) using Candida bombicola. In the first stage, 16 media ingredients were screened for the ones that have the most positive influence on the SL production. The sixteen ingredients that were chosen are five different carbohydrates (fructose, glucose, glycerol, lactose, and sucrose), five different nitrogen sources (malt extract, peptone extract, soytone, urea, and yeast extract), two lipid sources (mineral oil and oleic acid), two phosphorus sources (K(2)HPO(4) and KH(2)PO(4)), MgSO(4), and CaCl(2). Multiple regression analysis and centroid effect analysis were carried out to find the sugar, lipid, nitrogen source, phosphorus source, and metals having the most positive influence. Sucrose, malt extract, oleic acid, K(2)HPO(4), and CaCl(2) were selected for the second stage of experiments. An augmented simplex centroid design for five ingredients requiring 16 experiments was used for the optimization stage. This produced a quadratic model developed to help understand the interaction amongst the ingredients and find the optimal media concentrations. In addition, the top three results from the optimization experiments were used to obtain constraints that identify an optimal region. The model together with the optimal region constraints predicts the maximum production of SLs when the fermentation media is composed of sucrose, 125 g/L; malt extract, 25 g/L; oleic acid, 166.67 g/L; K(2)HPO(4), 1.5 g/L; and CaCl(2), 2.5 g/L. The optimal media was validated experimentally and a yield of 177 g/L was obtained.
本文介绍了使用单纯形质心实验设计来优化利用 Candida bombicola 生产槐糖脂(SL)的发酵培养基。在第一阶段,筛选了 16 种培养基成分,以确定对 SL 生产影响最大的成分。选择的 16 种成分包括五种不同的碳水化合物(果糖、葡萄糖、甘油、乳糖和蔗糖)、五种不同的氮源(麦芽提取物、蛋白胨提取物、大豆水解物、尿素和酵母提取物)、两种脂类来源(矿物油和油酸)、两种磷源(K2HPO4 和 KH2PO4)、MgSO4 和 CaCl2。进行了多元回归分析和质心效应分析,以找到对 SL 生产影响最大的糖、脂、氮源、磷源和金属。选择蔗糖、麦芽提取物、油酸、K2HPO4 和 CaCl2 用于第二阶段的实验。使用需要 16 个实验的五成分增强单纯形质心设计进行优化阶段。这产生了一个二次模型,旨在帮助理解成分之间的相互作用,并找到最佳的培养基浓度。此外,优化实验的前三名结果用于获得确定最佳区域的约束条件。该模型以及最佳区域约束条件预测,当发酵培养基由蔗糖、125 g/L;麦芽提取物、25 g/L;油酸、166.67 g/L;K2HPO4、1.5 g/L 和 CaCl2、2.5 g/L 组成时,槐糖脂的最大产量为 177 g/L。实验验证了最佳培养基,获得了 177 g/L 的产量。