Faculty of Science and Technology, Norwegian University of Life Sciences, Postbox 5003, 1432, Ås, Norway.
Nofima AS, Osloveien 1, 1430, Ås, Norway.
Microb Cell Fact. 2017 Nov 13;16(1):195. doi: 10.1186/s12934-017-0817-3.
Analyses of substrate and metabolites are often bottleneck activities in high-throughput screening of microbial bioprocesses. We have assessed Fourier transform infrared spectroscopy (FTIR), in combination with high throughput micro-bioreactors and multivariate statistical analyses, for analysis of metabolites in high-throughput screening of microbial bioprocesses. In our previous study, we have demonstrated that high-throughput (HTS) FTIR can be used for estimating content and composition of intracellular metabolites, namely triglyceride accumulation in oleaginous filamentous fungi. As a continuation of that research, in the present study HTS FTIR was evaluated as a unified method for simultaneous quantification of intra- and extracellular metabolites and substrate consumption. As a proof of concept, a high-throughput microcultivation of oleaginous filamentous fungi was conducted in order to monitor production of citric acid (extracellular metabolite) and triglyceride lipids (intracellular metabolites), as well as consumption of glucose in the cultivation medium.
HTS FTIR analyses of supernatant samples was compared with an attenuated total reflection (ATR) FTIR, which is an established method for bioprocess monitoring. Glucose and citric acid content of growth media was quantified by high performance liquid chromatography (HPLC). Partial least square regression (PLSR) between HPLC glucose and citric acid data and the corresponding FTIR spectral data was used to set up calibration models. PLSR results for HTS measurements were very similar to the results obtained with ATR methodology, with high coefficients of determination (0.91-0.98) and low error values (4.9-8.6%) for both glucose and citric acid estimates.
The study has demonstrated that intra- and extracellular metabolites, as well as nutrients in the cultivation medium, can be monitored by a unified approach by HTS FTIR. The proof-of-concept study has validated that HTS FTIR, in combination with Duetz microtiter plate system and chemometrics, can be used for high throughput screening of microbial bioprocesses. It can be anticipated that the approach, demonstrated here on single-cell oil production by filamentous fungi, can find general application in screening studies of microbial bioprocesses, such as production of single-cell proteins, biopolymers, polysaccharides, carboxylic acids, and other type of metabolites.
在高通量筛选微生物生物过程中,分析底物和代谢物通常是一个瓶颈。我们评估了傅里叶变换红外光谱(FTIR),结合高通量微生物反应器和多元统计分析,用于微生物生物过程高通量筛选中的代谢物分析。在我们之前的研究中,我们已经证明了高通量(HTS)FTIR 可用于估计细胞内代谢物的含量和组成,即产油丝状真菌中三酰基甘油的积累。作为该研究的延续,本研究评估了 HTS FTIR 作为一种同时定量细胞内和细胞外代谢物以及底物消耗的统一方法。作为概念验证,进行了高通量丝状真菌微培养,以监测柠檬酸(细胞外代谢物)和三酰基甘油脂质(细胞内代谢物)的产生以及培养介质中葡萄糖的消耗。
与衰减全反射(ATR)FTIR 相比,对上清液样品进行了 HTS FTIR 分析,ATR FTIR 是一种用于生物过程监测的既定方法。通过高效液相色谱法(HPLC)定量测定生长培养基中的葡萄糖和柠檬酸含量。使用偏最小二乘回归(PLSR)将 HPLC 葡萄糖和柠檬酸数据与相应的 FTIR 光谱数据进行比较,以建立校准模型。HTS 测量的 PLSR 结果与 ATR 方法非常相似,葡萄糖和柠檬酸的确定系数(0.91-0.98)均很高,误差值(4.9-8.6%)均较低。
该研究表明,通过 HTS FTIR 可以采用统一的方法监测细胞内和细胞外代谢物以及培养介质中的营养物质。概念验证研究验证了 HTS FTIR 与 Duetz 微量滴定板系统和化学计量学相结合,可用于微生物生物过程的高通量筛选。可以预期,这里在丝状真菌产单细胞油方面展示的方法可以在微生物生物过程的筛选研究中得到广泛应用,例如单细胞蛋白、生物聚合物、多糖、羧酸和其他类型的代谢物的生产。