Multi-analyte quantification in bioprocesses by Fourier-transform-infrared spectroscopy by partial least squares regression and multivariate curve resolution

被引:52
作者
Koch, Cosima [1 ]
Posch, Andreas E. [2 ]
Goicoechea, Hector C. [3 ]
Herwig, Christoph [2 ]
Lendl, Bernhard [1 ]
机构
[1] Vienna Univ Technol, Inst Chem Technol & Analyt, A-1060 Vienna, Austria
[2] Vienna Univ Technol, Inst Chem Engn, Christian Doppler Lab Mech & Physiol Methods Impr, A-1060 Vienna, Austria
[3] Univ Nacl Litoral CONICET, Fac Bioquim & Ciencias Biol, Lab Desarrollo Analit & Quimiometria LADAQ, RA-3000 Santa Fe, Argentina
基金
奥地利科学基金会;
关键词
Inline bioprocess monitoring; FTIR spectroscopy; P; chrysogenum; Partial least squares regression; Multivariate curve resolution; Chemometrics; MID-IR SPECTROSCOPY; MIDINFRARED SPECTROSCOPY; QUANTITATIVE-ANALYSIS; REAL-TIME; ETHANOL FERMENTATION; CHEMOMETRICS; SPECTROMETRY; MONITOR; SAMPLES;
D O I
10.1016/j.aca.2013.10.042
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper presents the quantification of Penicillin V and phenoxyacetic acid, a precursor, inline during Pencillium chrysogenum fermentations by FTIR spectroscopy and partial least squares (PLS) regression and multivariate curve resolution - alternating least squares (MCR-ALS). First, the applicability of an attenuated total reflection FTIR fiber optic probe was assessed offline by measuring standards of the analytes of interest and investigating matrix effects of the fermentation broth. Then measurements were performed inline during four fed-batch fermentations with online HPLC for the determination of Penicillin V and phenoxyacetic acid as reference analysis. PLS and MCR-ALS models were built using these data and validated by comparison of single analyte spectra with the selectivity ratio of the PLS models and the extracted spectral traces of the MCR-ALS models, respectively. The achieved root mean square errors of cross-validation for the PLS regressions were 0.22 g L-1 for Penicillin V and 0.32 g L-1 for phenoxyacetic acid and the root mean square errors of prediction for MCR-ALS were 0.23 g L-1 for Penicillin V and 0.15 g L-1 for phenoxyacetic acid. A general work-flow for building and assessing chemometric regression models for the quantification of multiple analytes in bioprocesses by FTIR spectroscopy is given. (C) 2013 The Authors. Published by Elsevier B. V. All rights reserved.
引用
收藏
页码:103 / 110
页数:8
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