Simultaneous measurement of two enzyme activities using infrared spectroscopy: A comparative evaluation of PARAFAC, TUCKER and N-PLS modeling

被引:21
作者
Baum, Andreas [1 ,2 ]
Hansen, Per Waaben [2 ]
Meyer, Anne S. [1 ]
Mikkelsen, Jorn Dalgaard [1 ]
机构
[1] Tech Univ Denmark, Dept Chem & Biochem Engn, Ctr BioProc Engn, DK-2800 Lyngby, Denmark
[2] Foss Analyt, DK-3400 Hillerod, Denmark
关键词
Fourier transform infrared spectroscopy; Enzyme activity; Spectral evolution profiles; Multiway; Second-order calibration; PRINCIPAL COMPONENT ANALYSIS; PECTIN METHYL ESTERASE; EXPRESSION; ASSAY;
D O I
10.1016/j.aca.2013.06.039
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Enzymes are used in many processes to release fermentable sugars for green production of biofuel, or the refinery of biomass for extraction of functional food ingredients such as pectin or prebiotic oligosaccharides. The complex biomasses may, however, require a multitude of specific enzymes which are active on specific substrates generating a multitude of products. In this paper we use the plant polymer, pectin, to present a method to quantify enzyme activity of two pectolytic enzymes by monitoring their superimposed spectral evolutions simultaneously. The data is analyzed by three chemometric multiway methods, namely PARAFAC, TUCKER3 and N-PLS, to establish simultaneous enzyme activity assays for pectin lyase and pectin methyl esterase. Correlation coefficients R-pred(2) for prediction test sets are 0.48, 0.96 and 0.96 for pectin lyase and 0.70, 0.89 and 0.89 for pectin methyl esterase, respectively. The retrieved models are compared and prediction test sets show that especially TUCKER3 performs well, even in comparison to the supervised regression method N-PLS. (c) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:14 / 23
页数:10
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