Fluorescence-based soft-sensor for monitoring β-lactoglobulin and α-lactalbumin solubility during thermal aggregation

被引:2
|
作者
Elshereef, Rand [1 ]
Budman, Hector [1 ]
Moresoli, Christine [1 ]
Legge, Raymond L. [1 ]
机构
[1] Univ Waterloo, Dept Chem Engn, Waterloo, ON N2L 3G1, Canada
关键词
chemometrics; fluorescence spectroscopy; beta-lactoglobulin; alpha-lactalbumin; monitoring; protein aggregation; protein solubility; whey proteins;
D O I
10.1002/bit.21597
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
A soft-sensor for monitoring solubility of native-like a-lactalbumin (alpha-LA) and beta-lactoglobutin (beta-LG) and their aggregation behavior following heat treatment of mixtures under different treatment conditions was developed using fluorescence spectroscopy data regressed with a multivariate Partial Least Squares (PLS) regression algorithm. PLS regression was used to correlate the concentrations of alpha-LA and beta-LG to the fluorescence spectra obtained for their mixtures. Data for the calibration and validation of the soft sensor was derived from fluorescence spectra. The process of thermal induced aggregation of beta-LG and a-LA protein in mixtures, which involves the disappearance of native-like proteins, was studied under various treatment conditions including different temperatures, pH, total initial protein concentration and proportions of alpha-LA and beta-LG. It was demonstrated that the multivariate regression models used could effectively deconvolute multi-wavelength fluorescence spectra collected under a variety of process conditions and provide a fairly accurate quantification of respective native-Re proteins despite the significant overlapping between their emission profiles. It was also demonstrated that a PLS model can be used as a black-box prediction tool for estimating protein aggregation when combined with simple mass balances.
引用
收藏
页码:567 / 577
页数:11
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