Rapid determination of protein contents in microencapsulated fish oil supplements by ATR-FTIR spectroscopy and partial least square regression (PLSR) analysis


Autoria(s): Vongsvivut, Jitraporn; Heraud, Philip; Zhang, Wei; Kralovec, Jaroslav A.; McNaughton, Don; Barrow, Colin J.
Data(s)

01/01/2014

Resumo

Following the recent success in quantitative analysis of essential fatty acid compositions in a commercial microencapsulated fish oil (?EFO) supplement, we extended the application of portable attenuated total reflection Fourier transform infrared (ATR-FTIR) spectroscopic technique and partial least square regression (PLSR) analysis for rapid determination of total protein contents-the other major component in most commercial ?EFO powders. In contrast to the traditional chromatographic methodology used in a routine amino acid analysis (AAA), the ATR-FTIR spectra of the ?EFO powder can be acquired directly from its original powder form with no requirement of any sample preparation, making the technique exceptionally fast, noninvasive, and environmentally friendly as well as being cost effective and hence eminently suitable for routine use by industry. By optimizing the spectral region of interest and number of latent factors through the developed PLSR strategy, a good linear calibration model was produced as indicated by an excellent value of coefficient of determination R2 = 0.9975, using standard ?EFO powders with total protein contents in the range of 140-450 mg/g. The prediction of the protein contents acquired from an independent validation set through the optimized PLSR model was highly accurate as evidenced through (1) a good linear fitting (R2 = 0.9759) in the plot of predicted versus reference values, which were obtained from a standard AAA method, (2) lowest root mean square error of prediction (11.64 mg/g), and (3) high residual predictive deviation (6.83) ranked in very good level of predictive quality indicating high robustness and good predictive performance of the achieved PLSR calibration model. The study therefore demonstrated the potential application of the portable ATR-FTIR technique when used together with PLSR analysis for rapid online monitoring of the two major components (i.e., oil and protein contents) in finished ?EFO powders in the actual manufacturing setting.

Identificador

http://hdl.handle.net/10536/DRO/DU:30055370

Idioma(s)

eng

Publicador

Springer

Relação

http://dro.deakin.edu.au/eserv/DU:30055370/vongsvivut-rapid-inpress-2013.pdf

http://dro.deakin.edu.au/eserv/DU:30055370/vongsvivut-rapiddetermination-2014.pdf

http://doi.org/10.1007/s11947-013-1122-8

Direitos

2013, Springer

Palavras-Chave #attenuated total reflection Fourier transform infrared (ATR-FTIR) spectroscopy #gelatin #microencapsulated fish oil (?EFO) #partial least square regression (PLSR) #protein
Tipo

Journal Article