Rapid quantification of carotenoids and fat in Atlantic Salmon (Salmo salar L.) by Raman spectroscopy and chemometrics.
Raman spectroscopy (785 nm excitation) was used to determine the overall carotenoid (astaxanthin and cantaxanthin) and fat content in 49 samples of ground muscle tissue from farmed Atlantic salmon (Salmo salar L.). Chemically determined contents ranged from 1.0 to 6.8 mg/kg carotenoids and 36 to 205 g/kg fat. In addition to the raw Raman spectra, three types of spectral preprocessing were evaluated: the first derivative, subtraction of the fitted fourth-order polynomial (POLY), and the intensity normalized versions of POLY (POLY-SNV). Further, variable selection based on significance testing by use of jack-knifing was performed on each spectral data set. Partial least-squares regression resulted in a root mean square error of prediction of 0.33 mg/kg (R = 0.97) for carotenoids for the variable selected versions of all the preprocessed spectral data sets. The fat content was best estimated by the variable selected POLYSNV, resulting in a root mean square error of prediction of 15.5 g/kg (R = 0.95). Both preprocessing and variable selection improved the regression models significantly. The results demonstrate that Raman spectroscopy is a suitable method for simultaneous, rapid, and nondestructive quantification of both pigments and fat in ground salmon muscle tissue.
Wold
Jens Petter
JP
MATFORSK - Norwegian Food Research Institute, Osloveien 1, 1430 As, Norway. jens-petter.wold@matforsk.no
Marquardt
Brian J
BJ
Dable
Brian K
BK
Robb
Dave
D
Hatlen
Bjarne
B
D000818:Animals; D016644:Canthaxanthin / Q000032:analysis*; D002623:Chemistry Techniques, Analytical; D008055:Lipids / Q000032:analysis*; D018482:Muscle, Skeletal / Q000737:chemistry; D020317:Salmo salar; D013059:Spectrum Analysis, Raman / Q000379:methods*; D024341:Xanthophylls; D019207:beta Carotene / Q000031:analogs & derivatives* / Q000032:analysis*
D008055:Lipids; D024341:Xanthophylls; D019207:beta Carotene; D016644:Canthaxanthin; C005948:astaxanthine