Raman and Infrared Spectroscopic Data Fusion Strategies for Rapid, Multicomponent Quantitation of Krill Oil Compositions

被引:14
作者
Ahmmed, Fatema [1 ]
Fuller, Ioan D. [2 ]
Killeen, Daniel P. [2 ]
Fraser-Miller, Sara J. [1 ]
Gordon, Keith C. [1 ]
机构
[1] Univ Otago, Dept Chem, Dunedin 9054, New Zealand
[2] New Zealand Inst Plant & Food Res Ltd, Nelson 7010, New Zealand
来源
ACS FOOD SCIENCE & TECHNOLOGY | 2021年 / 1卷 / 04期
关键词
Raman spectroscopy; infrared spectroscopy; principal component analysis; partial least-squares regression; krill oil; omega-3; polyunsaturated fatty acids; docosahexaenoic acid; eicosapentaenoic acid; astaxanthin; data fusion; FATTY-ACID; EDIBLE OILS; FT-RAMAN; FOOD; EXTRACTION; PREDICTION; NIR; AUTHENTICATION; CLASSIFICATION; CHROMATOGRAPHY;
D O I
10.1021/acsfoodscitech.0c00139
中图分类号
TS2 [食品工业];
学科分类号
0832 ;
摘要
Krill oil contains eicosapentaenoic acid (EPA) and docosahexaenoic acid (DHA), long chain omega-3 polyunsaturated fatty acids with essential roles in human health, and astaxanthin, a naturally occurring keto-carotenoid that protects EPA+DHA against oxidation. Here, we assess Raman and IR spectroscopy (as stand-alone techniques and paired using three different data-fusion approaches) as methods for simultaneous quantitation of EPA+DHA and astaxanthin in krill oil. Raman spectroscopy could accurately (RMSEP = 40 mu g g(-1), r(2) (p) = 0.98) quantitate astaxanthin in krill oil despite its low concentrations (212-693 mu g g(-1)). This analysis could be performed directly through gelatin capsules with no loss of prediction accuracy (RMSEP = 27 mu g g(-1), r(2) (p) = 0.99). Fusing IR and Raman data did not improve the astaxanthin quantitation models. EPA+DHA quantitation was more accurate using "mid-level" fusion (RMSEP = 1.2%, r2 p = 0.99) than models from either Raman (RMSEP = 4.5%, r(2) (p) = 0.90) or IR (RMSEP = 7.3%, r(2) (p) = 0.73). Data fusion also significantly improved quantitation accuracy for quantification of other fatty acid classes.
引用
收藏
页码:570 / 578
页数:9
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