Prediction of anthocyanin content and variety in plum extracts using ATR-FTIR spectroscopy and chemometrics

被引:26
|
作者
Johnson, Joel B. [1 ]
El Orche, Aimen [2 ]
Naiker, Mani [1 ]
机构
[1] Cent Queensland Univ, Sch Hlth Med & Appl Sci, Bruce Hwy, North Rockhampton, Qld 4701, Australia
[2] Univ Sultan Moulay Slimane, Lab Organ & Analyt Chem, Beni Mellal, Morocco
关键词
Total monomeric anthocyanins; Mid -infrared (MIR) spectroscopy; PH -differential anthocyanin method; MID INFRARED-SPECTROSCOPY; PRUNUS-SALICINA LINDL; ANTIOXIDANT CAPACITY; QUANTIFICATION; QUALITY; GRAPES; WINES; FRUIT; PARAMETERS; PHENOLICS;
D O I
10.1016/j.vibspec.2022.103406
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The high anthocyanin content of plums is one major contributor toward their well-known health-benefiting effects. Consequently, rapid methods for measuring anthocyanin content would be greatly beneficial for quality assurance purposes. However, there are no applications of infrared spectroscopy for the prediction of anthocyanin content in solvent extracts from this crop. This study investigated the use of FTIR spectroscopy for the quantification of total anthocyanin content in ethanolic plum extracts. Partial least squares regression (PLS-R) was able to predict the anthocyanin content with acceptable accuracy in a dependent test set (R2pred = 0.84, RMSEP = 13.8 mg/L, RPD = 2.62); however, the use of support vector regression (SVR) gave superior results (R2pred = 0.93, RMSEP = 10.9 mg/L, RPD = 3.32). In addition, the plum variety could be predicted from the FTIR spectra using a support vector machine (SVM) or partial least squares discriminant analysis (PLS-DA) with a high degree of accuracy (97-100 % correct classification rate). This demonstrates the broad-ranging potential of FTIR spectroscopy for the quality assurance of plum samples based on their solvent extracts.
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页数:7
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