Prediction of anthocyanin content and variety in plum extracts using ATR-FTIR spectroscopy and chemometrics
被引:26
|
作者:
Johnson, Joel B.
论文数: 0引用数: 0
h-index: 0
机构:
Cent Queensland Univ, Sch Hlth Med & Appl Sci, Bruce Hwy, North Rockhampton, Qld 4701, AustraliaCent Queensland Univ, Sch Hlth Med & Appl Sci, Bruce Hwy, North Rockhampton, Qld 4701, Australia
Johnson, Joel B.
[1
]
El Orche, Aimen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sultan Moulay Slimane, Lab Organ & Analyt Chem, Beni Mellal, MoroccoCent Queensland Univ, Sch Hlth Med & Appl Sci, Bruce Hwy, North Rockhampton, Qld 4701, Australia
El Orche, Aimen
[2
]
论文数: 引用数:
h-index:
机构:
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
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.
机构:
Univ Malaysia Sabah, Fac Food Sci & Nutr, Food Secur Res Lab, Jalan UMS, Kota Kinabalu 88400, Sabah, MalaysiaUniv Malaysia Sabah, Fac Food Sci & Nutr, Food Secur Res Lab, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia
Julmohammad, N.
Tan, E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Sabah, Fac Food Sci & Nutr, Jalan UMS, Kota Kinabalu 88400, Sabah, MalaysiaUniv Malaysia Sabah, Fac Food Sci & Nutr, Food Secur Res Lab, Jalan UMS, Kota Kinabalu 88400, Sabah, Malaysia
机构:
Sorbonne Univ, Museum Natl Hist Nat, CNRS, Unite Mixte Rech 7194,Hist Nat Homme Prehist, Univ Perpignan Via Domitia,17 Pl Trocadero, F-75116 Paris, FranceSorbonne Univ, Museum Natl Hist Nat, CNRS, Unite Mixte Rech 7194,Hist Nat Homme Prehist, Univ Perpignan Via Domitia,17 Pl Trocadero, F-75116 Paris, France
Lebon, M.
Reiche, I.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 06, Sorbonne Univ, CNRS, Unite Mixte Rech 8220,Lab Archeol Mol & Struct, CP 225,4 Pl Jussieu, F-75005 Paris, France
State Museums Berlin, Rathgen Res Lab, Berlin 7, GermanySorbonne Univ, Museum Natl Hist Nat, CNRS, Unite Mixte Rech 7194,Hist Nat Homme Prehist, Univ Perpignan Via Domitia,17 Pl Trocadero, F-75116 Paris, France
Reiche, I.
Gallet, X.
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, Museum Natl Hist Nat, CNRS, Unite Mixte Rech 7194,Hist Nat Homme Prehist, Univ Perpignan Via Domitia,17 Pl Trocadero, F-75116 Paris, FranceSorbonne Univ, Museum Natl Hist Nat, CNRS, Unite Mixte Rech 7194,Hist Nat Homme Prehist, Univ Perpignan Via Domitia,17 Pl Trocadero, F-75116 Paris, France
Gallet, X.
Bellot-Gurlet, L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 06, Sorbonne Univ, CNRS,UMR 8233, Mol Nanoobjets React Interact & Spect MONARIS, CP 49,4 Pl Jussieu, F-75252 Paris, FranceSorbonne Univ, Museum Natl Hist Nat, CNRS, Unite Mixte Rech 7194,Hist Nat Homme Prehist, Univ Perpignan Via Domitia,17 Pl Trocadero, F-75116 Paris, France
Bellot-Gurlet, L.
Zazzo, A.
论文数: 0引用数: 0
h-index: 0
机构:
Sorbonne Univ, Museum Natl Hist Nat, CNRS, Unite Mixte Rech 7209,Archeozool Archeobot Soc Pr, CP 56,55 Rue Buffon, F-75005 Paris, FranceSorbonne Univ, Museum Natl Hist Nat, CNRS, Unite Mixte Rech 7194,Hist Nat Homme Prehist, Univ Perpignan Via Domitia,17 Pl Trocadero, F-75116 Paris, France