Application of Fourier transform infrared spectroscopy and orthogonal projections to latent structures/partial least squares regression for estimation of procyanidins average degree of polymerisation

被引:25
作者
Passos, Claudia P. [1 ]
Cardoso, Susana M. [2 ]
Barros, Antonio S.
Silva, Carlos M. [1 ]
Coimbra, Manuel A. [1 ]
机构
[1] Univ Aveiro, Dept Quim, CICECO, P-3810193 Aveiro, Portugal
[2] Inst Politecn Braganca, CIMO Escola Super Agr, P-5301854 Braganca, Portugal
关键词
Fourier transform infrared spectroscopy; Orthogonal projections to latent structures; Partial least squares regression-1; Grape seed; Flavan-3-ols; Graded procyanidin fractionation; ELECTROSPRAY MASS-SPECTROMETRY; RED WINE TANNINS; GRAPE SEEDS; MIDINFRARED SPECTROSCOPY; QUANTITATIVE-ANALYSIS; PHENOLIC-COMPOUNDS; CROSS-VALIDATION; PLS-REGRESSION; PROANTHOCYANIDINS; APPLE;
D O I
10.1016/j.aca.2009.12.028
中图分类号
O65 [分析化学];
学科分类号
070302 [分析化学];
摘要
Fourier transform infrared (FTIR) spectroscopy has being emphasised as a widespread technique in the quick assess of food components. In this work, procyanidins were extracted with methanol and acetone/water from the seeds of white and red grape varieties. A fractionation by graded methanol/chloroform precipitations allowed to obtain 26 samples that were characterised using thiolysis as pre-treatment followed by HPLC-UV and MS detection. The average degree of polymerisation (DPn) of the procyanidins in the samples ranged from 2 to 11 flavan-3-ol residues. MR spectroscopy within the wavenumbers region of 1800-700 cm(-1) allowed to build a partial least squares (PLS1) regression model with 8 latent variables (LVs) for the estimation of the DPn, giving a RMSECV of 11.7%, with a R-2 of 0.91 and a RMSEP of 2.58. The application of orthogonal projection to latent structures (O-PLS1) clarifies the interpretation of the regression model vectors. Moreover, the O-PLS procedure has removed 88% of non-correlated variations with the DPn, allowing to relate the increase of the absorbance peaks at 1203 and 1099 cm(-1) with the increase of the DPn due to the higher proportion of substitutions ill the aromatic ring of the polymerised procyanidin molecules. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:143 / 149
页数:7
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