Application of Fourier transform infrared spectroscopy and orthogonal projections to latent structures/partial least squares regression for estimation of procyanidins average degree of polymerisation |
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Authors: | Clá udia P. Passos,Antó nio S. Barros,Manuel A. Coimbra |
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Affiliation: | a CICECO, Departamento de Química, Universidade de Aveiro, 3810-193 Aveiro, Portugal b Departamento de Química, Universidade de Aveiro, 3810-193 Aveiro, Portugal c CIMO/Escola Superior Agrária, Instituto Politécnico de Bragança, Campus de Santa Apolónia, 5301-854 Bragança, Portugal |
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Abstract: | 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. FTIR 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 R2 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 in the aromatic ring of the polymerised procyanidin molecules. |
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Keywords: | Fourier transform infrared spectroscopy Orthogonal projections to latent structures Partial least squares regression-1 Grape seed Flavan-3-ols Graded procyanidin fractionation |
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