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傅里叶变换红外光谱法和正交投影偏最小二乘回归在测定原花青素平均聚合度中的应用。

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

机构信息

CICECO, Departamento de Química, Universidade de Aveiro, 3810-193 Aveiro, Portugal.

出版信息

Anal Chim Acta. 2010 Feb 28;661(2):143-9. doi: 10.1016/j.aca.2009.12.028. Epub 2009 Dec 29.

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 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 in the aromatic ring of the polymerised procyanidin molecules.

摘要

傅里叶变换红外(FTIR)光谱已被强调为快速评估食品成分的广泛技术。在这项工作中,原花青素用甲醇和丙酮/水从白葡萄和红葡萄品种的种子中提取。通过分级甲醇/氯仿沉淀进行分级,得到 26 个样品,这些样品经过硫解预处理,然后用 HPLC-UV 和 MS 检测进行了表征。样品中原花青素的平均聚合度(DPn)范围为 2 到 11 个黄烷-3-醇残基。在 1800-700 cm(-1) 的波数范围内进行 FTIR 光谱分析,建立了一个具有 8 个潜在变量(LV)的偏最小二乘(PLS1)回归模型,用于估计 DPn,其 RMSECV 为 11.7%,R(2)为 0.91 和 RMSEP 为 2.58。正交投影到潜在结构(O-PLS1)的应用澄清了回归模型向量的解释。此外,O-PLS 过程去除了与 DPn 不相关的 88%的变化,允许将 1203 和 1099 cm(-1)处的吸收峰增加与 DPn 的增加相关联,这是由于聚合原花青素分子的芳香环中取代基的比例更高。

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