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基于主成分分析和聚类分析的中国白肉桃品种特征分析

Characterization of Chinese white-flesh peach cultivars based on principle component and cluster analysis.

作者信息

Lyu Jian, Liu Xuan, Bi Jin-Feng, Jiao Yi, Wu Xin-Ye, Ruan Weihong

机构信息

Institute of Food Science and Technology, Chinese Academy of Agricultural Sciences, Key Laboratory of Agro-products Processing, Ministry of Agriculture, Beijing, 100193 People's Republic of China.

出版信息

J Food Sci Technol. 2017 Nov;54(12):3818-3826. doi: 10.1007/s13197-017-2788-0. Epub 2017 Oct 6.

Abstract

The purpose of this study was to gain insights into the variations in quality characteristics of white-flesh peach fruits. Eighteen cultivars of north of China were investigated. The quality evaluation indicators, including color, physico-chemical and nutritional attributes were measured. Analysis of variance revealed that all the indicators showed significant differences among the cultivars, except edible rate. Principal Component Analysis (PCA) conducted to distinguish the indicators among cultivars, suggested that the most important factors affecting the peach quality could be reduced into nine principal components. Crude fiber content, glucose content, peel-, TA, moisture content, pulp-firmness, quinic content, shikimic content and edible rate could be regarded as the characteristic indicators for PC1, PC2, PC3,PC4, PC5, PC6, PC7, PC8 and PC9, respectively. Cluster analysis classified the different cultivars into five main groups on the basis of the measured quality evaluation indicators, and the results were in good accordance with PCA results.

摘要

本研究的目的是深入了解白肉桃果实品质特性的差异。对中国北方的18个品种进行了调查。测量了包括颜色、理化和营养属性在内的品质评价指标。方差分析表明,除可食率外,所有指标在品种间均存在显著差异。进行主成分分析(PCA)以区分品种间的指标,结果表明影响桃品质的最重要因素可归结为9个主成分。粗纤维含量、葡萄糖含量、果皮酸、总酸、水分含量、果肉硬度、奎尼酸含量、莽草酸含量和可食率可分别视为PC1、PC2、PC3、PC4、PC5、PC6、PC7、PC8和PC9的特征指标。聚类分析根据测量的品质评价指标将不同品种分为五个主要组,结果与主成分分析结果高度一致。

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