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基于非靶向代谢组学的茄梨和红茄梨成熟期果皮代谢产物的差异分析
引用本文:牟红梅,慈志娟,艾沙江 ,买买提,梁艳萍,刘笑宏,杜晓云,于强,李庆余,李元军.基于非靶向代谢组学的茄梨和红茄梨成熟期果皮代谢产物的差异分析[J].色谱,2021,39(11):1203-1212.
作者姓名:牟红梅  慈志娟  艾沙江   买买提  梁艳萍  刘笑宏  杜晓云  于强  李庆余  李元军
作者单位:1.山东省烟台市农业科学研究院, 山东 烟台 2655002.新疆农业科学院, 新疆 乌鲁木齐 8300913.云南省农业科学研究院, 云南 昆明 650205
基金项目:财政部和农业农村部国家现代农业产业技术体系;中央财政林业科技推广示范补贴项目
摘    要:为了探究西洋梨品种茄梨及其红色芽变红茄梨成熟期果皮代谢产物差异,采用超高效液相色谱-质谱联用技术,对茄梨和红茄梨成熟期果皮进行非靶向代谢组学研究。通过主成分分析和正交偏最小二乘判别分析,构建了多变量统计分析模型,结合模型和变量重要性投影与最大差异倍数值,基于精确质量数、二级碎片以及同位素分布,使用PMDB(Plant Metabolome Database)数据库进行定性,筛选并鉴定出茄梨和红茄梨果皮中显著性变化(P<0.05, VIP(variable importance in project)≥1)的差异代谢物有83种,主要包括酚酸类、黄酮类和氨基酸类物质,涉及类黄酮代谢、氨基酸代谢、苯丙烷类代谢等代谢途径,其中53种物质含量上调,30种物质表达下调。通过KEGG(Kyoto Encyclopedia of Genes and Genomes)数据库进一步对差异代谢物质进行通路富集分析,差异代谢物主要分布在20条代谢途径中,P<0.05的代谢途径有6条,分别是类黄酮生物合成、黄酮和黄酮醇生物合成、苯丙烷生物合成、丁酸酯代谢、苯丙氨酸代谢、酪氨酸代谢。这些差异代谢物的变化可能是导致茄梨和红茄梨果皮色泽不同的原因。该研究从植物代谢组学角度初步揭示了茄梨和红茄梨成熟期果皮的代谢产物差异性。

关 键 词:超高效液相色谱-质谱  植物代谢组学  差异代谢物    果皮  
收稿时间:2021-05-10

Analysis of metabolite differences in skin between Clapp’s Favorite and its mutant Red Clapp’s Favorite through non-targeted metabolomics
MU Hongmei,CI Zhijuan,Aisajan MAMAT,LIANG Yanping,LIU Xiaohong,DU Xiaoyun,YU Qiang,LI Qingyu,LI Yuanjun.Analysis of metabolite differences in skin between Clapp’s Favorite and its mutant Red Clapp’s Favorite through non-targeted metabolomics[J].Chinese Journal of Chromatography,2021,39(11):1203-1212.
Authors:MU Hongmei  CI Zhijuan  Aisajan MAMAT  LIANG Yanping  LIU Xiaohong  DU Xiaoyun  YU Qiang  LI Qingyu  LI Yuanjun
Institution:1. Yantai Academy of Agricultural Sciences Shandong Province, Yantai 26550, China2. Xinjiang Academy of Agricultural Sciences, Urumchi 830091, China3. Yunnan Academy of Agricultural Sciences, Yunnan 650205, China
Abstract:Red Clapp’s Favorite is the red mutation cultivar of the pear cultivar Clapp’s Favorite. Fruit color is an important feature of pear fruits, with red skin generally attracting consumers. Anthocyanin, chlorophyll, and carotenoids are the most important pigments in the color formation of fruits. The red color of pear skin is mainly due to the concentration and composition of anthocyanin. Metabolomics is an emerging discipline that focuses on the qualitative and quantitative analysis of small metabolites with low molecular weight in biological cells and tissues. As an important part of systems biology, it is an effective means to solve many complex biological problems. Studies have analyzed pigment content, composition, and differentially expressed genes in the skin of green and red pears from various aspects. Anthocyanins are responsible for physiological activity on regulating pathways. The aim of this study was to discover differential metabolites in the skin of Clapp’s Favorite and its red mutation cultivar Red Clapp’s Favorite. The metabolic components were detected using high-performance liquid chromatography coupled with tandem mass spectrometry (UPLC-MS/MS). Chromatographic experiments were performed on an HSS T3 column (100 mm×2.1 mm, 1.8 μm) by using a mobile phase consisting of 0.1% (v/v) formic acid in acetonitrile and water, and mass spectrometry was conducted in the positive and negative modes by electrospray ionization (ESI). Red Clapp’s Favorite and Clapp’s Favorite were collected from the pear germplasm resource nursery of Yantai Institute of Agricultural Sciences in Shandong. The data were analyzed by principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) as well as cluster analysis and heat map. The first two principal components exhibited 62.3% and 8% of the total variance in the positive and negative ion modes, respectively. PCA can generally reflect metabolite differences between the two groups of samples, and there are significant differences in metabolites between the two cultivars. The results showed that PLS-DA clearly distinguishes the two groups of samples, which can be used to analyze the subsequent difference in components. The compounds were identified based on data retrieved from the PMDB databases according to the accurate mass number, secondary fragment, and isotope distribution. The results showed that the metabolite content in the skin of Red Clapp’s Favorite and Clapp’s Favorite were significant. There were 83 different metabolites (P<0.05, variable importance in project (VIP)≥1), including phenols and amino acids, which are involved in flavonoid metabolism, amino acid metabolism, phenyl propanoid biosynthesis, and other metabolic pathways, including 5 polyphenols, 3 flavonoids, 1 amino acid and derivatives, 8 phenylpropanes, 2 anthocyanins, 5 proanthocyanidins, 6 flavanols, 14 flavonols, 2 isoflavones, 13 triterpenoids, 3 organic acids and derivatives, 1 vitamin, 3 organic acids and derivatives, 15 lipids, and 2 other compounds. The chlorogenic acid and crypto-chlorogenic acid in Red Clapp’s Favorite are 2.40 and 3.46 times as much as those in Clapp’s Favorite. The anthocyanins of cornulin 3-glucoside and cornulin 3-galactoside were 10.235 and 9.394 times, respectively. Phenolic epicatechin and catechin increased by 4.689 and 4.635, respectively. The content of phenylpropane 3, 4-dihydroxycinnamic acid in Red Clapp’s Favorite increased by 3.13 times. Among the 83 differential metabolites, 23 metabolites were enriched in the pathway. To display the relationship between the samples and the differences in metabolites among the different samples intuitively, hierarchical clustering and heat map analysis were performed on the metabolite expression levels with significant differences in the enrichment pathways. The Kyoto Encyclopedia of Genes and Genomes database was used to further analyze the pathway enrichment of different metabolites. According to the results, there were 6 metabolic pathways (P<0.05): flavonoid biosynthesis, flavone and flavonol biosynthesis, phenylpropanoid biosynthesis, butanoate metabolism, phenylalanine metabolism, and tyrosine metabolism. Plant secondary metabolism shows a complex diversity. This study would screen out other pathways affecting the biosynthesis of flavonoids, which could provide reference for the further study of biosynthesis and biological function of flavonoids in red fruits. This study provides a useful reference for metabolomics of red pears, which could provide a theoretical reference for the quality analysis and biological function research of pears.
Keywords:ultra performance liquid chromatography-tandem mass spectrometry (UPLC-MS/MS)  plant metabolomics  differential metabolites  pear  fruit skin  
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