Suppr超能文献

采用随机森林和关联规则学习的 GC-MS 研究:来源于柑橘和苹果果胶的果胶低聚糖的酶法生产及特性。

Enzymatic Production and Characterization of Pectic Oligosaccharides Derived from Citrus and Apple Pectins: A GC-MS Study Using Random Forests and Association Rule Learning.

机构信息

Institute of Food Science Research, CIAL (CSIC-UAM), CEI (UAM+CSIC) , C/Nicolás Cabrera 9 , Madrid 28049 , Spain.

出版信息

J Agric Food Chem. 2019 Jul 3;67(26):7435-7447. doi: 10.1021/acs.jafc.9b00930. Epub 2019 Jun 18.

Abstract

Pectic oligosaccharides (POS) from citrus and apple pectin hydrolysis using ViscozymeL and Glucanex200G have been obtained. According to the results, maximum POS formation was achieved from citrus pectin after 30 min of hydrolysis with ViscozymeL, with a yield of 652 mg g and average molecular mass ( M) of 0.8-2.5 kDa, while with Glucanex200G, the yield was 518 mg g and M was 0.8-7.1 kDa. Digalacturonic and trigalacturonic acids were identified among other low M compounds as di- and tri-POS. In addition, differences in GC-MS spectra of all oligosaccharides found in the hydrolysates were studied by employing random forests and other algorithms to identify structural differences between the obtained POS, and high prediction rates were shown for new samples. Chemical structures were proposed for some influential m/ z ions, and 12 association rules that explain differences according to pectin and enzyme origin were built. This information could be used to establish structure-function relationships of POS.

摘要

已获得使用 ViscozymeL 和 Glucanex200G 水解柑橘果胶和苹果果胶得到的果胶低聚糖(POS)。根据结果,用 ViscozymeL 水解 30 分钟后,从柑橘果胶中获得最大的 POS 生成量,产率为 652mg/g,平均分子量(M)为 0.8-2.5kDa,而用 Glucanex200G 时,产率为 518mg/g,M 为 0.8-7.1kDa。在其他低分子量化合物中鉴定出二半乳糖醛酸和三半乳糖醛酸作为二聚和三聚 POS。此外,通过随机森林和其他算法研究了水解产物中所有低聚糖的 GC-MS 光谱差异,以鉴定所得到的 POS 之间的结构差异,并对新样品显示出高预测率。为一些有影响的 m/z 离子提出了化学结构,并建立了 12 条根据果胶和酶来源解释差异的关联规则。这些信息可用于建立 POS 的结构-功能关系。

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验