Assessment of nutritional loss in finger millet during abrasive decortication using principal component analysis and clustering approach

IF 3.9 2区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY
Jayasree Joshi T, P. Srinivasa Rao
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Abstract

The decortication process of finger millet processing involves the removal of the seed covering from the endosperm. Excessive decortication removes portions of the endosperm, lowering the nutritional value of the grain. An investigation was carried out to study the effects of decortication on the milling, nutritional, and functional aspects of finger millet. The experiment was carried out using a full factorial design with grain moisture content (8,10, and 12%) and polishing time (8, 10, and 12 min) as independent variables. Higher polishing time and moisture content reduced endosperm yield. Considerable loss in the nutritional components was observed along with dry matter loss, which gradually increased with moisture content and polishing time. Tannins and phytates both reduced with increased polishing time due to the gradual elimination of aleurone layers of the grain. PCA demonstrated high association between proteins and crude fibre as well as ash, fat, WAC, OAC, and antinutrients. The data were effectively clustered into distinct groups using HCA and neural network clustering methods. The findings indicated that the polishing conditions significantly influenced the responses, and samples belonging to the same cluster were more similar to each other than to those from different clusters.

Abstract Image

用主成分分析和聚类方法评价磨粒去皮过程中谷子的营养损失
小米加工的去皮过程包括从胚乳上去除种子覆盖层。过度的去皮会使部分胚乳脱落,降低谷物的营养价值。研究了脱皮对指粟碾磨、营养和功能的影响。试验采用全因子设计,以谷物含水量(8、10和12%)和抛光时间(8、10和12 min)为自变量。较高的抛光时间和水分含量降低了胚乳产量。随着干物质损失的增加,营养成分的损失也相当大,干物质损失随着水分含量和抛光时间的增加而逐渐增加。单宁酸和植酸盐都随着抛光时间的增加而减少,因为谷物的糊粉层逐渐消除。主成分分析表明,蛋白质与粗纤维、灰分、脂肪、WAC、OAC和抗营养素之间存在高度关联。采用HCA和神经网络聚类方法对数据进行有效聚类。结果表明,抛光条件对反应有显著影响,同一簇的样品之间的相似性大于不同簇的样品之间的相似性。
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来源期刊
Journal of Cereal Science
Journal of Cereal Science 工程技术-食品科技
CiteScore
7.80
自引率
2.60%
发文量
163
审稿时长
38 days
期刊介绍: The Journal of Cereal Science was established in 1983 to provide an International forum for the publication of original research papers of high standing covering all aspects of cereal science related to the functional and nutritional quality of cereal grains (true cereals - members of the Poaceae family and starchy pseudocereals - members of the Amaranthaceae, Chenopodiaceae and Polygonaceae families) and their products, in relation to the cereals used. The journal also publishes concise and critical review articles appraising the status and future directions of specific areas of cereal science and short communications that present news of important advances in research. The journal aims at topicality and at providing comprehensive coverage of progress in the field.
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