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利用计算机方法预测和分析油菜籽蛋白中的抗菌肽。

Prediction and analysis of antimicrobial peptides from rapeseed protein using in silico approach.

机构信息

College of Food Science and Technology, Henan University of Technology, Zhengzhou, China.

出版信息

J Food Biochem. 2021 Apr;45(4):e13598. doi: 10.1111/jfbc.13598. Epub 2021 Feb 17.

Abstract

The purpose of this study was to evaluate the potential of rapeseed proteins including Napin, Cruciferin, and Oleosin as precursors of antimicrobial peptides (AMPs), and to investigate physicochemical properties, secondary structures, toxicity, and allergenicity of AMPs using several bioinformatics tools such as BIOPEP, CAMP, APD, SOPMA, ToxinPred, and AllergenFP. A total of 26 novel AMPs were obtained by in silico hydrolysis using nine proteases, and six peptides were tested positive by all the four algorithms including Random Forest (RF), Support Vector Machines (SVM), Artificial Neural Network (ANN), and Discriminant Analysis (DA). More AMPs were generated from Cruciferin than from Napin and Oleosin. Trypsin was the most effective enzyme for AMPs production compared with other used proteases. About two-third of peptides were cationic. Interestingly, most peptides were extended AMPs. All AMPs were predicted to be non-toxic, and 14 peptides were non-allergenic. These results indicate that rapeseed protein is a good potential source of AMPs as demonstrated by in silico analyses and the theoretical knowledge obtained provides a basis for further development and production of rapeseed AMPs. PRACTICAL APPLICATIONS: Rapeseed protein is a high-quality plant protein resource. However, it is usually used as animal feed or fertilizer. Effective enzymatic hydrolysis of rapeseed protein can release bioactive peptides and improve the utilization value. This study indicates that rapeseed protein is a good potential source of AMPs as demonstrated by in silico analyses. The theoretical knowledge obtained provides a basis for further development and production of rapeseed AMPs.

摘要

本研究旨在评估油菜籽蛋白(包括 Napin、Cruciferin 和 Oleosin)作为抗菌肽(AMPs)前体的潜力,并利用 BIOPEP、CAMP、APD、SOPMA、ToxinPred 和 AllergenFP 等多种生物信息学工具,研究 AMPs 的理化性质、二级结构、毒性和过敏性。使用 9 种蛋白酶进行计算机水解,共获得 26 种新型 AMPs,其中 6 种肽经随机森林(RF)、支持向量机(SVM)、人工神经网络(ANN)和判别分析(DA)4 种算法均为阳性。与 Napin 和 Oleosin 相比,Cruciferin 产生的 AMPs 更多。与其他使用的蛋白酶相比,胰蛋白酶是产生 AMPs 的最有效酶。约三分之二的肽为阳离子。有趣的是,大多数肽是扩展 AMPs。所有 AMPs 均预测为非毒性,14 种肽是非过敏性的。这些结果表明,油菜籽蛋白是 AMPs 的良好潜在来源,这是通过计算机分析证明的,并且获得的理论知识为进一步开发和生产油菜籽 AMPs 提供了基础。

实际应用:油菜籽蛋白是一种高质量的植物蛋白资源。然而,它通常用作动物饲料或肥料。通过有效的酶解油菜籽蛋白,可以释放出具有生物活性的肽,提高其利用价值。本研究表明,油菜籽蛋白是 AMPs 的良好潜在来源,这是通过计算机分析证明的。获得的理论知识为进一步开发和生产油菜籽 AMPs 提供了基础。

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