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通过胃蛋白酶水解对小牛血液屠宰场副产物进行升级再利用,并采用基于回归的机器学习方法鉴定三种新型抗真菌肽。

Upcycling calf cruor slaughterhouse by-product by peptic hydrolysis and identification of three novel antifungal peptides following a regression based-machine learning approach.

机构信息

Institute of Nutrition and Functional Foods (INAF), Université Laval, Quebec City, QC G1V 0A6, Canada; Laboratoire de Transformation Alimentaire et Procédés ÉlectroMembranaires (LTAPEM, Laboratory of Food Processing and Electro-Membrane Processes), Food Science Department, Université Laval, Quebec City, QC G1V 0A6, Canada; International Associated Laboratory in Bioproduction of Natural Antimicrobials (LIAAN), Université Laval, Quebec City, QC, Canada.

Institute of Nutrition and Functional Foods (INAF), Université Laval, Quebec City, QC G1V 0A6, Canada; School of Nutrition, Université Laval, Quebec City, QC G1V 0A6, Canada.

出版信息

Food Res Int. 2024 Nov;196:115045. doi: 10.1016/j.foodres.2024.115045. Epub 2024 Sep 5.

Abstract

Calf cruor (C-cru) is an understudied source of antimicrobial peptides that can be used for meat product biopreservation under a circular economy framework. This study assessed the impact of pH and peptic hydrolysis duration of C-cru on the enzymatic mechanism, peptide population, and antimicrobial activities (antibacterial, antifungal, and anti-yeast). The results showed that peptic hydrolysis of C-cru has similar enzymatic mechanisms to adult bovine hemoglobin, fostering the development of a zipper mechanism at pH 2 and 3, while the one-by-one mechanism is promoted at pH 4 and 5. The antimicrobial activities suggested that peptic hydrolysis at pH 2 and 3 for 180 min fostered higher antibacterial activity, while peptic hydrolysis at pH 3 for 30 min favored both antifungal and anti-yeast activities. Furthermore, a supervised machine learning tool was applied for the first time to peptidomic data enabling the elucidation of α(47-80), β(130-145), and β(102-109) as new antifungal peptide sequences.

摘要

牛犊凝块(C-cru)是一种研究不足的抗菌肽来源,可以在循环经济框架下用于肉类产品的生物保鲜。本研究评估了 C-cru 的 pH 和胃蛋白酶水解持续时间对酶机制、肽群和抗菌活性(抗菌、抗真菌和抗酵母)的影响。结果表明,C-cru 的胃蛋白酶水解具有与成年牛血红蛋白相似的酶机制,在 pH 2 和 3 下促进拉链机制的发展,而在 pH 4 和 5 下则促进逐个机制的发展。抗菌活性表明,在 pH 2 和 3 下胃蛋白酶水解 180 分钟促进了更高的抗菌活性,而在 pH 3 下胃蛋白酶水解 30 分钟有利于抗真菌和抗酵母活性。此外,首次将监督机器学习工具应用于肽组学数据,阐明了 α(47-80)、β(130-145)和 β(102-109)作为新的抗真菌肽序列。

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