Exploring structural features of sleep-enhancing peptides derived from casein hydrolysates by chemometrics and random forest methodology

IF 9.8 1区 农林科学 Q1 CHEMISTRY, APPLIED
Jingjing Qian , Fengjie Yu , Leggy A. Arnold , Arjun Saha , Lin Zheng , Mouming Zhao
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Abstract

Milk casein is regarded as source to release potential sleep-enhancing peptides. Although various casein hydrolysates exhibited sleep-enhancing activity, the underlying reason remains unclear. This study firstly revealed the structural features of potential sleep-enhancing peptides from casein hydrolysates analyzed through peptidomics and multivariate analysis. Additionally, a random forest model and a potential Tyr-based peptide library were established, and then those peptides were quantified to facilitate rapidly-screening. Our findings indicated that YP-, YI/L, and YQ-type peptides with 4–10 amino acids contributed more to higher sleep-enhancing activity of casein hydrolysates, due to their crucial structural features and abundant numbers. Furthermore, three novel strong sleep-enhancing peptides, YQKFPQY, YPFPGPIPN, and YIPIQY were screened, and their activities were validated in vivo. Molecular docking results elucidated the importance of the YP/I/L/Q- structure at the N-terminus of casein peptides in forming crucial hydrogen bond and π-alkyl interactions with His-102 and Asn-60, respectively in the GABAA receptor for activation.

用化学计量学和随机森林方法探索酪蛋白水解物中提取的促进睡眠肽的结构特征
牛奶酪蛋白被认为是释放潜在睡眠促进肽的来源。虽然各种酪蛋白水解物都具有促进睡眠的活性,但其根本原因仍不清楚。本研究首先通过肽组学和多元分析揭示了酪蛋白水解物中潜在促眠肽的结构特征。此外,还建立了一个随机森林模型和一个基于Tyr的潜在肽库,并对这些肽进行了量化,以便于快速筛选。我们的研究结果表明,4-10个氨基酸的YP型、YI/L型和YQ型肽因其关键的结构特征和丰富的数量,对酪蛋白水解物的睡眠促进活性贡献较大。此外,还筛选出了三种新型强效促眠肽YQKFPQY、YPFPGPIPN和YIPIQY,并对它们的活性进行了体内验证。分子对接结果阐明了酪蛋白肽 N 端 YP/I/L/Q- 结构在 GABAA 受体激活过程中分别与 His-102 和 Asn-60 形成关键氢键和 π- 烷基相互作用的重要性。
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来源期刊
Food Chemistry
Food Chemistry 工程技术-食品科技
CiteScore
16.30
自引率
10.20%
发文量
3130
审稿时长
122 days
期刊介绍: Food Chemistry publishes original research papers dealing with the advancement of the chemistry and biochemistry of foods or the analytical methods/ approach used. All papers should focus on the novelty of the research carried out.
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