Inspection of Remodeling Impacts of Domain Movements in Hydrosoluble Protein Using Dual Artificial Intelligence Methods

Katsuhiko Nishiyama
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Abstract

Remodeling impacts of domain movements in protease are of interest in many fields such as medical treatments, food processing, and bio-electronic devices.However, they are yet to be precisely explained. In this study, the remodeling effects in ficin were investigated via a deep neural network, genetic programming, and computer simulations. The replacement (Y113F) in ficin using domain movements exhibited a critical effect on the peptide compatibilities. Specifically, modification of amino acid allows the remodeling of the domain movements, and types of compatible peptides should be modulated by the remodeling. Moreover, the decision tree revealed important factors in peptides and ficin.
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双人工智能方法检测水溶性蛋白结构域运动的重塑影响
蛋白酶结构域运动对重塑的影响在医学治疗、食品加工和生物电子设备等许多领域都很感兴趣。然而,它们还没有得到准确的解释。本研究通过深度神经网络、遗传编程和计算机模拟研究了ficin的重塑效应。使用结构域移动在ficin中替换(Y113F)显示出对肽相容性的关键影响。具体来说,氨基酸的修饰允许结构域运动的重塑,并且相容肽的类型应该通过重塑来调节。此外,决策树还揭示了多肽和ficin中的重要因子。
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