Physico-chemical features for recognition of antimicrobial peptides

Daniel Veltri, Amarda Shehu
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引用次数: 1

Abstract

Concerns over antibacterial resistance have antimicrobial peptides (AMPs) garnering attention as potential targets for new antibacterial drugs [1]. Wet-lab development of AMP-based drugs hinge on understanding the relationship between AMP sequence and activity [1]. In support of such efforts, we devise a method to highlight position-based physico-chemical features related to activity. We do so in a focused analysis of the mature peptide fragments of cathelicidins; a populous sequence-diverse family of well-studied a-helical AMPs [1]. We employ features based on the AAIndex [2], an extensive collection of documented physico-chemical amino acid properties, and Support Vector Machine (SVM) to recognize cathelicidins from a set of carefully designed decoy sequences. Our results demonstrate that these features are very useful in elucidating specific residue positions and properties related to AMP activity.
抗菌肽识别的理化特征
对抗菌药物耐药性的担忧使得抗菌肽(antimicrobial peptides, AMPs)作为新型抗菌药物的潜在靶点受到关注[1]。基于AMP的药物的湿实验室开发取决于了解AMP序列与活性之间的关系[1]。为了支持这种努力,我们设计了一种方法来突出与活动相关的基于位置的物理化学特征。我们这样做的重点分析成熟肽片段的cathelicidins;大量序列多样的a-螺旋amp家族[1]。我们采用基于aindex[2]的特征,广泛收集记录的物理化学氨基酸特性,以及支持向量机(SVM)从一组精心设计的诱饵序列中识别抗菌肽。我们的研究结果表明,这些特征在阐明与AMP活性相关的特定残基位置和性质方面非常有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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