An Analysis of Intrinsic Protein Disorder in Antimicrobial Peptides.

Michael Antonietti, Colin K Kim, Sydney Granack, Nedym Hadzijahic, David J Taylor Gonzalez, William R Herskowitz, Vladimir N Uversky, Mak B Djulbegovic
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Abstract

Antibiotic resistance, driven by the rise of pathogens like VRE and MRSA, poses a global health threat, prompting the exploration of antimicrobial peptides (AMPs) as alternatives to traditional antibiotics. AMPs, known for their broad-spectrum activity and structural flexibility, share characteristics with intrinsically disordered proteins, which lack a rigid structure and play diverse roles in cellular processes. This study aims to quantify the intrinsic disorder and liquid-liquid phase separation (LLPS) propensity in AMPs, advancing our understanding of their antimicrobial mechanisms and potential therapeutic applications. To investigate the propensity for intrinsic disorder and LLPS in AMPs, we compared the AMPs to the human proteome. The AMP sequences were retrieved from the AMP database (APD3), while the human proteome was obtained from the UniProt database. We analyzed amino acid composition using the Composition Profiler tool and assessed intrinsic disorder using various predictors, including PONDR® and IUPred, through the Rapid Intrinsic Disorder Analysis Online (RIDAO) platform. For LLPS propensity, we employed FuzDrop, and FuzPred was used to predict context-dependent binding behaviors. Statistical analyses, such as ANOVA and χ2 tests, were performed to determine the significance of observed differences between the two groups. We analyzed over 3000 AMPs and 20,000 human proteins to investigate differences in amino acid composition, intrinsic disorder, and LLPS potential. Composition analysis revealed distinct differences in amino acid abundance, with AMPs showing an enrichment in both order-promoting and disorder-promoting amino acids compared to the human proteome. Intrinsic disorder analysis, performed using a range of predictors, consistently demonstrated that AMPs exhibit higher levels of predicted disorder than human proteins, with significant differences confirmed by statistical tests. LLPS analysis, conducted using FuzDrop, showed that AMPs had a lower overall propensity for LLPS compared to human proteins, although specific subsets of AMPs exhibited high LLPS potential. Additionally, redox-dependent disorder predictions highlighted significant differences in how AMP and human proteins respond to oxidative conditions, further suggesting functional divergences between the two proteomes. CH-CDF plot analysis revealed that AMPs and human proteins occupy distinct structural categories, with AMPs showing a greater proportion of highly disordered proteins compared to the human proteome. These findings underscore key molecular differences between AMPs and human proteins, with implications for their antimicrobial activity and potential therapeutic applications. Our study reveals that AMPs possess a significantly higher degree of intrinsic disorder and specific subsets exhibit LLPS potential, distinguishing them from the human proteome. These molecular characteristics likely contribute to their antimicrobial function and adaptability, offering valuable insights for developing novel therapeutic strategies to combat antibiotic resistance.

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VRE 和 MRSA 等病原体的增加导致抗生素耐药性,对全球健康构成威胁,这促使人们探索抗菌肽 (AMP) 作为传统抗生素的替代品。AMPs 以其广谱活性和结构灵活性而闻名,与缺乏刚性结构的内在无序蛋白有着共同的特点,在细胞过程中发挥着不同的作用。本研究旨在量化 AMPs 的内在无序性和液-液相分离(LLPS)倾向,从而加深我们对其抗菌机制和潜在治疗应用的理解。为了研究 AMPs 的内在无序性和液相-液相分离倾向,我们将 AMPs 与人类蛋白质组进行了比较。AMP 序列来自 AMP 数据库 (APD3),而人类蛋白质组来自 UniProt 数据库。我们使用 Composition Profiler 工具分析了氨基酸组成,并通过 Rapid Intrinsic Disorder Analysis Online (RIDAO) 平台使用包括 PONDR® 和 IUPred 在内的各种预测因子评估了内在紊乱。对于 LLPS 倾向,我们采用了 FuzDrop,而 FuzPred 则用于预测与上下文相关的结合行为。我们进行了方差分析和χ2检验等统计分析,以确定两组之间观察到的差异的显著性。我们分析了 3000 多种 AMP 和 20,000 多种人类蛋白质,以研究氨基酸组成、内在无序性和 LLPS 潜力方面的差异。组成分析表明氨基酸丰度存在明显差异,与人类蛋白质组相比,AMPs 的有序促进氨基酸和无序促进氨基酸都比较丰富。使用一系列预测因子进行的内在无序性分析表明,AMP 比人类蛋白质表现出更高水平的预测无序性,统计检验证实了这一显著差异。使用 FuzDrop 进行的 LLPS 分析表明,与人类蛋白质相比,AMPs 的整体 LLPS 倾向较低,尽管特定的 AMPs 子集表现出较高的 LLPS 潜力。此外,氧化还原依赖性紊乱预测突显了 AMP 蛋白和人类蛋白质在如何应对氧化条件方面的显著差异,进一步表明了这两种蛋白质组之间的功能差异。CH-CDF图分析表明,AMP和人类蛋白质占据不同的结构类别,与人类蛋白质组相比,AMP显示出更大比例的高度紊乱蛋白质。这些发现强调了AMPs和人类蛋白质之间的关键分子差异,对它们的抗菌活性和潜在治疗应用具有重要意义。我们的研究揭示了 AMPs 具有明显更高的内在无序度,而且特定亚群表现出 LLPS 潜力,这使它们有别于人类蛋白质组。这些分子特征可能有助于它们的抗菌功能和适应性,为开发新型治疗策略以对抗抗生素耐药性提供了宝贵的见解。
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