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机器学习抗菌肽序列:两亲性组装主题的一些惊人变体。

Machine learning antimicrobial peptide sequences: Some surprising variations on the theme of amphiphilic assembly.

作者信息

Lee Michelle W, Lee Ernest Y, Ferguson Andrew L, Wong Gerard C L

机构信息

Department of Bioengineering, Department of Chemistry, California NanoSystems Institute, University of California, Los Angeles, CA 90095, United States.

Institute for Molecular Engineering, University of Chicago, 5640 South Ellis Avenue, Chicago, IL 60637, United States.

出版信息

Curr Opin Colloid Interface Sci. 2018 Nov;38:204-213. doi: 10.1016/j.cocis.2018.11.003. Epub 2018 Nov 16.

DOI:10.1016/j.cocis.2018.11.003
PMID:31093008
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6513345/
Abstract

Antimicrobial peptides (AMPs) collectively constitute a key component of the host innate immune system. They span a diverse space of sequences and can be α-helical, β-sheet, or unfolded in structure. Despite a wealth of knowledge about them from decades of experiments, it remains difficult to articulate general principles governing such peptides. How are they different from other molecules that are also cationic and amphiphilic? What other functions, in immunity and otherwise, are enabled by these simple sequences? In this short review, we present some recent work that engages these questions using methods not usually applied to AMP studies, such as machine learning. We find that not only do AMP-like sequences confer membrane remodeling activity to an unexpectedly broad range of protein classes, their cationic and amphiphilic signature also allows them to act as meta-antigens and self-assemble with immune ligands into nanocrystalline complexes for multivalent presentation to Toll-like receptors.

摘要

抗菌肽(AMPs)共同构成宿主先天免疫系统的关键组成部分。它们的序列空间多样,结构上可以是α螺旋、β折叠或无规卷曲。尽管经过数十年的实验已积累了大量关于它们的知识,但仍难以阐明支配这类肽的一般原则。它们与其他同样带正电荷且具有两亲性的分子有何不同?这些简单序列在免疫及其他方面还具有哪些其他功能?在这篇简短的综述中,我们展示了一些近期的研究工作,这些工作运用了通常未应用于抗菌肽研究的方法,如机器学习,来探讨这些问题。我们发现,不仅类似抗菌肽的序列能赋予出乎意料的广泛蛋白质类别膜重塑活性,它们的阳离子和两亲性特征还使它们能够充当超抗原,并与免疫配体自组装成纳米晶体复合物,用于向Toll样受体进行多价呈递。

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本文引用的文献

1
What Can Pleiotropic Proteins in Innate Immunity Teach Us about Bioconjugation and Molecular Design?先天免疫中的多效蛋白能教给我们关于生物缀合和分子设计的什么?
Bioconjug Chem. 2018 Jul 18;29(7):2127-2139. doi: 10.1021/acs.bioconjchem.8b00176. Epub 2018 Jun 14.
2
Pituitary adenylate cyclase-activating polypeptide is a potent broad-spectrum antimicrobial peptide: Structure-activity relationships.垂体腺苷酸环化酶激活肽是一种有效的广谱抗菌肽:结构-活性关系。
Peptides. 2018 Jun;104:35-40. doi: 10.1016/j.peptides.2018.04.006. Epub 2018 Apr 11.
3
Cathelicidin promotes inflammation by enabling binding of self-RNA to cell surface scavenger receptors.抗菌肽通过使自身 RNA 与细胞表面清道夫受体结合来促进炎症反应。
Sci Rep. 2018 Mar 5;8(1):4032. doi: 10.1038/s41598-018-22409-3.
4
Modulation of toll-like receptor signaling by antimicrobial peptides.抗菌肽对 Toll 样受体信号的调节。
Semin Cell Dev Biol. 2019 Apr;88:173-184. doi: 10.1016/j.semcdb.2018.02.002. Epub 2018 Feb 12.
5
Molecular Motor Dnm1 Synergistically Induces Membrane Curvature To Facilitate Mitochondrial Fission.分子马达Dnm1协同诱导膜曲率以促进线粒体分裂。
ACS Cent Sci. 2017 Nov 22;3(11):1156-1167. doi: 10.1021/acscentsci.7b00338. Epub 2017 Nov 8.
6
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7
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Crystallinity of Double-Stranded RNA-Antimicrobial Peptide Complexes Modulates Toll-Like Receptor 3-Mediated Inflammation.双链 RNA-抗菌肽复合物的结晶度调节 Toll 样受体 3 介导的炎症。
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10
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