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通过结合遗传算法优化计算筛选方法,从铜绿假单胞菌中选择针对 BamA 蛋白的抗菌适体。

Selecting antibacterial aptamers against the BamA protein in Pseudomonas aeruginosa by incorporating genetic algorithm to optimise computational screening method.

机构信息

School of Science, Monash University Malaysia, Bandar Sunway, Selangor, Malaysia.

School of Information Technology, Monash University Malaysia, Bandar Sunway, Selangor, Malaysia.

出版信息

Sci Rep. 2023 May 10;13(1):7582. doi: 10.1038/s41598-023-34643-5.

DOI:10.1038/s41598-023-34643-5
PMID:37164985
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10170454/
Abstract

Antibiotic resistance is one of the biggest threats to global health resulting in an increasing number of people suffering from severe illnesses or dying due to infections that were once easily curable with antibiotics. Pseudomonas aeruginosa is a major pathogen that has rapidly developed antibiotic resistance and WHO has categorised this pathogen under the critical list. DNA aptamers can act as a potential candidate for novel antimicrobial agents. In this study, we demonstrated that an existing aptamer is able to affect the growth of P. aeruginosa. A computational screen for aptamers that could bind to a well-conserved and essential outer membrane protein, BamA in Gram-negative bacteria was conducted. Molecular docking of about 100 functional DNA aptamers with BamA protein was performed via both local and global docking approaches. Additionally, genetic algorithm analysis was carried out to rank the aptamers based on their binding affinity. The top hits of aptamers with good binding to BamA protein were synthesised to investigate their in vitro antibacterial activity. Among all aptamers, Apt31, which is known to bind to an antitumor, Daunomycin, exhibited the highest HADDOCK score and resulted in a significant (p < 0.05) reduction in P. aeruginosa growth. Apt31 also induced membrane disruption that resulted in DNA leakage. Hence, computational screening may result in the identification of aptamers that bind to the desired active site with high affinity.

摘要

抗生素耐药性是对全球健康的最大威胁之一,导致越来越多的人因感染而患上严重疾病或死亡,而这些感染曾经很容易用抗生素治愈。铜绿假单胞菌是一种主要的病原体,它已经迅速产生了抗生素耐药性,世界卫生组织已将这种病原体列入关键清单。DNA 适体可以作为新型抗菌药物的潜在候选物。在这项研究中,我们证明了一种现有的适体能影响铜绿假单胞菌的生长。对能够与革兰氏阴性菌中高度保守和必需的外膜蛋白 BamA 结合的适体进行了计算筛选。通过局部和全局对接方法对约 100 个具有功能的 DNA 适体与 BamA 蛋白进行了分子对接。此外,还进行了遗传算法分析,根据其结合亲和力对适体进行排序。与 BamA 蛋白具有良好结合的适体的顶级命中物被合成,以研究它们的体外抗菌活性。在所有适体中,与抗肿瘤药物道诺霉素结合的 Apt31 表现出与 BamA 蛋白最高的 HADDOCK 评分,并导致铜绿假单胞菌生长显著(p<0.05)减少。Apt31 还诱导了膜破裂,导致 DNA 泄漏。因此,计算筛选可能会识别出与所需活性位点具有高亲和力结合的适体。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/7e2c1d201e80/41598_2023_34643_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/e554cae1f10c/41598_2023_34643_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/ec74a2956737/41598_2023_34643_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/d3437e8a5760/41598_2023_34643_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/7e2c1d201e80/41598_2023_34643_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/e554cae1f10c/41598_2023_34643_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/ec74a2956737/41598_2023_34643_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/d3437e8a5760/41598_2023_34643_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9424/10172400/7e2c1d201e80/41598_2023_34643_Fig4_HTML.jpg

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