Unravelling mutation patterns in Extended-Spectrum β-Lactamases for precision drug design against AMR in Enterobacteriaceae.

IF 2.1 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Nagmi Bano, Khalid Raza
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引用次数: 0

Abstract

Antimicrobial resistance (AMR) presents a critical global challenge, causing over 1.27 million deaths annually, with projections reaching 10 million by 2050. Among the most concerning contributors are Enterobacteriaceae, particularly Escherichia coli and Klebsiella pneumoniae, which harbour Extended-Spectrum β-Lactamase (ESBL) genes-enzymes that hydrolyse β-lactam antibiotics and confer resistance-such as bla-CTX-M, bla-SHV, and bla-TEM. These genes confer resistance to β-lactam antibiotics, including penicillins and cephalosporins, limiting treatment options for urinary tract infections, bloodstream infections, and pneumonia. The World Health Organisation has classified these pathogens as critical targets for new drug development. In this study, we comprehensively analysed all known variants of bla-CTX-M, bla-SHV, and bla-TEM genes along with their wild-type sequences. Using a multi-step computational approach, we assessed guanine-cytosine (GC) content, single nucleotide polymorphisms (SNPs; single-base changes in DNA), insertion and deletion (InDel) variants (mutations involving nucleotide addition or removal), codon usage patterns, transcription factor binding sites (TFBS; DNA regions regulating gene expression), amino acid composition, protein stability, mutational hotspots, nucleotide and amino acid mutation frequencies, hydrophobicity, isoelectric point, aromaticity, aliphatic index, and molecular flexibility. The integrated dataset maps conserved regions and identifies residues frequently associated with resistance phenotypes. Our findings provide a framework for predicting resistance-associated mutation patterns and identifying genomic regions suitable for resistance-free drug targeting. These insights support prioritising drug target sites, optimising screening libraries, and generating high-quality datasets for machine learning-based precision drug design.

揭示肠杆菌科抗菌素耐药性的广谱β-内酰胺酶突变模式
抗微生物药物耐药性(AMR)是一项重大的全球挑战,每年造成127多万人死亡,预计到2050年将达到1000万人。其中最令人担忧的是肠杆菌科,特别是大肠杆菌和肺炎克雷伯菌,它们含有广谱β-内酰胺酶(ESBL)基因,这种酶能水解β-内酰胺类抗生素并赋予耐药性,如bla-CTX-M、bla-SHV和bla-TEM。这些基因赋予对β-内酰胺类抗生素(包括青霉素和头孢菌素)的耐药性,限制了尿路感染、血液感染和肺炎的治疗选择。世界卫生组织已将这些病原体列为新药开发的关键目标。在这项研究中,我们全面分析了所有已知的bla-CTX-M、bla-SHV和bla-TEM基因变体及其野生型序列。使用多步计算方法,我们评估了鸟嘌呤-胞嘧啶(GC)含量、单核苷酸多态性(snp; DNA的单碱基变化)、插入和删除(InDel)变异(涉及核苷酸添加或去除的突变)、密码子使用模式、转录因子结合位点(TFBS;调控基因表达的DNA区域)、氨基酸组成、蛋白质稳定性、突变热点、核苷酸和氨基酸突变频率、疏水性、等电点、芳香性、脂肪族指数和分子柔韧性。整合的数据集绘制了保守区域并确定了与抗性表型经常相关的残基。我们的发现为预测耐药相关的突变模式和确定适合无耐药药物靶向的基因组区域提供了一个框架。这些见解有助于确定药物靶点的优先级,优化筛选库,并为基于机器学习的精确药物设计生成高质量的数据集。
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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来源期刊
Molecular Genetics and Genomics
Molecular Genetics and Genomics 生物-生化与分子生物学
CiteScore
5.10
自引率
3.20%
发文量
134
审稿时长
1 months
期刊介绍: Molecular Genetics and Genomics (MGG) publishes peer-reviewed articles covering all areas of genetics and genomics. Any approach to the study of genes and genomes is considered, be it experimental, theoretical or synthetic. MGG publishes research on all organisms that is of broad interest to those working in the fields of genetics, genomics, biology, medicine and biotechnology. The journal investigates a broad range of topics, including these from recent issues: mechanisms for extending longevity in a variety of organisms; screening of yeast metal homeostasis genes involved in mitochondrial functions; molecular mapping of cultivar-specific avirulence genes in the rice blast fungus and more.
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