抗微生物:一种替代传统抗生素的替代品
Shuaiqi Ji1, Feiyu An2, Taowei Zhang1
1College of Food Science, Shenyang Agricultural University, Shenyang, 110866, PR China; Shenyang Key Laboratory of Microbial Fermentation Technology Innovation, Shenyang, 110866, PR China.
European journal of medicinal chemistry
|December 26, 2023
概括
抗微生物为抗生素提供了一个有希望的替代品,但发展缓慢. 人工智能 (AI) 加快了这些新型抗微生物的发现和设计,有助于打击抗生素耐药性.
科学领域:
- 生物化学 生化学
- 计算生物学 计算生物学
- 药物发现 药物发现 药物发现
背景情况:
- 抗生素耐药性是一个日益增长的全球健康威胁,需要开发新型抗菌剂.
- 抗微生物 (AMP) 由于其独特的机制和低耐药性,显示出潜力,但在成本和活性方面面临挑战.
- 传统的AMP识别和设计方法是低效和劳动密集型的.
研究的目的:
- 审查抗微生物的特性和机制.
- 探索阻碍AMP发展的局限性.
- 突出人工智能 (AI) 在推进AMP研究中的作用.
主要方法:
- 关于抗微生物的文献综述.
- 分析人工智能在预测和设计中的应用.
- 讨论AI对AMP研究效率的影响.
主要成果:
- 抗微生物具有独特的特性和机制,有效对抗耐药细菌.
- 高的生产成本和低于最佳的活动是AMP的关键局限性.
- 人工智能显著提高了抗微生物发现和设计的速度和效率.
结论:
- 人工智能对于克服抗微生物研究中的传统限制至关重要.
- 人工智能驱动的方法为开发有效的抗微生物疗法提供了一个新的范式.
- 这项工作为利用人工智能在抗菌药物开发中提供了一个参考.
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