人工智能用于小分子抗癌药物发现
Lihui Duo1, Yu Liu1, Jianfeng Ren1
1Faculty of Science and Engineering, University of Nottingham Ningbo China, Ningbo, China.
Expert opinion on drug discovery
|July 29, 2024
概括
人工智能 (AI) 和机器学习 (ML) 正在彻底改变小分子癌症药物发现. 这些技术加速了新型抗癌药物的鉴定,克服了传统方法的局限性.
科学领域:
- 在瘤学瘤学.
- 药理学 药理学是指药理学的学科.
- 生物信息学是一种生物信息学.
背景情况:
- 用小分子向癌症治疗改善了结果,但面临着药物耐药性和低响应率等挑战.
- 传统的药物发现是耗时和昂贵的,需要更高效的方法.
- 人工智能 (AI) 和大数据集正在改变小分子抗癌药物发现.
研究的目的:
- 审查人工智能驱动药物发现的历史里程碑.
- 突出 AI 在小分子癌症药物发现中的应用.
- 概述人工智能驱动瘤学的挑战和未来研究方向.
主要方法:
- 在药物发现中对人工智能应用的审查.
- 机器学习 (ML) 和深度学习 (DL) 技术的分析.
- 检查基因组,蛋白质组和成像数据分析.
主要成果:
- 人工智能能够快速识别和开发新的抗癌药物.
- 人工智能分析了庞大的数据集,以揭示癌症研究中的隐藏模式.
- 进步承诺个性化和精确瘤学的突破.
结论:
- 人工智能正在彻底改变瘤学研究和药物发现.
- 尽管面临挑战,但人工智能为未来的癌症管理提供了巨大的潜力.
- 人工智能驱动的方法对于克服向癌症治疗的局限性至关重要.
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