基于图像的分子表示学习用于药物开发:一项调查调查
Yue Li1, Bingyan Liu2, Jinyan Deng1
1Division of Gastroenterology, Dongzhimen Hospital, Beijing University of Chinese Medicine, No. 5 Haiyun Warehouse, 100700, Beijing, China.
Briefings in bioinformatics
|June 26, 2024
概括
人工智能 (AI) 通过利用分子图像来加速药物开发. 这项调查探讨了基于图像的AI方法,提供了对其应用和未来潜力的见解.
科学领域:
- 计算机视觉 计算机视觉
- 药物发现 药物发现 药物发现
- 人工智能的人工智能
背景情况:
- 传统的药物开发方法耗时且昂贵.
- 现有的关于AI在药物发现中的调查往往忽视了计算机视觉.
- 分子图像为人工智能驱动的分析提供了独特和直观的表示方式.
研究的目的:
- 为人工智能驱动的药物开发提供第一个基于图像的分子表示的全面调查.
- 根据计算机视觉学习范式对现有研究进行分类.
- 突出视觉分子数据在加速药物发现方面的影响和潜力.
主要方法:
- 研究论文的系统审查,重点是基于图像的分子表示.
- 基于计算机视觉学习范式的分类学的开发.
- 对应用,局限性和未来研究方向的分析.
主要成果:
- 识别和分类了许多使用分子图像用于AI药物开发的研究.
- 展示了基于图像的AI在克服传统方法的局限性的有效性.
- 突出了视觉分子表示对药物发现的关键贡献.
结论:
- 基于图像的分子表示是人工智能在药物开发中的一个有希望和直观的方法.
- 需要进一步的研究来探索其全部潜力,并解决目前的局限性.
- 这项调查为该领域的研究人员提供了宝贵的见解.
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