利甘德探索器:一种自动化工具,用于从PDB结构中提取利甘德
Yaqi Li1,2,3,4, Rongfeng Zou4, Maohua Yang4
1The National and Local Joint Engineering Laboratory of Animal Peptide Drug Development, College of Life Sciences, Hunan Normal University, Changsha 410081 Hunan, China.
LigandExplorer是一个自动化的管道,可以从蛋白质结构中提取和分类连接物,简化药物发现. 该工具可确保用于计算建模和分子设计的标准化,最新的数据集.
科学领域:
- 结构生物学是结构生物学.
- 计算化学是一种计算化学.
- 药物发现 药物发现
背景情况:
- 蛋白质连接体复合体的结构数据对于药物设计至关重要.
- 现有的数据库往往有不一致的注释,需要广泛的处理大规模建模.
研究的目的:
- 开发一个自动化管道,LigandExplorer,用于处理生物分子复杂结构.
- 为了识别,提取和分类联体 (共价和非共价) 标准化下游使用.
主要方法:
- 使用来自原子坐标的残留水平图,独立于元数据.
- 集成LightGBM模型用于配体分类 (,核酸,脂,碳水化合物,有机物,离子) 和相互作用相关性评估.
- 设计为可重复运行的管道,用于持续更新.
主要成果:
- 在PDBbind v2020精制套件上达成98.38%的结构性协议.
- 在PepBDB数据集中成功处理了97.52%的复合物.
- 发现的差异主要是由于上游数据不一致.
结论:
- LigandExplorer自动化了生物分子复杂结构的数据清理和标准化.
- 能够创建快速更新的,机器准备的数据集,用于计算建模和小分子设计.
- 减轻药物发现研究中的数据清理负担.
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