通过数据挖掘识别了对联体的葡萄糖基域的异质替代物
Tinghao Zhang1, Shenghao Jiang2, Ting Li1
1Xi'an Institute of Flexible Electronics (IFE) and Xi'an Institute of Biomedical Materials & Engineering (IBME), Northwestern Polytechnical University, 127 West Youyi Road, Xi'an 710072, China.
本研究引入了一个文本解析工作流程,自动识别蛋白质数据库 (PDB) 中的生物异构体替代物. 这种方法克服了手工分析的局限性,为药物化学家提供了有关联体设计的见解.
科学领域:
- 计算化学计算化学
- 药用化学 医学化学
- 结构生物学 结构生物学
背景情况:
- 生物异构体替代对药物设计至关重要,但目前的方法是主观的和不完整的.
- 专家定义的化学空间和试错方法限制了新型替代品的发现.
- 蛋白质数据库 (PDB) 包含有价值的相互作用数据,但手动挖掘生物异构体洞察力是具有挑战性的.
研究的目的:
- 开发一个自动化的文本解析工作流程,从PDB结构数据中提取生物异构替代物.
- 克服手动PDB分析和主观专家定义的空间在识别分子替代物的局限性.
- 为药物化学家提供数据驱动的洞察力,用于连接体结构设计和优化.
主要方法:
- 开发了一个文本解析工作流程,自动从蛋白质数据库 (PDB) 中提取本地结构替换.
- 通过分析内源性联结体碎片和特定联结体碎片之间的空间和固体相互作用重叠,确定了替代物.
- 专注于甘氨基基域,特别识别重叠于核酸核糖的替代物.
主要成果:
- 鉴定和分类了49520个重叠在糖基域内的核酸核糖酶上的替代物.
- 分类是基于结构,以下,SMILES (简化分子输入线输入系统) 代码.
- 主要的替代物包括环系统 (亚利法,芳香),观察到胺和硫胺替代物的发生.
结论:
- 自动化工作流成功地从PDB中提取了生物异构替代信息,克服了手动分析的局限性.
- 结果提供了潜在的生物异构体替代品的全面数据集,包括不太常见的胺和硫胺.
- 这种方法可以显著启发药物化学家在设计和优化通过生物异构体替代策略的配体.
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