定量结构活性关系 (QSAR) 建模研究一些新的 thiazolidine 4-one 衍生物作为强大的抗结核剂
Anguraj Moulishankar1, Sundarrajan Thirugnanasambandam1
1Department of Pharmaceutical Chemistry, SRM College of Pharmacy, SRM Institute of Science and Technology, Kattankulathur, Chengalpattu, Tamil Nadu 603203, India.
Journal of receptor and signal transduction research
|November 22, 2023
概括
这项研究开发了一种定量结构-活性关系 (QSAR) 模型,用于预测 thiazolidine-4-one衍生物的抗结核活性. 积极影响活性的关键分子描述因素包括极化性和素原子,指导未来的药物设计.
科学领域:
- 药用化学 医学化学
- 计算化学计算化学
- 药物发现 药物发现 药物发现
背景情况:
- 结核病仍然是一个重大的全球卫生挑战,需要开发新型治疗剂.
- 定量结构-活性关系 (QSAR) 研究对于理解分子相互作用和设计有效药物至关重要.
- 提阿佐利丁-4-one衍生物已经显示出作为抗结核剂的前景.
研究的目的:
- 开发一种针对抗结核活动的强大且可预测的二维QSAR模型.
- 确定关键的分子描述符与 thiazolidine-4-one衍生物对抗 Mycobacterium tuberculosis H37Rv. 的疗效相关.
- 为了指导新的,更强大的抗结核化合物的设计.
主要方法:
- 从文献中收集了53种据报道的抗结核活性的 thiazolidine-4-one衍生物.
- 使用PaDEL-Descriptor软件生成的分子描述符.
- 使用QSARINS软件开发了2D QSAR模型,将数据分为训练 (43个化合物) 和测试 (10个化合物) 集.
主要成果:
- 最好的预测模型 (模型4) 实现了0.9092的R平方,并调整了0.8950.0的R平方.
- 分子描述剂MLFER_S,GATSe2,Shal和EstateVSA 6与抗结核活性正相关.
- SpMAD_Dzs 6与活动负相关,表明其有害影响.
结论:
- 开发的QSAR模型对于抗结核活性是稳定的,可预测的和强大的.
- 高极化性,电负性,表面积贡献以及素原子的存在增强了抗结核活性.
- 这些发现为合理设计基于 thiazolidine-4-one 的新型抗结核药物提供了宝贵的见解.
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