机器学习增强的定量结构-活动关系建模用于DNA聚合酶抑制剂发现:算法开发和验证

Samuel Kakraba1, Srinivas Ayyadevara2, Aayire Yadem Clement3

  • 1Department of Biostatistics and Data Science, Celia Scott Weatherhead School of Public Health and Tropical Medicine, Tulane University, 1440 Canal St, New Orleans, LA, 70112, United States, 1 5049882475.

JMIR AI
|December 4, 2025
PubMed
概括

机器学习增强的QSAR模型准确地预测了人类DNA聚合酶 η (hpol η) 抑制,加速了新型癌症药物的发现. 这种计算方法识别出强大的抑制剂来克服西斯抗性,推进精确瘤学.