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数据策划和机器学习的自动化工作流程,以开发定量结构-活动关系.

Domenico Gadaleta1

  • 1Laboratory of Environmental Chemistry and Toxicology, Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milan, Italy. domenico.gadaleta@marionegri.it.

Methods in molecular biology (Clifton, N.J.)
|September 23, 2024
PubMed
概括

本研究介绍了两个用户友好的工作流程,用于构建定量结构-活动关系 (QSAR) 模型. 这些工具简化了数据检索,并使用机器学习进行准确的化学预测.

关键词:
数据策划数据的策划.一种类型的机械.机器学习 机器学习在QSAR中使用QSAR.工作流的工作流.

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相关概念视频

Structure-Activity Relationships and Drug Design01:28

Structure-Activity Relationships and Drug Design

Drug design is a dynamic field that involves discovering and developing new medications based on specific biological targets. This process heavily relies on structure-activity relationships (SAR) and quantitative structure-activity relationships (QSAR) to guide the design and optimization of efficient drugs.
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
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