Suppr超能文献

全球人类肝微粒体活性定量构效关系的自信应用。

Confident application of a global human liver microsomal activity QSAR.

机构信息

Medivir, Lunastigen 7, 141 22 Huddinge, Sweden.

Department of Laboratory Medicine, Huddinge Universitetssjukhus, 141 57.

出版信息

Future Med Chem. 2018 Jul 1;10(13):1575-1588. doi: 10.4155/fmc-2017-0323. Epub 2018 Jun 28.

Abstract

UNLABELLED

Metabolic stability is an important property of drug candidates and pharmaceutical companies often have human liver microsomal (HLM) data for a large number of molecules, enabling development of global quantitative structure-activity relationship models.

RESULTS

This study describes a strategy for building a global HLM quantitative structure-activity relationship model, applicable also to datasets of limited size. By using external congeneric test sets, a realistic description of the performance in the future applied setting and a reliable prediction confidence method is obtained.

CONCLUSION

The limited ability of the HLM model to generalize in chemical space to show the importance of internal model development and continuous updating of global HLM models, as well as the importance of a validated prediction confidence method.

摘要

未加说明

代谢稳定性是候选药物的一个重要性质,制药公司通常拥有大量分子的人肝微粒体(HLM)数据,从而能够开发全球定量构效关系模型。

结果

本研究描述了一种构建全球 HLM 定量构效关系模型的策略,该策略也适用于规模有限的数据集。通过使用外部同源测试集,获得了在未来应用环境中的性能的现实描述和可靠的预测置信度方法。

结论

HLM 模型在化学空间中的概括能力有限,这表明内部模型开发和全球 HLM 模型的持续更新的重要性,以及验证预测置信度方法的重要性。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验