Gene Signature-Based Drug Repositioning

Zhilong Jia, Xinyu Song, Jinlong Shi, Wei-dong Wang, K. He
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引用次数: 2

Abstract

With the advent of dynamical omics technology, especially the transcriptome and proteome, a huge amount of data related to various diseases and approved drugs are available under multi global projects or researches with their interests. These omics data and new machine learning technology largely promote the translation of drug research into clinical trials. We will cover the following topics in this chapter. 1) An introduction to the basic discipline of gene signature-based drug repurposing; 2) databases of genes, drugs and diseases; 3) gene signature databases of the approved drugs; 4) gene signature databases of various diseases; 5) gene signature-based methods and tools for drug repositioning; 6) new omics technology for drug repositioning; 7) drug repositioning examples with reproducible code. And finally, discuss the future trends and conclude.
基于基因特征的药物重新定位
随着动态组学技术,特别是转录组学和蛋白质组学的出现,在全球多个项目或各自感兴趣的研究中,可以获得与各种疾病和已批准药物相关的大量数据。这些组学数据和新的机器学习技术在很大程度上促进了药物研究向临床试验的转化。我们将在本章中讨论以下主题。1)介绍基于基因特征的药物再利用的基本学科;2)基因、药物和疾病数据库;3)获批药物的基因特征数据库;4)各类疾病基因特征数据库;5)基于基因签名的药物重定位方法和工具;6)药物重定位新组学技术;7)具有可复制代码的药物重新定位示例。最后,对未来的发展趋势进行了讨论和总结。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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