BOOK-CHAPTER

Gene Signature-Based Drug Repositioning

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.

Keywords:
Drug repositioning Repurposing Signature (topology) Computational biology Gene signature Drug Drug discovery Omics Data science Computer science Gene Bioinformatics Medicine Biology Pharmacology Gene expression Genetics

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Citation History

Topics

Bioinformatics and Genomic Networks
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Gene expression and cancer classification
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Computational Drug Discovery Methods
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
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