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Computational drug repurposing by exploiting large-scale gene expression data: Strategy, methods and applications.

Hao He1, Hongrui Duo2, Youjin Hao2

  • 1College of Life Sciences, Chongqing Normal University, Chongqing, 400044, PR China; State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Fudan University, Shanghai, 200032, PR China.

Computers in Biology and Medicine
|February 22, 2023
PubMed
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This summary is machine-generated.

Drug repurposing offers an effective alternative to traditional drug development. This review highlights transcriptome data

Area of Science:

  • Computational biology
  • Pharmacology
  • Genomics

Background:

  • De novo drug development is complex, costly, and time-consuming.
  • There is an urgent need for efficient therapeutic development methods.
  • Drug repurposing presents a promising alternative for disease treatment.

Purpose of the Study:

  • To review the role of transcriptome data in computational drug repurposing.
  • To summarize existing databases, tools, and strategies for transcriptome data analysis.
  • To propose a guideline for effectively mining transcriptome data to identify new drug indications.

Main Methods:

  • Literature review of computational drug repurposing strategies.
  • Analysis of the utility of transcriptome data in identifying new drug uses.
Keywords:
Computational drug repurposingDrug combinationDrug discoveryGene expression profilingRNA-seq

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  • Development of a framework correlating gene expression data types with mining strategies.
  • Main Results:

    • Transcriptome data plays a crucial role in computational drug repurposing.
    • Various databases, tools, and strategies exist for analyzing gene expression data.
    • A practical guideline is proposed to match data types with strategies for effective mining.

    Conclusions:

    • Transcriptome data is invaluable for computational drug repurposing.
    • Efficiently mining this data is key to discovering novel therapeutic applications for existing drugs.
    • The proposed guideline will aid researchers in leveraging transcriptome data for drug discovery.