reviewPharmaceuticalsJun 18, 2023GOLD OA

The Role of AI in Drug Discovery: Challenges, Opportunities, and Strategies

ABAlexandre Blanco-GonzálezACAlfonso CabezónASAlejandro Seco-GonzálezDCDaniel Conde-TorresPAPaula Antelo-Riveiro

Universidade de Santiago de Compostela

PubMed
Indexed incrossrefdoajpubmed

Abstract

Artificial intelligence (AI) has the potential to revolutionize the drug discovery process, offering improved efficiency, accuracy, and speed. However, the successful application of AI is dependent on the availability of high-quality data, the addressing of ethical concerns, and the recognition of the limitations of AI-based approaches. In this article, the benefits, challenges, and drawbacks of AI in this field are reviewed, and possible strategies and approaches for overcoming the present obstacles are proposed. The use of data augmentation, explainable AI, and the integration of AI with traditional experimental methods, as well as the potential advantages of AI in pharmaceutical research, are also…

Citation impact

594
total citations
FWCI
112.10
Percentile
100%
References
54
Citations per year

Authors

7

Topics & keywords

Topics
Keywords
  • Computer science
  • Field (mathematics)
  • Data science
  • Process (computing)
  • Drug discovery
  • Artificial intelligence
  • Quality (philosophy)
  • Point (geometry)
UN Sustainable Development Goals
  • Quality Education
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