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Maximizing the integration of virtual and experimental screening in hit discovery.

Dávid BajuszGyörgy Miklós Keserű
Published in: Expert opinion on drug discovery (2022)
Experimental and virtual screening are complementary approaches that should be integrated in lead discovery settings. Virtual screening can access extremely large synthetically feasible chemical space that can be effectively searched on GPU clusters or cloud architectures. Experimental screening provides reliable datasets by quantitative HTS applications, and DNA-encoded libraries (DEL) have enlarged the chemical space covered by these technologies. These developments, together with the use of artificial intelligence methods, represent new options for their efficient integration. The case studies discussed here demonstrate the benefits of complementary strategies, such as focused and iterative screening.
Keyphrases
  • artificial intelligence
  • small molecule
  • machine learning
  • big data
  • deep learning
  • high throughput
  • high resolution
  • magnetic resonance imaging
  • computed tomography
  • cell free
  • mass spectrometry
  • image quality
  • nucleic acid