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Phenotypic approaches for CNS drugs.

Raahul Sharma1, Caitlin R M Oyagawa2, Hamid Abbasi3

  • 1Centre for Brain Research, Faculty of Medical and Health Sciences, University of Auckland, 85 Park Road, Grafton, Auckland 1023, New Zealand; Auckland Cancer Society Research Centre, Faculty of Medical and Health Sciences, University of Auckland, 85 Park Road, Grafton, Auckland 1023, New Zealand.

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Summary

Developing drugs for the central nervous system (CNS) faces high failure rates. This study reviews phenotypic assays using patient cells and advanced screening methods to improve drug discovery and target identification for brain diseases.

Keywords:
CNS disordersartificial intelligencechemical proteomicscompound libraryphenotypic drug discoveryscreening platforms

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Area of Science:

  • Neuroscience
  • Pharmacology
  • Biotechnology

Background:

  • Central nervous system (CNS) drug development exhibits a high clinical failure rate.
  • Phenotypic assays are crucial for translating drug discoveries into clinical treatments for complex brain diseases.
  • Patient-derived brain cells offer the most accurate recapitulation of CNS disease phenotypes.

Purpose of the Study:

  • To critique platforms integrating patient-derived cells with higher-throughput models for CNS drug discovery.
  • To explore strategies for improving compound library screening and drug target deconvolution.
  • To review agnostic target deconvolution approaches for phenotypic screening hit optimization.

Main Methods:

  • Integration of patient-derived brain cells with immortalized cell models for balanced validity and scalability.
  • Screening of conventional chemogenomic compound libraries and novel fragment libraries.
  • Review of emerging library curation strategies and agnostic target deconvolution methods like chemical proteomics and AI.

Main Results:

  • Critique of current platforms highlights the need for improved hit rate and quality in drug screening.
  • Novel fragment libraries and advanced curation strategies show promise for more tractable target deconvolution.
  • Evolving agnostic target deconvolution approaches aid in elucidating drug mechanisms from phenotypic screening.

Conclusions:

  • Platforms combining patient-derived cells with scalable models are advancing CNS drug discovery.
  • Improved library screening and target deconvolution strategies are essential for rational hit-to-drug optimization.
  • Agnostic target deconvolution, including AI, is key to identifying and optimizing novel CNS drug targets.