How successful are AI-discovered drugs in clinical trials? A first analysis and emerging lessons.

Journal: Drug discovery today
Published Date:

Abstract

AI techniques are making inroads into the field of drug discovery. As a result, a growing number of drugs and vaccines have been discovered using AI. However, questions remain about the success of these molecules in clinical trials. To address these questions, we conducted a first analysis of the clinical pipelines of AI-native Biotech companies. In Phase I we find AI-discovered molecules have an 80-90% success rate, substantially higher than historic industry averages. This suggests, we argue, that AI is highly capable of designing or identifying molecules with drug-like properties. In Phase II the success rate is ∼40%, albeit on a limited sample size, comparable to historic industry averages. Our findings highlight early signs of the clinical potential of AI-discovered molecules.

Authors

  • Madura Kp Jayatunga
    Boston Consulting Group, 80 Charlotte Street, London W1T 4DF, UK.
  • Margaret Ayers
    Boston Consulting Group, 80 Charlotte Street, London W1T 4DF, UK.
  • Lotte Bruens
    Boston Consulting Group, Gustav Mahlerlaan 40, 1082 MC Amsterdam, the Netherlands.
  • Dhruv Jayanth
    Boston Consulting Group, 466 Springfield Ave, Summit, NJ 07901, USA.
  • Christoph Meier