Drug-Induced Expression-Based Computational Repurposing of Small Molecules Affecting Transcription Factor Activity

Kaitlyn Gayvert1,2,3, Olivier Elemento4,5

  • 1Department of Physiology and Biophysics, Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA.

Insights

Researchers developed CRAFTT, a computational method to repurpose drugs for targeting transcription factors, which are often undruggable. This approach identifies small molecules that can modulate transcription factor activity for cancer therapy.

Area of Science:

  • Oncology
  • Computational Biology
  • Drug Discovery

Background:

  • Targeting oncogenes and tumor suppressors is crucial for cancer drug development.
  • Many key cancer targets, particularly transcription factors, lack druggable pockets, posing a significant challenge.

Purpose of the Study:

  • To present CRAFTT, a novel computational drug-repositioning strategy.
  • To enable targeting of transcription factors, previously considered undruggable, for anticancer therapies.

Main Methods:

  • CRAFTT integrates transcription factor target gene sets with drug-induced expression profiles.
  • It identifies small molecules capable of modulating transcription factor activity.
  • Network analysis is employed to calculate a modulation index (MI) for prioritizing drug candidates.

Main Results:

  • The study describes the CRAFTT approach for identifying potential drug candidates.
  • It provides a framework for perturbing transcription factor activity using small molecules.
  • Prioritization of predictions is achieved through network analysis and a derived modulation index.

Conclusions:

  • CRAFTT offers a broadly applicable computational method for drug repositioning against transcription factors.
  • This approach addresses the challenge of targeting undruggable proteins in cancer therapy.
  • The methodology facilitates the identification of novel therapeutic strategies by targeting transcription factor activity.

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