AI-ACCELERATED DRUG DISCOVERY

Selective Inhibitors For One of Six Ion Channel Isoforms

Achieving in vivo PoC from the first shot

AI revolutionizes the drug discovery process

Background

  • The family of highly similar ion channel isoform.
  • Only one of which has to be targeted, specifically its open channel conformation.
  • The exact location of the most favorable binding pocket for achieving selectivity is unknown.
  • Achieving in vivo PoC was essential to confirm therapeutic efficacy.

Objective: To develop inhibitors that selectively target a specific ion channel isoform and specifically to the open channel conformation.

Methodology

  • Three tentative binding sites were identified for each protein isoform by proprietary Receptor.AI pocket detection workflow: in the outer channel pore, inside the channel cavity, and between the functionally important transmembrane helices.
  • Selectivity assessment based on differential pocket pharmacophore’s representation combined with generative AI binding pose prediction was used.
  • Pre-filtered stock chemical space of 662K compounds was used as well as a custom focused diversity database of 50K compounds.

291 compounds were selected for experimental validation.

The similarity matrix of full-length isoforms

Metrics

  • Fold increase of effect on target isoform in comparison to off-target isoforms.
  • UFD effect: the preference of the compound to block the active channel state relative to the resting state.
  • Peak blocking of the target channel at 120 μM of the compound relative to the vehicle.

Results

  • 40% hit rate: Out of 5 million compounds, 291 were identified as active hits.
  • 5 selective compounds against all isoforms: The top compound exhibited 3.16 times selectivity, with the top 5 showing up to 5x selectivity across all isoforms, including effective targeting of both open and closed channel states.
  • Significant in vivo activity: 3 compounds demonstrated substantial in vivo activity (murine model) and were proven to be non-toxic, including one that was highly potent.

Novelty: Several compounds represent entirely new classes of chemical entities, showcasing the potential to design novel compounds.