Hepatitis B virus (HBV) is a hepatotropic DNA virus that
replicates
by reverse transcription. It chronically infects >296 million people
worldwide, including ∼850,000 in the USA, and kills 820,000
annually worldwide. Current nucleos(t)ide analogue (NA) or pegylated
interferon α therapies do not eradicate the virus and would
benefit from a complementary antiviral drug. We performed a preliminary
screen of 28 dispirotripiperazines against HBV, identifying 9 hits
with EC50 of 0.7–25 μM. Compound 11826096
displays the most potent activity and represents a promising lead
for future optimization. While the mechanism of action is unknown,
preliminary assays limit possible targets to activities involved in
RNA accumulation, translation, capsid assembly, and/or capsid stability.
In addition, we built machine learning models to determine if they
were able to predict the activity of this series of compounds. The
novelty of these molecules indicated they were outside of the applicability
domain of these models.