Arrivo BioVentures' depression drug SP-624, a SIRT6 activator, showed promising results in female patients, prompting a shift to develop it as a female-specific treatment. The drug's epigenetic mechanism, which silences gene pathways, aligns with research showing gender differences in gene expression during depression. A phase 2b trial is underway to validate these findings, aiming for a potential registration study.