Furthermore, we identified distinct sex-specific profiles: while accelerated aging in females was primarily linked to tremor via the Hannum clock, males exhibited a pervasive multi-clock phenotype where accelerated aging tracked with worsening tremor, gait, and global staging. The gene discussed is CLOCK; the disease is Tremor.