To further investigate oxidative stress-related pathways, mediation analyses were conducted, while molecular docking explored druggability.<h4>Results</h4>Based on integrated multi-omics evidence, <i>ACADVL</i> was identified as a primary candidate target for tinnitus. The gene discussed is ACADVL; the disease is Tinnitus.