Our study elucidates a fresh perspective on the anti-prostate cancer mechanism of Panobinostat, affirming the role of LHPP as a tumor suppressor and casting light on the complex interplay of the LHPP/AKT-SKP2-ACSL4 axis in the mechanism of ferroptosis. The gene discussed is AKT1; the disease is prostate cancer.