Collectively, our study firstly identified the regulatory role and molecular mechanism of PTGDS in ferroptosis process and iron metabolism, providing promising strategies to facilitate ferroptosis-targeted therapy in the treatment of PTCL patients. Here, PTGDS is linked to mature T-cell and NK-cell non-Hodgkin lymphoma.