In the quest for marine-derived compounds to regulate tumor ferroptosis, a technology-driven screening strategy provided key methodological support for the discovery of lead molecules with lipid peroxidation and GPX4 signaling regulatory activities. Here, GPX4 is linked to neoplasm.