TF and melanoma: Previous studies on melanoma and cell death have explored the impact of apoptosis-related pathways on melanoma progression and the influence of ferroptosis-related genes (TP53, CP, MAP1LC3A, and TF) on melanoma prognosis (Long and Pi, 2020; Chen et al., 2021; Liu Y. et al., 2022).