This review comprehensively summarizes current knowledge on the molecular mechanisms by which C12ORF49 intersects with ferroptosis signaling, highlighting its impact on lipid metabolic reprogramming in HCC. This evidence concerns the gene SPRING1 and hepatocellular carcinoma.