Collectively, these findings unveil a METTL3/circRAPGEF1/IGF2BP3/ASS1 regulatory axis that drives aspartate metabolic reprogramming to fuel HCC stemness properties, positioning circRAPGEF1 as a dual prognostic biomarker and therapeutic target to enhance sorafenib efficacy in HCC. The gene discussed is IGF2BP3; the disease is hepatocellular carcinoma.