Current mechanistic insights remain sparse, though pivotal findings emerge: Wang et al. demonstrated a mechanistic linkage between LINC01468 upregulation and SHIP2 destabilization via CUL4A-dependent ubiquitination in MAFLD-HCC. This evidence concerns the gene INPPL1 and hepatocellular carcinoma.