BECN1 and neoplasm: In addition, multivariate Cox regression analysis showed that only large tumor size (>5 cm), higher Edmondson grades (III + IV), late stage (TNM stage III + IV) and loss or lower expression of Beclin-1 were independent prognostic factors for OS Beclin-1, together with tumor size, tumor differentiation, and TNM stages, were strongly associated with OS.