ATG5 and melanoma: In particular, Liu et al. have found that a key autophagy gene (ATG5) is frequently down-regulated in primary melanomas when compared to benign nevi, strongly correlating with reduced progression-free survival in a cohort of early stage cutaneous melanoma patients (17).