ATG12 and melanoma: In addition, miR-23a has been identified as a negative regulator of ATG12 (Figure 2), while ATG12 regulated melanoma cell invasion and migration through AMP-activated protein kinase-RAS homolog family member A (AMPK-RhoA) pathway [90].