In conclusion, we constructed a five-mitophagy-genes (VDAC1, PINK1, VPS13C, ATG13, and HUWE1) prognostic risk model, which as an independent element for MM OS, could estimate the survival of MM accurately and stably both in training and validation cohorts. Here, PINK1 is linked to Miyoshi myopathy.