In this study, three potential prognostic genes—PDHA1, OGG1, and OPA1—linked to PCD and mitochondrial function in pediatric AML were precisely identified through differential expression analysis and machine learning techniques. The gene discussed is OPA1; the disease is acute myeloid leukemia.