In addition, ferroptosis has been implicated in the pathogenesis of AD [171], and Deng et al [172] used various ML methods to build models and identify 5 genes related to ferroptosis (RAF1, NFKBIA, MOV10L1, IQGAP1, and FOXO1). Here, RAF1 is linked to Alzheimer disease.