However, it is still possible that the association between APOE4 and REM sleep may be partly mediated by subclinical cardiovascular risk factors and synaptic dysfunction, which could ultimately increase the risk of cerebrovascular and mental health diseases, in addition to AD. Here, APOE is linked to Alzheimer disease.