In addition, genetic factors may play a role in the pathogenesis of cognitive dysfunction in CKD [54]. We found that APOE status significantly interacted with kidney function to modify the risk of dementia, with the associations strongest in those with a lower genetic risk of dementia and weaker in those with a higher genetic risk of dementia. Here, APOE is linked to dementia.