The expression of various genes was also causally associated with the risk of AD, confirming ACE and BIN1 as risk genes for AD [36, 37], while a genetically predicted anti-obesity drug target gene CNR1 was a protective factor against AD risk [38]. This evidence concerns the gene ACE and obesity due to melanocortin 4 receptor deficiency.