Specifically, the alpha-ketobutyrate to 4-methyl-2-oxopentanoate ratio negatively regulates CCR2 on monocytes in AD, while the glycerol to carnitine ratio positively regulates HLA-DR on CD14− CD16− cells in AD. This evidence concerns the gene CD14 and Alzheimer disease.