Our findings indicated that diet control and/or swimming exercise improved HFD-induced cognitive impairment through antineuroinflammation, which was associated with activating the SIRT1-NF-κB and SIRT1-PGC-1α-BDNF pathways. This evidence concerns the gene BDNF and Cognitive impairment.