In this study, we constructed an HFD/STZ-induced mouse model of diabetes to clarify the possible roles of BPI in cognitive impairment via the LPS-LBP-TLR4 signaling pathway (Figure 5). The gene discussed is TLR4; the disease is diabetes mellitus.