Third, in this study we investigated only four key AD-related biomarkers (Aβ42/40, p-Tau 181, GFAP, and NfL), which, while informative, do not capture the full spectrum of vascular dysfunction, neuroinflammation, or other potential pathways linking respiratory health to dementia. Here, MAPT is linked to dementia.