ALB and Alzheimer disease: Among the top 20 variables selected using each method, seven variables, including acetate, albumin, creatinine, glucose, GLYCA, IDL_PL_PCT, and L_HDL_PL_PCT, were co-screened using all three methods, indicating the significant role of these variables in predicting AD onset.