PVALB and Alzheimer disease: Comprehensive assessments using summary-data-based MR, colocalization, and differential expression analyses pinpointed 5 key proteins – CACYBP, CETN3, MOCS2, TNFAIP8, and PVALB – with potential protective effects against AD.