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To further dissect these loci and investigate the biological relationships linking brain structure, function, and AD, we conducted four follow-up analyses: (1) Bayesian colocalization to identify shared causal variants, (2) identification of pleiotropic SNPs shared between AD and imaging traits, (3) classification of their effect directions as concordant or antagonistic, and (4) mapping shared regions to potential effector genes

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