DNAm and plasma GDF15 were similarly associated with several total lobar, total lobar white matter, and AD‐relevant region trajectories and dementia risk, but DNAm measures outperformed plasma measures in relation to cognitive trajectories. This evidence concerns the gene GDF15 and Alzheimer disease.