TNF and Alzheimer disease: For example, TNF-α has previously been linked to neuronal death and AD pathogenesis17, 34, and our PLSR analysis identified it as a top correlate in the EC and the second strongest cytokine correlate in the ratio model (Figs 1c and 4a).