APOE and depressive symptom measurement: In the longitudinal Sydney Memory and Ageing Study, Trollor et al. [40] found that elevated IL-6 levels were significantly associated with slower processing speed and poorer executive function, even after controlling for key confounders including depression, vascular risk factors, and APOE-ε4 status.