TNF and Alzheimer disease: However, subgroup analyses indicated context-dependent variations: IL-6 and TNF-α levels were lower in patients with AD in studies conducted in Eastern regions, with larger sample sizes (≥100 participants), older populations (≥70 years), or higher methodological quality.