Across diagnostic stages, CHI3L1 expression correlated with transcripts from the predefined mechanistic panel of genes linked to peripheral inflammation and extracellular matrix remodeling, including IL1B, TNF, MMP9, and LRP1 - markers selected for their established role in AD-relevant immune and vascular pathways. The gene discussed is TNF; the disease is Alzheimer disease.