However, random forest machine-learning models suggested that depressive symptoms (HADS-D) might be linked to inflammatory cytokines (IL-6, IL-23) and metabolic indicators (waist circumference, HOMA-IR, FIB-4), whereas anxiety symptoms (HADS-A) showed weaker and less consistent associations. The gene discussed is IL6; the disease is Anxiety.