Pain patterns in Chinese adults ≥ 45 years reflect distinct phenotypes with differential health risks. The broad pain group warrants comprehensive intervention targeting pain, cognition, mood, and function. Lower limb pain requires prioritized mobility preservation strategies. Findings support phenotype-specific pain management to reduce disability burden.