APOB and osteoporosis: Apo A (non‐linear p = 0.27), Apo B (non‐linear p = 0.60), HDL‐C (non‐linear p = 0.08) and LDL‐C (non‐linear p = 0.88) showed linear associations with osteoporosis, while TG displayed a non‐linear association.