Specifically, a single measurement of elevated concentrations of Apo A and HDL‐C were associated with higher risks of both future fractures and osteoporosis, whereas higher concentration of Apo B, LDL‐C and TG was associated with lower risks. The gene discussed is APOB; the disease is osteoporosis.