We reported genetic associations of early pubertal timing with accelerated ageing and the risk of developing cardiovascular disease and osteoporosis, with mediators including alanine aminotransferase, HbA1c, HDL-C and Parabacteroides levels. The gene discussed is GPT; the disease is osteoporosis.