In the BMI ≥ 30 group (obese), while NHHR showed a weak negative correlation with BMD, the effect was minimal and not statistically significant (higher p-values), potentially due to the metabolic characteristics (e.g., insulin resistance, chronic inflammation) and bone physiology (e.g., increased skeletal load) typical of obesity. This evidence concerns the gene INS and Obesity.