In conclusion, our study highlights that key clinical indicators such as low BMI, poor clinical scores (SKS ≤ 70), impaired lung function, systemic inflammation (elevated CRP), and nutritional deficiencies were significantly associated with reduced BMD. This evidence concerns the gene CRP and nutritional deficiency disease.