According to our current findings, TnT, ProBNP, and the composite cardiovascular risk score, potentially more robust indicators of poor vascular health and accumulated vascular damage, are more indicative of incident fracture risk compared to imaging of subclinical cardiovascular disease or echocardiographic indices. The gene discussed is NPPB; the disease is cardiovascular disorder.