PTH and chronic kidney disease: Imanishi et al. [6] similarly reported a prevalence of 32.3% in CKD stages G4–G5, considering lumbar spine and femoral neck BMD, identifying older age, female sex, lower body mass index (BMI), low vitamin D (calcidiol levels), and elevated PTH as key risk factors.