Related Experiment Video
Updated: May 28, 2025

Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Risk factor analysis and predictive modeling of kidney stone disease in the United States population: A propensity
Y Sun1, F Xu1, Zengli Xiao1
1Unidad de Cuidados Intensivos, Hospital Popular de la Universidad de Pekín, Pekín, China.
Objective:
This study sought to identify risk factors and develop predictive models for kidney stone disease in the U.S. population using data from the National Health and Nutrition Examination Survey (NHANES).
Methods:
In a propensity score-matched cohort study, we examined the association of serum α-Klotho, hemoglobin levels, serum creatinine, and the urinary albumin-to-creatinine ratio (uACR) with kidney stone disease.
Results:
Initially, 216,560 participants were screened; following propensity matching, 28,370 adults aged 40-79 years were included in the final analysis. Serum α-Klotho levels were inversely associated with kidney stone disease, particularly among individuals with chronic kidney disease and those who consumed alcohol. Hemoglobin levels demonstrated an inverse association with kidney stone disease risk, whereas serum creatinine levels exhibited a U-shaped relationship. No significant trend was observed for uACR overall. Low hemoglobin and α-Klotho levels, as well as elevated serum creatinine and uACR, were significantly associated with increased all-cause mortality.
Conclusion:
Our findings underscore the significance of serum α-Klotho, hemoglobin, serum creatinine, and uACR levels in assessing the risk of kidney stone disease and all-cause mortality, suggesting these markers as potential targets for prevention and management strategies. Further research is warranted to clarify the mechanisms underlying these associations.
Related Concept Videos
Kidney Structure
Factors Affecting Renal Clearance: Renal Impairment
One condition associated with renal failure is uremia. Uremia is characterized by impaired glomerular filtration and fluid accumulation in the body. This condition hinders the renal clearance of drugs, resulting in drug accumulation and potential...

