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A Risk Score to Guide Cystatin C Testing to Detect Occult-Reduced Estimated Glomerular Filtration Rate
Carmen A Peralta1, Paul Muntner, Rebecca Scherzer
1San Francisco Veterans Affairs Medical, San Francisco, Calif., USA.
Insights
A new risk score can identify individuals with reduced kidney function (eGFRcys<60) missed by standard creatinine tests. This tool helps screen patients effectively for better health outcomes.
Area of Science:
- Nephrology
- Clinical Chemistry
- Epidemiology
Background:
- Occult-reduced estimated glomerular filtration rate (eGFR<60 ml/min/1.73 m2) detected by serum cystatin C but missed by creatinine poses a high risk for complications.
- There is a need for tools to guide cystatin C testing among individuals with preserved kidney function based on creatinine (eGFRcreat>60 ml/min/1.73 m2).
Purpose of the Study:
- To develop and validate a risk score for identifying individuals with reduced eGFR by cystatin C (eGFRcys<60 ml/min/1.73 m2).
- To assess the utility of this risk score in guiding cystatin C testing in clinical practice.
Main Methods:
- Development of a risk score using logistic regression with Bayesian model averaging in the REGARDS study.
- External validation of the risk score in the NHANES III study.
- Assessment of performance using calibration and discrimination measures.
Main Results:
- Among 24,877 adults with eGFRcreat>60, 13.5% had reduced eGFRcys.
- Older age, Black race, smoking, higher BMI, lower eGFRcreat, diabetes, hypertension, and cardiovascular disease history were associated with reduced eGFRcys (p<0.001).
- The risk score achieved a c-statistic of 0.87 (REGARDS) and 0.84 (NHANES), identifying 72% of occult-reduced eGFR cases by screening only 22% of participants.
Conclusions:
- A risk score utilizing readily accessible clinical characteristics can effectively identify individuals with reduced eGFRcys missed by creatinine-based assessments.
- This tool can aid in targeted cystatin C testing, improving the detection of kidney function decline.
Background/Aims:
Persons with occult-reduced estimated glomerular filtration rate (eGFR<60 ml/min/1.73 m2 detected by serum cystatin C but missed by creatinine) have high risk for complications. Among persons with preserved kidney function by creatinine-based eGFR (eGFRcreat>60 ml/min/1.73 m2), tools to guide cystatin C testing are needed.
Methods:
We developed a risk score to estimate an individual's probability of reduced eGFR by cystatin C (eGFRcys<60 ml/min/1.73 m2) in The Reasons for Geographic and Racial Differences in Stroke (REGARDS) study and externally validated in the Third National Health and Nutrition Examination Survey (NHANES III). We used logistic regression with Bayesian model averaging and variables available in practice. We assessed performance characteristics using calibration and discrimination measures.
Results:
Among 24,877 adults with preserved kidney function by creatinine, 13.5% had reduced eGFRcys. Older and Black participants, current smokers and those with higher body mass index, lower eGFRcreat, diabetes, hypertension and history of cardiovascular disease were more likely to have occult-reduced eGFR (p<0.001). The final risk function had a c-statistic of 0.87 in REGARDS and 0.84 in NHANES. By risk score, 72% of occult-reduced eGFR cases were detected by screening only 22% of participants.
Conclusions:
A risk score using characteristics readily accessible in clinical practice can identify the majority of persons with reduced eGFRcys, which is missed by creatinine.
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