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Updated: May 28, 2026

TBase - an Integrated Electronic Health Record and Research Database for Kidney Transplant Recipients
Published on: April 13, 2021
Outcome differences across transplant centers: comparison of two methods for public reporting
Stefanos Zenios1, Glenn Atias, Charles McCulloch
1Graduate School of Business, Stanford University, Stanford, California, USA.
The mixed-effect (ME) method offers more accurate standardized reporting for transplant centers than the observed-to-expected (OE) method. Public reporting has not yet reduced outcome disparities among kidney transplant centers.
Area of Science:
- Nephrology
- Transplant Surgery
- Biostatistics
Background:
- The Scientific Registry of Transplant Recipients (SRTR) uses observed-to-expected (OE) ratios to report transplant center performance.
- The accuracy of the current OE method for standardized reporting has not been previously evaluated.
- Public reporting of transplant outcomes aims to incentivize centers to improve patient and graft survival rates.
Purpose of the Study:
- To compare the accuracy of the generalized mixed-effect (ME) method against the OE method for standardizing transplant center outcomes.
- To evaluate the association between public reporting initiatives and improvements in transplant center performance.
Main Methods:
- The study analyzed kidney transplant data from the United States Renal Data System (USRDS) between January 1, 1996, and September 30, 2009.
- Accuracy was quantified using the root mean square error (RMSE) comparing standardized rates between different time periods.
- A generalized mixed-effect (ME) model was employed as an alternative to the traditional OE ratio method.
Main Results:
- The ME method demonstrated a 0.5% to 4.5% lower RMSE compared to the OE method, indicating higher accuracy.
- The ME method resulted in a narrower range between the 5th and 95th percentile standardized rates for 3-year graft survival (7.5% vs. 10.5%) and patient survival (4.7% vs. 7.9%).
- Significant outcome variations across centers were observed, with differences accounting for 33% of deaths and 29% of graft failures within 3 years post-transplant.
Conclusions:
- The generalized mixed-effect (ME) method provides a more accurate approach for public reporting of transplant center outcomes.
- Further investigation is needed to understand why public reporting has not yet led to a reduction in outcome disparities among transplant centers.
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