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Updating the International IgA Nephropathy Prediction Tool for use in children
Sean J Barbour1, Rosanna Coppo2, Lee Er3
1Division of Nephrology, University of British Columbia, Vancouver, British Columbia, Canada; BC Renal, Vancouver, British Columbia, Canada.
Insights
A new prediction tool accurately forecasts IgA nephropathy (IgAN) progression in children. This tool helps personalize treatment by predicting a 30% decline in kidney function or end-stage kidney disease (ESKD).
Area of Science:
- Nephrology
- Pediatric Nephrology
- Glomerulonephritis
Background:
- IgA nephropathy (IgAN) is a common cause of glomerulonephritis in children.
- Predicting disease progression in pediatric IgAN is crucial for personalized treatment but currently limited.
- Existing adult prediction tools require adaptation for pediatric use due to differing disease trajectories.
Purpose of the Study:
- To update and validate the International IgAN Prediction Tool for pediatric use.
- To assess the predictive accuracy of the tool for disease progression in children with IgAN.
- To establish a reliable method for risk-stratifying pediatric IgAN patients.
Main Methods:
- Utilized a multiethnic international cohort of 1,060 children with IgAN followed into adulthood.
- Adapted the adult International IgAN Prediction Tool, initially predicting a 50% decline in estimated glomerular filtration rate (eGFR) or end-stage kidney disease (ESKD).
- Re-calibrated the tool using a secondary outcome of a 30% reduction in eGFR or ESKD, evaluating model fit, calibration, and predictive accuracy (C-statistics, R²D).
Main Results:
- The initial adaptation for a 50% eGFR decline showed poor calibration in children.
- Updating the outcome to a 30% eGFR decline or ESKD resulted in good calibration and improved model fit (R²D 30.3%/22.2%, C-statistics 0.74/0.68).
- Pediatric eGFR trajectories differ from adults, showing an initial increase followed by a linear decline, which the updated tool accounts for.
Conclusions:
- The updated pediatric IgAN Prediction Tool accurately predicts the risk of a 30% decline in eGFR or ESKD in children.
- This tool enables personalized, risk-based treatment decisions for pediatric IgAN patients.
- The findings highlight the importance of considering pediatric-specific disease trajectories in prediction modeling.
Abstract:
Although IgA nephropathy (IgAN) is a common cause of glomerulonephritis in children, the absence of a method to predict disease progression limits personalized risk-based treatment decisions. The adult International IgAN Prediction Tool comprises two validated Cox survival models that predict a 50% decline in estimated glomerular filtration rate (eGFR) or end stage kidney disease (ESKD) using clinical risk factors and Oxford MEST histology scores. Here, we updated the Prediction Tool for use in children using a multiethnic international cohort of 1,060 children with IgAN followed into adulthood. The updated pediatric Prediction Tool had better model fit than the original adult tool with lower Akaike Information Criterion, higher R2D and similar C-statistics. However, calibration showed very poor agreement between predicted and observed risks likely due to the observed disease trajectory in children. Therefore, the Tool was updated using a secondary outcome of a 30% reduction in eGFR or ESKD, resulting in better R2D (30.3%/22.2%) and similar C-statistics (0.74/0.68) compared to the adult tool but with good calibration. The trajectory of eGFR over time in children differed from adults being highly non-linear with an increase until 18 years old followed by a linear decline similar to that of adults. A higher predicted risk was associated with a smaller increase in eGFR followed by a more rapid decline, suggesting that children at risk of a 30% decrease in eGFR will eventually experience a larger 50% decrease in eGFR when followed into adulthood. As such, these two outcomes are analogous between pediatric and adult Prediction Tools. Thus, our pediatric Prediction Tool can accurately predict the risk of a 30% decline in eGFR or ESKD in children with IgAN.
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