Mediation analysis in clinical research and nephrology

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Authors: Carmine Zoccali, Giovanni Tripepi
Cited by: 0
References: 24

Abstract

Mediation analysis is a statistical technique that dissects the pathways through which interventions affect health outcomes, offering insights into the underlying causal mechanisms. In clinical research, and particularly in nephrology, this approach is useful for understanding the complex interplay between risk factors, mediators, and outcomes. By breaking down the total effect of an intervention into direct and indirect components, mediation analysis identifies which aspects of an intervention are most effective. This review discusses the historical development, applications, and challenges of mediation analysis, with a focus on its use in kidney disease research. The evolution of mediation analysis, from the seminal work of Baron and Kenny to modern techniques like bootstrapping and the counterfactual framework, has enhanced its robustness and applicability. In nephrology, mediation analysis has elucidated the roles of therapeutic agents, biomarkers, and comorbidities in disease progression. Despite challenges such as dealing with confounders and the need for large sample sizes, mediation analysis remains a useful tool for advancing clinical research. Future directions include integrating mediation analysis with emerging technologies to refine therapeutic strategies and personalize interventions, ultimately improving patient care and outcomes.

Fields of Study & Subjects

Advanced Causal Inference Techniques Statistical Methods in Clinical Trials Statistical Methods in Epidemiology

Publication details

Journal / source
Journal of Nephrology
Volume
39
Issue
1
Pages
2–11
Publication date
1 January 2026
Language
EN