Mediation analysis in clinical research and nephrology

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.

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Publication Details

Journal
Journal of Nephrology
Published
2026-02-09
DOI
https://doi.org/10.1093/joneph/aajaf006
Primary Topic
Mental Health Research Topics
Type
article
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article

Mediation analysis in clinical research and nephrology

Carmine Zoccali, Giovanni Tripepi
Journal of Nephrology
Mental Health Research Topics
article

Mediation analysis in clinical research and nephrology

Carmine Zoccali, Giovanni Tripepi
article en

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.

Journal of Nephrology
Istituto di Fisiologia Clinica (IT), Biogem (IT), Renal Research Institute (US), Instituto de Biomedicina y Genética Molecular de Valladolid (ES), Institute of Molecular Biology and Genetics (UA)
Openalex Percentile: Top 63%
Mental Health Research Topics
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Mediation analysis in clinical research and nephrology — Carmine Zoccali, Giovanni Tripepi · Journal of Nephrology (2026) | TGRS Research Map | TGRS