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Updated: Apr 16, 2026

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
A unified framework for classification of methods for benefit-risk assessment
Mehdi Najafzadeh1, Sebastian Schneeweiss1, Niteesh Choudhry1
1Department of Medicine, Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
This study introduces a patient-centered framework to classify benefit-risk analysis (BRA) methods. It unifies diverse BRA approaches by categorizing them based on how they incorporate patient preferences and decision-maker opinions for better treatment decisions.
Area of Science:
- Pharmacoeconomics
- Health Technology Assessment
- Decision Analysis
Background:
- Benefit-risk analysis (BRA) is crucial for informed treatment decisions, involving trade-offs between risks and benefits.
- Existing BRA methods vary in transparency and rigor, necessitating a standardized approach.
- Patient-centeredness is key for effective BRA, ensuring methods reflect individual values.
Purpose of the Study:
- To propose a novel framework for classifying BRA methods.
- To standardize BRA classification using common mathematical notation.
- To compare BRA method results using a hypothetical case study.
Main Methods:
- Classified BRA methods into three categories: unweighted metrics, preference-weighted metrics, and decision-maker opinion-weighted metrics.
- Utilized a common mathematical notation for a unified comparison.
- Employed a hypothetical comparative analysis of two antiplatelet drugs (a and b).
Main Results:
- Unweighted metrics (e.g., number needed to treat/harm) were identified.
- Preference-weighted metrics (e.g., maximum acceptable risk, adjusted life-years) were detailed.
- Decision-maker weighted metrics (e.g., multicriteria decision analysis, benefit-less-risk analysis) were presented, showing mathematical relationships and potential interpretation differences.
Conclusions:
- A unified, patient-centered framework for classifying BRA methods was proposed.
- Classification is based on the type of weights used, a key differentiator.
- The framework aids in understanding and selecting appropriate BRA methods for diverse contexts.
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