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Crossroads of methodological choices in research synthesis: insights from two network meta-analyses on preventing
Giovanni Ostuzzi1, Johannes Schneider-Thoma2, Federico Tedeschi3
1WHO Collaborating Centre for Research and Training in Mental Health and Service Evaluation, Department of Neuroscience, Biomedicine and Movement Sciences, Università degli Studi di Verona, Verona, Italy giovanni.ostuzzi@univr.it.
Abstract:
In recent years, network meta-analyses have been increasingly carried out to inform clinical guidelines and policy. This approach is under constant development, and a broad consensus on how to carry out several of its methodological and statistical steps is still lacking. Therefore, different working groups might often make different methodological choices based on their clinical and research experience, with possible advantages and shortcomings. In this contribution, we will critically assess two network meta-analyses on the topic of pharmacological prevention of relapse in schizophrenia, carried out by two different research groups. We will highlight the implications of different methodological choices on the analysis results and their clinical-epidemiological interpretation. Moreover, we will discuss some of the most relevant technical issues of network meta-analyses for which there is not a broad methodological agreement, including the assessment of transitivity.
Insights
Network meta-analyses are crucial for clinical guidelines but lack methodological consensus. Different choices in analyzing schizophrenia relapse prevention impact results and interpretation.
Area of Science:
- Psychiatry and Mental Health
- Evidence-Based Medicine
- Statistical Methodology
Background:
- Network meta-analysis (NMA) is increasingly used for clinical guidelines and policy decisions.
- Methodological and statistical aspects of NMA are still evolving, leading to varied approaches.
- Discrepancies in NMA methodology can arise from different research groups' expertise.
Purpose of the Study:
- To critically assess two NMAs on pharmacological relapse prevention in schizophrenia.
- To highlight how differing methodological choices influence analysis outcomes.
- To examine the clinical-epidemiological interpretation of NMA results.
Main Methods:
- Comparative analysis of two distinct NMAs on schizophrenia relapse prevention.
- Focus on methodological and statistical choices made by different research groups.
- Discussion of key technical issues in NMA, including transitivity assessment.
Main Results:
- Methodological variations in NMAs can lead to different conclusions regarding treatment efficacy.
- The choice of statistical methods and assumptions significantly impacts the interpretation of results.
- Lack of consensus on issues like transitivity assessment complicates direct comparisons.
Conclusions:
- Standardized methodological guidelines for NMAs are needed for consistent and reliable evidence synthesis.
- Researchers must carefully consider and report methodological choices in NMAs.
- Further research is required to address unresolved methodological challenges in NMA.
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