ArticlePharmacy practice
Network meta-analysis: a technique to gather evidence from direct and indirect comparisons.
Article in Pharmacy practice. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 161 papers, 71 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
161 citing papers in PubMed, 71 syntheses or guidelines pooled it.
- Clinical outcomes of the chemo-free approach in relapsed/refractory follicular lymphoma: A network meta-analysis.British journal of haematology · 2026Pooled it
- Effectiveness of Digital Health Interventions for Improving Antiretroviral Therapy Outcomes in People With HIV: Meta-Analysis and Trial Sequential Analysis of Randomized Controlled Trials.Journal of medical Internet research · 2026Pooled it
- Comparative effectiveness of various intubation fixation devices for patients undergoing tracheal intubation in the ICU: A systematic review and network meta-analysis.International journal of nursing sciences · 2026Pooled it
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- Comparison of neuraxial anesthesia and analgesia strategies for obese parturients: a systematic review and network meta-analysis.BMC anesthesiology · 2026Pooled it
- Comparative Efficacy and Safety of Advanced Therapies in Maintenance Treatment of Adult Patients with Moderate-to-Severe Crohn's Disease: A Systematic Literature Review and Network Meta-Analysis.Advances in therapy · 2026Pooled it
- Effects of different acupuncture methods on polycystic ovarian syndrome: a systematic review and network meta-analysis.BMC complementary medicine and therapies · 2026Pooled it
- Effects of different exercise types on visceral adipose tissue and glycemic parameters in adults with stage 1 cardiovascular-kidney-metabolic syndrome: a systematic review and network meta-analysis of randomized controlled trials.Frontiers in cardiovascular medicine · 2026Pooled it
- Comparative effectiveness of non-pharmacological interventions for post-stroke upper limb motor dysfunction: a systematic review and network meta-analysis of randomized controlled trials.Frontiers in aging neuroscience · 2026Pooled it
- Comparative Survival in Metastatic Hormone-sensitive Prostate Cancer by Volume of Disease and Timing of Metastasis: A Living Network Meta-analysis.European urology · 2026Pooled it
- The effects of exercise intervention on children with developmental coordination disorder: a systematic review and network meta-analysis of randomized controlled trials.Frontiers in physiology · 2026Pooled it
- Efficacy and safety of 24 antibiotics for group A streptococcal pharyngitis: a network meta-analysis of 64 randomized controlled trials.Frontiers in public health · 2026Pooled it
- Exercise prescription to improve executive functioning in children and adolescents with attention deficit hyperactivity disorder: a network meta-analysis.Frontiers in psychiatry · 2026Pooled it
- Effect of mind-body therapies on anxiety, depression and sleep quality in college students: a network meta-analysis.Frontiers in public health · 2026Pooled it
- Comparative effectiveness of physical interventions for preventing perineal trauma during vaginal delivery: a systematic review and Bayesian network meta-analysis.Frontiers in medicine · 2026Pooled it
- Comparing Aerobic Interval Training with Other Forms of Physical Exercise for Brachial Artery Endothelial Function Improvement: A Systematic Review and Network Meta-analysis of Randomized Controlled Trials.Sports medicine - open · 2025Pooled it
- Relative Efficacy of Conventional Monotherapies and Select Nonconventional, Over-the-Counter Products for Male Androgenetic Alopecia: A Network Meta-Analysis Study.Journal of cosmetic dermatology · 2025Pooled it
- Efficacy and safety of GLP-1 agonists in the treatment of T2DM: A systematic review and network meta-analysis.Scientific reports · 2025 · on this mapPooled it
- Non-Pharmacological Interventions Targeting Sense of Coherence Among Older Adults and Adults With Chronic Conditions: A Meta-Analysis With Trial Sequential Analysis.Journal of advanced nursing · 2025Pooled it
- Efficacy and safety of Chinese medicine injection combined with concurrent chemoradiotherapy in the treatment of esophageal cancer: a Bayesian network meta-analysis.Frontiers in medicine · 2025Pooled it
101 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Systematic reviews and pairwise meta-analyses of randomized controlled trials, at the intersection of clinical medicine, epidemiology and statistics, are positioned at the top of evidence-based practice hierarchy. These are important tools to base drugs approval, clinical protocols and guidelines formulation and for decision-making. However, this traditional technique only partially yield information that clinicians, patients and policy-makers need to make informed decisions, since it usually compares only two interventions at the time. In the market, regardless the clinical condition under evaluation, usually many interventions are available and few of them have been studied in head-to-head studies. This scenario precludes conclusions to be drawn from comparisons of all interventions profile (e.g. efficacy and safety). The recent development and introduction of a new technique - usually referred as network meta-analysis, indirect meta-analysis, multiple or mixed treatment comparisons - has allowed the estimation of metrics for all possible comparisons in the same model, simultaneously gathering direct and indirect evidence. Over the last years this statistical tool has matured as technique with models available for all types of raw data, producing different pooled effect measures, using both Frequentist and Bayesian frameworks, with different software packages. However, the conduction, report and interpretation of network meta-analysis still poses multiple challenges that should be carefully considered, especially because this technique inherits all assumptions from pairwise meta-analysis but with increased complexity. Thus, we aim to provide a basic explanation of network meta-analysis conduction, highlighting its risks and benefits for evidence-based practice, including information on statistical methods evolution, assumptions and steps for performing the analysis.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.