ArticleCPT: pharmacometrics & systems pharmacology2016
Model-Based Network Meta-Analysis: A Framework for Evidence Synthesis of Clinical Trial Data.
Article in CPT: pharmacometrics & systems pharmacology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 92 papers, 53 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
92 citing papers in PubMed, 53 syntheses or guidelines pooled it.
- Exercise modalities and dose for improving arterial stiffness in risk-enriched adults: a systematic review and dose-response network meta-analysis.BMC cardiovascular disorders · 2026Pooled it
- Exercise modalities and dosages on glycated haemoglobin and exerkines in type 2 diabetes: a systematic review with pairwise, network, and dose-response meta-analyses.Cardiovascular diabetology · 2026Pooled it
- Optimal type and dose of exercise for improving executive functions in older adults: a systematic review and Bayesian model-based network meta-analysis of RCTs.BMC geriatrics · 2026Pooled it
- Efficacy of pharmacotherapies in improving liver fibrosis among patients with MASLD and fibrosis stages of F1-F3: systematic review and network meta-analysis.Journal of translational medicine · 2026Pooled it
- Effects of different exercise modalities and doses on arterial stiffness in individuals with overweight and obesity: a systematic review and Bayesian dose-response meta-analysis.BMC sports science, medicine & rehabilitation · 2026Pooled it
- Physical activity modalities and dosing for postpartum depression, anxiety and quality of life: a network meta-analysis and dose response of randomized trials.BMC public health · 2026Pooled it
- Aerobic exercise for depression symptoms in adolescents: a systematic review and dose-response meta-analysis.BMC public health · 2026Pooled it
- Optimized exercise prescription for alleviating cancer-related fatigue in breast cancer survivors after primary treatment: a systematic review and dose-response network meta-analysis.Frontiers in public health · 2026Pooled it
- Timing and dose of acupuncture as adjuncts to assisted reproduction: a meta-analysis and model-based network meta-analysis.Frontiers in endocrinology · 2026Pooled it
- The optimal exercise modality and dose for glycemic control in older adults with type 2 diabetes mellitus: a systematic review and network meta-analysis.Frontiers in endocrinology · 2026Pooled it
- Effects of acute and long-term exercise modalities and doses on brain-derived neurotrophic factor in patients with stroke: a Bayesian network meta-analysis.Frontiers in systems neuroscience · 2026Pooled it
- Comparative effectiveness of exercise modalities and doses on carotid-femoral pulse wave velocity in adults: a systematic review and network meta-analysis of randomized controlled trials.Frontiers in cardiovascular medicine · 2026Pooled it
- Exercise dose and modality for blood pressure reduction in predominantly postmenopausal women: a dose-response network meta-analysis.Frontiers in medicine · 2026Pooled it
- Optimal exercise dose for resistance training to improve HbA1c levels in overweight and obese patients with type 2 diabetes: a systematic review of randomized controlled trials and a Bayesian network meta-analysis.Frontiers in physiology · 2026Pooled it
- Optimal exercise modality and dose to improve depression in children and adolescents: a systematic review and Bayesian network meta-analysis.Frontiers in psychology · 2026Pooled it
- Optimal physical activity type and dosage for improving inhibitory control in children and adolescents: a dose-response network meta-analysis.Frontiers in psychology · 2026Pooled it
- Pooled it
- Optimal dose of aerobic exercise for improving postpartum depression, anxiety, and quality of life: a meta-analysis of randomized controlled trials and dose-response analysis.Frontiers in public health · 2026Pooled it
- Effects of different exercise types on craving in substance use disorder patients with drug dependence -network meta-analysis and dose-response relationships based on frequentist and Bayesian models.Addiction science & clinical practice · 2025Pooled it
- Optimal resistance training strategies for knee osteoarthritis symptom relief: a systematic review and network meta-analysis.BMC musculoskeletal disorders · 2025Pooled it
32 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
5 authors.
Funding
Abstract
Model-based meta-analysis (MBMA) is increasingly used in drug development to inform decision-making and future trial designs, through the use of complex dose and/or time course models. Network meta-analysis (NMA) is increasingly being used by reimbursement agencies to estimate a set of coherent relative treatment effects for multiple treatments that respect the randomization within the trials. However, NMAs typically either consider different doses completely independently or lump them together, with few examples of models for dose. We propose a framework, model-based network meta-analysis (MBNMA), that combines both approaches, that respects randomization, and allows estimation and prediction for multiple agents and a range of doses, using plausible physiological dose-response models. We illustrate our approach with an example comparing the efficacies of triptans for migraine relief. This uses a binary endpoint, although we note that the model can be easily modified for other outcome types.
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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.