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- Network meta-analysis: application and practice using Stata
- Sungryul Shim, Byung-Ho Yoon, In-Soo Shin, Jong-Myon Bae
- Epidemiol Health. 2017;39:e2017047. Published online October 27, 2017
- DOI: https://doi.org/10.4178/epih.e2017047
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Abstract
Summary
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Supplementary Material -
AbstractThis review aimed to arrange the concepts of a network meta-analysis (NMA) and to demonstrate the analytical process of NMA using Stata software under frequentist framework. The NMA tries to synthesize evidences for a decision making by evaluating the comparative effectiveness of more than two alternative interventions for the same condition. Before conducting a NMA, 3 major assumptions—similarity, transitivity, and consistency—should be checked. The statistical analysis consists of 5 steps. The first step is to draw a network geometry to provide an overview of the network relationship. The second step checks the assumption of consistency. The third step is to make the network forest plot or interval plot in order to illustrate the summary size of comparative effectiveness among various interventions. The fourth step calculates cumulative rankings for identifying superiority among interventions. The last step evaluates publication bias or effect modifiers for a valid inference from results. The synthesized evidences through five steps would be very useful to evidence-based decision-making in healthcare. Thus, NMA should be activated in order to guarantee the quality of healthcare system.
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SummaryKorean summary
같은 치료 목적을 가진 여러 치료법들 간의 효과를 상호 비교한 결과들을 통합하기 위해 개발된 네트워크 메타분석 (NMA) 결과는 의사결정의 우선순위를 정하는데 있어 가장 상위의 과학적 설득력을 갖는다. STATA 통계프로그램에서 제공하는 빈도주의 틀에 기반한 NMA를 수행하는데 점검해야 할 가정들과 실제 적용 과정을 소개한다. -
Citations
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Clinical Rehabilitation.2023; 37(10): 1295. CrossRef - Evaluation of dressings preventing facial medical device‐related pressure injury in medical staff during the COVID‐19 pandemic: A systematic review and network meta‐analysis
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BMJ Open.2023; 13(6): e072545. CrossRef - Effect of Different Types and Dosages of Proprotein Convertase Subtilisin/Kexin Type 9 Inhibitors on Lipoprotein(a) Levels: A Network Meta-analysis
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Nursing Open.2023; 10(9): 5857. CrossRef - Influence of SGLT2i and RAASi and Their Combination on Risk of Hyperkalemia in DKD
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Clinical Journal of the American Society of Nephrology.2023; 18(8): 1019. CrossRef - Effects of digital psychotherapy for depression and anxiety: A systematic review and bayesian network meta-analysis
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Journal of Affective Disorders.2023; 338: 569. CrossRef - Efficacy of mind‐body therapies for sleep disturbance in patients with early‐stage cancer: A systematic review and network meta‐analysis
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Frontiers in Immunology.2023;[Epub] CrossRef - Prevalence of Post-Traumatic Stress Disorder in General Population During COVID-19 Pandemic: An Umbrella Review and Meta-Analysis
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OBM Neurobiology.2023; 07(03): 1. CrossRef - Efficacy and safety of novel biologics in the treatment of lupus nephritis based on registered clinical trials: a systematic review and network meta-analysis
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Complementary Therapies in Clinical Practice.2023; 53: 101802. CrossRef - Effects of Different Exercises on Physical Function, Dialysis Adequacy, and Health-Related Quality of Life in Maintenance Hemodialysis Patients: A Systematic Review and Network Meta-Analysis
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Clinical Epidemiology.2023; Volume 15: 1041. CrossRef - Evidence-based health: mathematical strategies for translating scientific findings into routine clinical care
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Phytomedicine.2022; 94: 153832. CrossRef - Topical fluoride to prevent early childhood caries: Systematic review with network meta-analysis
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Neuromodulation: Technology at the Neural Interface.2022; 25(8): 1197. CrossRef - Maintenance Therapy for Preventing Endometrioma Recurrence after Endometriosis Resection Surgery – A Systematic Review and Network Meta-analysis
Chui-Ching Chiu, Teh-Fu Hsu, Ling-Yu Jiang, I-San Chan, Ying-Chu Shih, Yen-Hou Chang, Peng-Hui Wang, Yi-Jen Chen
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Thierry Facon, Jesús San-Miguel, Meletios A. Dimopoulos, Maria-Victoria Mateos, Michele Cavo, Sophie van Beekhuizen, Zijiao Yuan, João Mendes, Annette Lam, Jianming He, Eric Ammann, Shaji Kumar
Advances in Therapy.2022; 39(5): 1976. CrossRef - Effects of Four Types of Watermelon Frost Combination Medications for the Treatment of Oral Ulcers: A Network Meta-Analysis
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Frontiers in Pharmacology.2022;[Epub] CrossRef - Bevacizumab versus PARP-inhibitors in women with newly diagnosed ovarian cancer: a network meta-analysis
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Addictive Behaviors.2022; 131: 107329. CrossRef - Comparative efficacy of seven Chinese patent medicines for early diabetic kidney disease: A Bayesian network meta-analysis
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Frontiers in Pharmacology.2022;[Epub] CrossRef - Comparison of Preoperative Imaging Modalities for the Assessment of Malignant Potential of Pancreatic Cystic Lesions
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Frontiers in Immunology.2022;[Epub] CrossRef - Application of Diffusion Tensor Imaging (DTI) in the Diagnosis of HIV-Associated Neurocognitive Disorder (HAND): A Meta-Analysis and a System Review
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Frontiers in Neurology.2022;[Epub] CrossRef - Pregabalin administration in patients with fibromyalgia: a Bayesian network meta-analysis
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