BACKGROUND AND OBJECTIVES: Standard meta-analysis compares two
treatments whereas network meta-analysis compares multiple treatments. In light of the increasing number of treatments available, we have seen a shift from using standard meta-analysis towards using network meta-analyses to support regulatory and reimbursement decisions. This thesis (composed of nine separate papers) applied network meta-analysis to a series of real world problems which simultaneously addressed many of these methodological issues while also supporting healthcare decision making. METHODS: In the first chapter, background information on network meta-analysis and outline the rationale for each of the subsequent chapters is provided. In Chapter 2, an applied example is presented where we use FDA Public Summary documents to populate a network meta-analysis of antithrombotic therapies for atrial fibrillation. In Chapter 3, the advantages and disadvantages of rapid network meta-analysis using
ClinicalTrials.gov are investigated by re-doing Chapter 3 but only using data available in ClinicalTrials.gov and examining concordance. In Chapter 4, the application of network meta-analysis when events are rare are investigated using an illustrative example investigating the risk of serious infection in biologics. In Chapter 5, the application of network meta-analysis to a complex network – triptans for migraine – are presented where there are a large number of studies and treatments. In Chapter 6 a network meta-analysis which assesses both a benefit and harm and integrates findings using a benefit harm methodology is presented. In Chapter 7, methods to incorporate non-randomized studies into network meta-analysis are investigated using data on riskof myocardial infarction derived from the Mini-Sentinel distributed data network. FINDINGS AND CONCLUSION: Pragmatic research around methodological areas in network meta-analysis were conducted to address real world problems for decision makers. It is my hope that this thesis and the approaches used in this thesis for the application of network meta-analysis will be disseminated to enhance research capacity in conducting network meta-analysis in Canada.
| Identifer | oai:union.ndltd.org:uottawa.ca/oai:ruor.uottawa.ca:10393/32803 |
| Date | January 2015 |
| Creators | Cameron, Chris |
| Contributors | Wells, George, Coyle, Doug |
| Publisher | Université d'Ottawa / University of Ottawa |
| Source Sets | Université d’Ottawa |
| Language | English |
| Detected Language | English |
| Type | Thesis |
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