Bayesian meta-analysis of multiple treatment comparisons: An introduction to mixed treatment comparisons

被引:282
作者
Jansen, Jeroen P. [1 ]
Crawford, Bruce [1 ]
Bergman, Gert [2 ]
Stam, Wiro [2 ]
机构
[1] Mapi Values Ltd, Boston, MA 02108 USA
[2] Mapi Values, Houten, Netherlands
关键词
Bayesian methods; evidence synthesis; meta-analysis; mixed treatment comparisons;
D O I
10.1111/j.1524-4733.2008.00347.x
中图分类号
F [经济];
学科分类号
02 ;
摘要
Recently, mixed treatment comparisons (MTC) have been presented as an extension of traditional meta-analysis by including multiple different pairwise comparisons across a range of different interventions. MTC allow for indirect comparisons and can therefore provide very useful information for clinical and reimbursement decision-making in the absence of head-to-head data. In this article, we provide an introductory overview of MTC illustrated with example analyses of different drug treatments in rheumatoid arthritis using a continuous patient-reported end point. As a background, we start with an overview of the traditional meta-analyses for pairwise trials, and the difference between a traditional approach and a Bayesian approach. Next, the Bayesian MTC for continuous outcomes are presented. We finish with a discussion of how MTC can best be presented in order to maximize acceptance by target audiences, i.e., clinicians and market access decision-makers.
引用
收藏
页码:956 / 964
页数:9
相关论文
共 29 条
[1]   Bayesian methods for evidence synthesis in cost-effectiveness analysis [J].
Ades, AE ;
Sculpher, M ;
Sutton, A ;
Abrams, K ;
Cooper, N ;
Welton, N ;
Lu, GB .
PHARMACOECONOMICS, 2006, 24 (01) :1-19
[2]   A chain of evidence with mixed comparisons: models for multi-parameter synthesis and consistency of evidence [J].
Ades, AE .
STATISTICS IN MEDICINE, 2003, 22 (19) :2995-3016
[3]   Individual patient- versus group-level data meta-regressions for the investigation of treatment effect modifiers: ecological bias rears its ugly head [J].
Berlin, JA ;
Santanna, J ;
Schmid, CH ;
Szczech, LA ;
Feldman, HI .
STATISTICS IN MEDICINE, 2002, 21 (03) :371-387
[4]   Simultaneous comparison of multiple treatments: combining direct and indirect evidence [J].
Caldwell, DM ;
Ades, AE ;
Higgins, JPT .
BMJ-BRITISH MEDICAL JOURNAL, 2005, 331 (7521) :897-900
[5]   Issues in the selection of a summary statistic for meta-analysis of clinical trials with binary outcomes [J].
Deeks, JJ .
STATISTICS IN MEDICINE, 2002, 21 (11) :1575-1600
[6]   METAANALYSIS IN CLINICAL-TRIALS [J].
DERSIMONIAN, R ;
LAIRD, N .
CONTROLLED CLINICAL TRIALS, 1986, 7 (03) :177-188
[7]   Etanercept versus methotrexate in patients with early rheumatoid arthritis - Two-year radiographic and clinical outcomes [J].
Genovese, MC ;
Bathon, JM ;
Martin, RW ;
Fleischmann, RM ;
Tesser, JR ;
Schiff, MH ;
Keystone, EC ;
Wasko, MC ;
Moreland, LW ;
Weaver, AL ;
Markenson, J ;
Cannon, GW ;
Spencer-Green, G ;
Finck, BK .
ARTHRITIS AND RHEUMATISM, 2002, 46 (06) :1443-1450
[8]  
Glenny AM, 2005, HEALTH TECHNOL ASSES, V9, P1
[9]   Toward evidence-based medical statistics.: 1:: The P value fallacy [J].
Goodman, SN .
ANNALS OF INTERNAL MEDICINE, 1999, 130 (12) :995-1004
[10]   Self-monitoring of glucose in type 2 diabetes mellitus: a Bayesian meta-analysis of direct and indirect comparisons [J].
Jansen, Jeroen P. .
CURRENT MEDICAL RESEARCH AND OPINION, 2006, 22 (04) :671-681