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Volumn 21, Issue 4, 2012, Pages 409-426

Performance of statistical methods for meta-analysis when true study effects are non-normally distributed: A simulation study

Author keywords

Biggestaff Tweedie; coverage; DerSimonian Laird; meta analysis; non normal; permutations; power; profile likelihood; Sidik Jonkman; simulation

Indexed keywords

ARTICLE; MAXIMUM LIKELIHOOD METHOD; MEASUREMENT ERROR; MEDICAL RESEARCH; META ANALYSIS (TOPIC); PROBABILITY; SAMPLE SIZE; SAMPLING ERROR; SIMULATION; STATISTICAL ANALYSIS; STATISTICAL DISTRIBUTION; VARIANCE;

EID: 84863975528     PISSN: 09622802     EISSN: 14770334     Source Type: Journal    
DOI: 10.1177/0962280210392008     Document Type: Article
Times cited : (194)

References (37)
  • 1
    • 0030711655 scopus 로고    scopus 로고
    • Meta-analysis. Potentials and promise
    • Egger M, Smith GD. Meta-analysis. Potentials and promise. BMJ. 1997 ; 315 (7119). 1371-1374 (Pubitemid 27499747)
    • (1997) British Medical Journal , vol.315 , Issue.7119 , pp. 1371-1374
    • Egger, M.1    Smith, G.D.2
  • 2
    • 0002100348 scopus 로고
    • Primary, secondary, and meta-analysis of research
    • Glass GV. Primary, secondary, and meta-analysis of research. Educ Res. 1976 ; 5 (10). 3-8
    • (1976) Educ Res , vol.5 , Issue.10 , pp. 3-8
    • Glass, G.V.1
  • 4
    • 0028152471 scopus 로고
    • Why sources of heterogeneity in meta-analysis should be investigated
    • Thompson SG. Why sources of heterogeneity in meta-analysis should be investigated. BMJ. 1994 ; 309 (6965). 1351-1355 (Pubitemid 24345976)
    • (1994) British Medical Journal , vol.309 , Issue.6965 , pp. 1351-1355
    • Thompson, S.G.1
  • 5
    • 0032580372 scopus 로고    scopus 로고
    • Detecting and describing heterogeneity in meta-analysis
    • DOI 10.1002/(SICI)1097-0258(19980430)17:8<841::AID-SIM781>3.0.CO;2- D
    • Hardy RJ, Thompson SG. Detecting and describing heterogeneity in meta-analysis. Stat Med. 1998 ; 17 (8). 841-856 (Pubitemid 28185164)
    • (1998) Statistics in Medicine , vol.17 , Issue.8 , pp. 841-856
    • Hardy, R.J.1    Thompson, S.G.2
  • 6
    • 0037098199 scopus 로고    scopus 로고
    • Quantifying heterogeneity in a meta-analysis
    • DOI 10.1002/sim.1186
    • Higgins JP, Thompson SG. Quantifying heterogeneity in a meta-analysis. Stat Med. 2002 ; 21 (11). 1539-1558 (Pubitemid 34746062)
    • (2002) Statistics in Medicine , vol.21 , Issue.11 , pp. 1539-1558
    • Higgins, J.P.T.1    Thompson, S.G.2
  • 7
    • 0344223296 scopus 로고    scopus 로고
    • Evaluation of old and new tests of heterogeneity in epidemiologic meta- analysis
    • Takkouche B, Cadarso-Suarez C, Spiegelman D. Evaluation of old and new tests of heterogeneity in epidemiologic meta-analysis. Am J Epidemiol. 1999 ; 150 (2). 206-215 (Pubitemid 29340156)
    • (1999) American Journal of Epidemiology , vol.150 , Issue.2 , pp. 206-215
    • Takkouche, B.1    Cadarso-Suarez, C.2    Spiegelman, D.3
  • 8
    • 0037098215 scopus 로고    scopus 로고
    • Investigating causes of heterogeneity in systematic reviews
    • DOI 10.1002/sim.1183
    • Glasziou PP, Sanders SL. Investigating causes of heterogeneity in systematic reviews. Stat Med. 2002 ; 21 (11). 1503-1511 (Pubitemid 34746059)
    • (2002) Statistics in Medicine , vol.21 , Issue.11 , pp. 1503-1511
    • Glasziou, P.P.1    Sanders, S.L.2
  • 10
    • 0035892613 scopus 로고    scopus 로고
    • Approaches to heterogeneity in meta-analysis
    • DOI 10.1002/sim.1091
    • Petitti DB. Approaches to heterogeneity in meta-analysis. Stat Med. 2001 ; 20 (23). 3625-3633 (Pubitemid 33114432)
    • (2001) Statistics in Medicine , vol.20 , Issue.23 , pp. 3625-3633
    • Petitti, D.B.1
  • 11
    • 0035970794 scopus 로고    scopus 로고
    • A comparison of statistical methods for meta-analysis
    • DOI 10.1002/sim.650
    • Brockwell SE, Gordon IR. A comparison of statistical methods for meta-analysis. Stat Med. 2001 ; 20 (6). 825-840 (Pubitemid 32249083)
    • (2001) Statistics in Medicine , vol.20 , Issue.6 , pp. 825-840
    • Brockwell, S.E.1    Gordon, I.R.2
  • 12
    • 0026051480 scopus 로고
    • Can meta-analyses be trusted?
    • Thompson SG, Pocock SJ. Can meta-analyses be trusted?. Lancet. 1991 ; 338 (8775). 1127-1130
    • (1991) Lancet , vol.338 , Issue.8775 , pp. 1127-1130
    • Thompson, S.G.1    Pocock, S.J.2
  • 13
    • 0022992740 scopus 로고
    • Meta-analysis in clinical trials
    • DOI 10.1016/0197-2456(86)90046-2
    • DerSimonian R, Laird N. Meta-analysis in clinical trials. Control Clin Trials. 1986 ; 7 (3). 177-188 (Pubitemid 17189972)
    • (1986) Controlled Clinical Trials , vol.7 , Issue.3 , pp. 177-188
    • DerSimonian, R.1    Laird, N.2
  • 14
    • 7944222428 scopus 로고    scopus 로고
    • Some general points in estimating heterogeneity variance with the DerSimonian-Laird estimator
    • Bohning D, Malzahn U, Dietz E, Schlattmann P, Viwatwongkasem C, Biggeri A. Some general points in estimating heterogeneity variance with the DerSimonian-Laird estimator. Biostatistics. 2002 ; 3 (4). 445-457
    • (2002) Biostatistics , vol.3 , Issue.4 , pp. 445-457
    • Bohning, D.1    Malzahn, U.2    Dietz, E.3    Schlattmann, P.4    Viwatwongkasem, C.5    Biggeri, A.6
  • 15
    • 0027765280 scopus 로고
    • Controversies in meta-analysis: The case of the trials of serum cholesterol reduction
    • Thompson SG. Controversies in meta-analysis: the case of the trials of serum cholesterol reduction. Stat Methods Med Res. 1993 ; 2 (2). 173-192
    • (1993) Stat Methods Med Res , vol.2 , Issue.2 , pp. 173-192
    • Thompson, S.G.1
  • 16
    • 58149368765 scopus 로고
    • The unicorn, the normal curve, and other improbable creatures
    • Micceri T. The unicorn, the normal curve, and other improbable creatures. Psychol Bull. 1989 ; 105 (1). 156-166
    • (1989) Psychol Bull , vol.105 , Issue.1 , pp. 156-166
    • Micceri, T.1
  • 17
    • 0032886748 scopus 로고    scopus 로고
    • Valid inference in random effects meta-analysis
    • Follmann DA, Proschan MA. Valid inference in random effects meta-analysis. Biometrics. 1999 ; 55 (3). 732-737 (Pubitemid 29427071)
    • (1999) Biometrics , vol.55 , Issue.3 , pp. 732-737
    • Follmann, D.A.1    Proschan, M.A.2
  • 18
    • 84936016001 scopus 로고
    • Nonparametric maximum likelihood estimation of a mixing distribution
    • Laird N. Nonparametric maximum likelihood estimation of a mixing distribution. J Am Stat Assoc. 1978 ; 73: 805-811
    • (1978) J Am Stat Assoc , vol.73 , pp. 805-811
    • Laird, N.1
  • 19
    • 0033619211 scopus 로고    scopus 로고
    • Meta-analysis by random effect modelling in generalized linear models
    • Aitkin M. Meta-analysis by random effect modelling in generalized linear models. Stat Med. 1999 ; 18 (17-18). 2343-2351 (Pubitemid 29423500)
    • (1999) Statistics in Medicine , vol.18 , Issue.17-18 , pp. 2343-2351
    • Aitkin, M.1
  • 20
    • 0037110527 scopus 로고    scopus 로고
    • A simple confidence interval for meta-analysis
    • DOI 10.1002/sim.1262
    • Sidik K, Jonkman JN. A simple confidence interval for meta-analysis. Stat Med. 2002 ; 21 (21). 3153-3159 (Pubitemid 35244005)
    • (2002) Statistics in Medicine , vol.21 , Issue.21 , pp. 3153-3159
    • Sidik, K.1    Jonkman, J.N.2
  • 21
    • 34047237099 scopus 로고    scopus 로고
    • A comparison of heterogeneity variance estimators in combining results of studies
    • DOI 10.1002/sim.2688
    • Sidik K, Jonkman JN. A comparison of heterogeneity variance estimators in combining results of studies. Stat Med. 2007 ; 26 (9). 1964-1981 (Pubitemid 46534087)
    • (2007) Statistics in Medicine , vol.26 , Issue.9 , pp. 1964-1981
    • Sidik, K.1    Jonkman, J.N.2
  • 22
    • 0030894843 scopus 로고    scopus 로고
    • Incorporating variability in estimates of heterogeneity in the random effects model in meta-analysis
    • DOI 10.1002/(SICI)1097-0258(19970415)16:7<753::AID-SIM494>3.0.CO;2- G
    • Biggerstaff BJ, Tweedie RL. Incorporating variability in estimates of heterogeneity in the random effects model in meta-analysis. Stat Med. 1997 ; 16 (7). 753-768 (Pubitemid 27165681)
    • (1997) Statistics in Medicine , vol.16 , Issue.7 , pp. 753-768
    • Biggerstaff, B.J.1    Tweedie, R.L.2
  • 23
    • 0033198316 scopus 로고    scopus 로고
    • Random-effects meta-analyses are not always conservative
    • Poole C, Greenland S. Random-effects meta-analyses are not always conservative. Am J Epidemiol. 1999 ; 150 (5). 469-475 (Pubitemid 29407230)
    • (1999) American Journal of Epidemiology , vol.150 , Issue.5 , pp. 469-475
    • Poole, C.1    Greenland, S.2
  • 24
    • 0001143165 scopus 로고
    • Problems arising in the analysis of a series of similar experiments
    • Cochran WG. Problems arising in the analysis of a series of similar experiments. J R Stat Soc. 1937 ; Suppl 4 (1). 102-118
    • (1937) J R Stat Soc , vol.4 , Issue.1 , pp. 102-118
    • Cochran, W.G.1
  • 25
    • 33845873917 scopus 로고    scopus 로고
    • A simulation study comparing properties of heterogeneity measures in meta-analyses
    • DOI 10.1002/sim.2692
    • Mittlbock M, Heinzl H. A simulation study comparing properties of heterogeneity measures in meta-analyses. Stat Med. 2006 ; 25 (24). 4321-4333 (Pubitemid 46023775)
    • (2006) Statistics in Medicine , vol.25 , Issue.24 , pp. 4321-4333
    • Mittlbock, M.1    Heinzl, H.2
  • 26
    • 0029874040 scopus 로고    scopus 로고
    • A likelihood approach to meta-analysis with random effects
    • DOI 10.1002/(SICI)1097-0258(19960330)15:6<619::AID-SIM188>3.0.CO;2- A
    • Hardy RJ, Thompson SG. A likelihood approach to meta-analysis with random effects. Stat Med. 1996 ; 15 (6). 619-629 (Pubitemid 26109009)
    • (1996) Statistics in Medicine , vol.15 , Issue.6 , pp. 619-629
    • Hardy, R.J.1    Thompson, S.G.2
  • 27
    • 0038516007 scopus 로고    scopus 로고
    • College Station, Texas, USA, StataCorp LP. Ref type: Computer Program
    • StataCorp LP. Stata Statistical software. [9.2]. 2005. College Station, Texas, USA, StataCorp LP. Ref type: Computer Program.
    • (2005) Stata Statistical software
    • StataCorp, L.P.1
  • 28
    • 84863899443 scopus 로고    scopus 로고
    • The MathWorks Inc. MATLAB. [7.6.0.324]. 2008. Natick, Massachusetts, USA
    • The MathWorks Inc. MATLAB. [7.6.0.324]. 2008. Natick, Massachusetts, USA, The MathWorks Inc. Ref type: Computer Program.
    • (2008) The MathWorks Inc. Ref type: Computer Program
  • 29
    • 0034662061 scopus 로고    scopus 로고
    • Heterogeneity and statistical significance in meta-analysis: An empirical study of 125 meta-analyses
    • DOI 10.1002/1097-0258(20000715)19:13<1707::AID-SIM491>3.0.CO;2-P
    • Engels EA, Schmid CH, Terrin N, Olkin I, Lau J. Heterogeneity and statistical significance in meta-analysis: an empirical study of 125 meta-analyses. Stat Med. 2000 ; 19 (13). 1707-1728 (Pubitemid 30436058)
    • (2000) Statistics in Medicine , vol.19 , Issue.13 , pp. 1707-1728
    • Engels, E.A.1    Schmid, C.H.2    Terrin, N.3    Olkin, I.4    Joseph, L.5
  • 31
    • 0001367966 scopus 로고
    • On simulating non-normal distributions
    • Tadikamalla PR. On simulating non-normal distributions. Psychometrika. 1980 ; 45 (2). 273-279
    • (1980) Psychometrika , vol.45 , Issue.2 , pp. 273-279
    • Tadikamalla, P.R.1
  • 32
    • 0036056570 scopus 로고    scopus 로고
    • Generating non-normal data for simulation of structural equation models using Mattson's method
    • Reinartz WJ, Echambadi R, Chin WW. Generating non-normal data for simulation of structural equation models using Mattson's method. Multivariate Behav Res. 2002 ; 37 (2). 227-244 (Pubitemid 36630365)
    • (2002) Multivariate Behavioral Research , vol.37 , Issue.2 , pp. 227-244
    • Reinartz, W.J.1    Echambadi, R.2    Chin, W.W.3
  • 33
    • 0035459399 scopus 로고    scopus 로고
    • The power of statistical tests in meta-analysis
    • Hedges LV. The power of statistical tests in meta-analysis. Psychol Methods. 2001 ; 6 (3). 203-217 (Pubitemid 33600378)
    • (2001) Psychological Methods , vol.6 , Issue.4 , pp. 203-217
    • Hedges, L.V.1    Pigott, T.D.2
  • 34
    • 0032344154 scopus 로고    scopus 로고
    • A comparison of fixed-effects and mixed (random-effects) models for meta-analysis tests of moderator variable effects
    • Overton RC. A comparison of fixed-effects and mixed (random-effects) models for meta-analysis tests of moderator variable effects. Psychol Methods. 1998 ; 3 (3). 354-379
    • (1998) Psychol Methods , vol.3 , Issue.3 , pp. 354-379
    • Overton, R.C.1
  • 35
    • 84863972273 scopus 로고    scopus 로고
    • The Cochrane Collaboration. [4.2.10]. 2007. Ref type: Computer Program
    • The Cochrane Collaboration. Review Manager for Windows. [4.2.10]. 2007. Ref type: Computer Program
    • (2007) Review Manager for Windows
  • 36
    • 77957653007 scopus 로고    scopus 로고
    • MetaEasy: A meta-analysis add-in for Microsoft Excel
    • Kontopantelis E, Reeves D. MetaEasy: a meta-analysis add-in for Microsoft Excel. J Stat Softw. 2009 ; 30 (7). 1-25
    • (2009) J Stat Softw , vol.30 , Issue.7 , pp. 1-25
    • Kontopantelis, E.1    Reeves, D.2
  • 37
    • 77957672873 scopus 로고    scopus 로고
    • Metaan: Random effects meta-analysis
    • Kontopantelis E, Reeves D. metaan: random effects meta-analysis. Stata J. 2010 ; 10 (3). 395-407
    • (2010) Stata J , vol.10 , Issue.3 , pp. 395-407
    • Kontopantelis, E.1    Reeves, D.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.