How to Perform a Systematic Review and Meta-analysis of Diagnostic Imaging Studies

被引:46
作者
Cronin, Paul [1 ]
Kelly, Aine Marie [1 ]
Altaee, Duaa [2 ]
Foerster, Bradley [1 ]
Petrou, Myria [1 ]
Dwamena, Ben A. [1 ,3 ]
机构
[1] Univ Michigan, Dept Radiol, B1 132G Taubman Ctr 5302,1500 East Med Ctr Dr, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Neurol, Ann Arbor, MI 48109 USA
[3] VA Ann Arbor Hlth Care Syst, Nucl Med Serv, Ann Arbor, MI USA
关键词
Diagnostic accuracy; evidence-based medicine; evidence-based radiology; heterogeneity; literature search; meta analysis; meta-regression; publication bias; receiver operating characteristic analysis; ROC analysis; sensitivity analyses; systematic review; subgroup analysis; threshold effect; PUBLICATION BIAS; DATA EXTRACTION; TEST ACCURACY; QUANTIFYING HETEROGENEITY; HEALTH-CARE; ERRORS; SPECIFICITY; SENSITIVITY; PREVALENCE; GUIDELINES;
D O I
10.1016/j.acra.2017.12.007
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
A systematic review is a comprehensive search, critical evaluation, and synthesis of all the relevant studies on a specific (clinical) topic that can be applied to the evaluation of diagnostic and screening imaging studies. It can be a qualitative or a quantitative (meta analysis) review of available literature. A meta-analysis uses statistical methods to combine and summarize the results of several studies. In this review, a 12-step approach to performing a systematic review (and meta-analysis) is outlined under the four domains: (1) Problem Formulation and Data Acquisition, (2) Quality Appraisal of Eligible Studies, (3) Statistical Analysis of Quantitative Data, and (4) Clinical Interpretation of the Evidence. This review is specifically geared toward the performance of a systematic review and meta-analysis of diagnostic test accuracy (imaging) studies.
引用
收藏
页码:573 / 593
页数:21
相关论文
共 54 条
[31]   Treatment of multiple test readers in diagnostic accuracy systematic reviews-meta-analyses of imaging studies [J].
McGrath, Trevor A. ;
McInnes, Matthew D. F. ;
Langer, Felipe W. ;
Hong, Jiho ;
Korevaar, Daniel A. ;
Bossuyt, Patrick M. M. .
EUROPEAN JOURNAL OF RADIOLOGY, 2017, 93 :59-64
[32]   Meta-Analyses of Diagnostic Accuracy in Imaging Journals: Analysis of Pooling Techniques and Their Effect on Summary Estimates of Diagnostic Accuracy [J].
McGrath, Trevor A. ;
McInnes, Matthew D. F. ;
Korevaar, Daniel A. ;
Bossuyt, Patrick M. M. .
RADIOLOGY, 2016, 281 (01) :78-85
[33]  
McInnes MDF, 2015, RADIOLOGY, V277, P413, DOI [10.1148/radiol.2015142986, 10.1148/radiol.2015154033]
[34]   A METAANALYTIC METHOD FOR SUMMARIZING DIAGNOSTIC-TEST PERFORMANCES - RECEIVER-OPERATING-CHARACTERISTIC SUMMARY POINT ESTIMATES [J].
MIDGETTE, AS ;
STUKEL, TA ;
LITTENBERG, B .
MEDICAL DECISION MAKING, 1993, 13 (03) :253-257
[35]   COMBINING INDEPENDENT STUDIES OF A DIAGNOSTIC-TEST INTO A SUMMARY ROC CURVE - DATA-ANALYTIC APPROACHES AND SOME ADDITIONAL CONSIDERATIONS [J].
MOSES, LE ;
SHAPIRO, D ;
LITTENBERG, B .
STATISTICS IN MEDICINE, 1993, 12 (14) :1293-1316
[36]   SYSTEMATIC REVIEWS - RATIONALE FOR SYSTEMATIC REVIEWS .1. [J].
MULROW, CD .
BRITISH MEDICAL JOURNAL, 1994, 309 (6954) :597-599
[37]   Comparison of two methods to detect publication bias in meta-analysis [J].
Peters, JL ;
Sutton, AJ ;
Jones, DR ;
Abrams, KR ;
Rushton, L .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2006, 295 (06) :676-680
[38]   Bivariate analysis of sensitivity and specificity produces informative summary measures in diagnostic reviews [J].
Reitsma, JB ;
Glas, AS ;
Rutjes, AWS ;
Scholten, RJPM ;
Bossuyt, PM ;
Zwinderman, AH .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2005, 58 (10) :982-990
[39]   An evaluation of bivariate random-effects meta-analysis for the joint synthesis of two correlated outcomes [J].
Riley, R. D. ;
Abrams, K. R. ;
Lambert, P. C. ;
Sutton, A. J. ;
Thompson, J. R. .
STATISTICS IN MEDICINE, 2007, 26 (01) :78-97
[40]   Bivariate random-effects meta-analysis and the estimation of between-study correlation [J].
Riley, Richard D. ;
Abrams, Keith R. ;
Sutton, Alexander J. ;
Lambert, Paul C. ;
Thompson, John R. .
BMC MEDICAL RESEARCH METHODOLOGY, 2007, 7