Systematic reviews and meta-analyses of diagnostic test accuracy
- PMID: 24274632
- DOI: 10.1111/1469-0691.12474
Systematic reviews and meta-analyses of diagnostic test accuracy
Abstract
Systematic reviews of diagnostic test accuracy summarize the accuracy, e.g. the sensitivity and specificity, of diagnostic tests in a systematic and transparent way. The aim of such a review is to investigate whether a test is sufficiently specific or sensitive to fit its role in practice, to compare the accuracy of two or more diagnostic tests, or to investigate where existing variation in results comes from. The search strategy should be broad and preferably fully reported, to enable readers to assess the completeness of it. Included studies usually have a cross-sectional design in which the tests of interest, ideally both the index test and its comparator, are evaluated against the reference standard. They should be a reflection of the situation that the review question refers to. The quality of included studies is assessed with the Quality Assessment of Diagnostic Accuracy Studies-2 checklist, containing items such as a consecutive and all-inclusive patient selection process, blinding of index test and reference standard assessment, a valid reference standard, and complete verification of all included participants. Studies recruiting cases separately from (healthy) controls are regarded as bearing a high risk of bias. For meta-analysis, the bivariate model or the hierarchical summary receiver operating characteristic model is used. These models take into account potential threshold effects and the correlation between sensitivity and specificity. They also allow addition of covariates for investigatation of potential sources of heterogeneity. Finally, the results from the meta-analyses should be explained and interpreted for the reader, to be well understood.
Keywords: diagnosis; diagnostic test accuracy; evidence-based medicine; meta-analyses; sensitivity and specificity; systematic reviews.
© 2013 The Author Clinical Microbiology and Infection © 2013 European Society of Clinical Microbiology and Infectious Diseases.
Similar articles
-
A methodological review of how heterogeneity has been examined in systematic reviews of diagnostic test accuracy.Health Technol Assess. 2005 Mar;9(12):1-113, iii. doi: 10.3310/hta9120. Health Technol Assess. 2005. PMID: 15774235 Review.
-
Bayesian meta-analysis of diagnostic tests allowing for imperfect reference standards.Stat Med. 2013 Dec 30;32(30):5398-413. doi: 10.1002/sim.5959. Epub 2013 Sep 4. Stat Med. 2013. PMID: 24003003 Review.
-
Exploring sources of heterogeneity in systematic reviews of diagnostic tests.Stat Med. 2002 Jun 15;21(11):1525-37. doi: 10.1002/sim.1185. Stat Med. 2002. PMID: 12111918
-
An overview of meta-analyses of diagnostic tests in infectious diseases.Infect Dis Clin North Am. 2009 Jun;23(2):225-67, Table of Contents. doi: 10.1016/j.idc.2009.01.010. Infect Dis Clin North Am. 2009. PMID: 19393907
-
Statistical methods for the meta-analysis of diagnostic tests must take into account the use of surrogate standards.J Clin Epidemiol. 2013 May;66(5):566-574.e1. doi: 10.1016/j.jclinepi.2012.12.008. Epub 2013 Mar 1. J Clin Epidemiol. 2013. PMID: 23466018
Cited by
-
Effect of psychological nursing intervention on the quality of life of breast cancer patients based on meta-analysis.Gland Surg. 2022 Aug;11(8):1437-1438. doi: 10.21037/gs-2022-04. Gland Surg. 2022. PMID: 36082088 Free PMC article. No abstract available.
-
Sensitivity and specificity of meningeal signs in patients with meningitis.J Gen Fam Med. 2019 Jul 15;20(5):193-198. doi: 10.1002/jgf2.268. eCollection 2019 Sep. J Gen Fam Med. 2019. PMID: 31516806 Free PMC article.
-
Predictive value of FSH, testicular volume, and histopathological findings for the sperm retrieval rate of microdissection TESE in nonobstructive azoospermia: a meta-analysis.Asian J Androl. 2018 Jan-Feb;20(1):30-36. doi: 10.4103/aja.aja_5_17. Asian J Androl. 2018. PMID: 28361811 Free PMC article.
-
Transcranial Doppler sonography for detecting stenosis or occlusion of intracranial arteries in people with acute ischaemic stroke.Cochrane Database Syst Rev. 2020 Feb 19;2(2):CD010722. doi: 10.1002/14651858.CD010722.pub2. Cochrane Database Syst Rev. 2020. PMID: 32072609 Free PMC article.
-
Diagnostic accuracy of Xpert MTB/RIF for tuberculosis detection in different regions with different endemic burden: A systematic review and meta-analysis.PLoS One. 2017 Jul 14;12(7):e0180725. doi: 10.1371/journal.pone.0180725. eCollection 2017. PLoS One. 2017. PMID: 28708844 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical