Volume 25, Issue 13
Research Article

Four‐fold table cell frequencies imputation in meta analysis

Carlo Di Pietrantonj

Corresponding Author

E-mail address: carldipi@tin.it

Servizio Regionale di Epidemiologia ASL 20, Via Venezia 6, 15100 Alessandria, Italia

Cochrane Vaccines Field.

Servizio Regionale di Epidemiologia ASL 20, Via Venezia 6, 15100 Alessandria, ItaliaSearch for more papers by this author
First published: 18 July 2005
Citations: 35

Abstract

Meta analysis is a collection of quantitative methods devoted to combine summary information from related but independent studies. Because research reports usually present only data reductions and summary statistics rather than detailed data, the reviewer must often resort to rather crude methods for constructing summary effect estimate suitable for meta analysis pooling methods. When the studies involve a binary variable, both number of events and sample sizes are required to compute pooled estimate and its confidence interval. Sometimes, only summary statistics and related confidence intervals are provided in the publication. Although it is possible to estimate the standard error of each study's effect measure using the confidence interval from each study, this lack of detailed data compels the reviewers to use the inverse variance method to perform meta analysis, or to exclude the works with incomplete data. This paper shows three methods to reconstruct four‐fold tables when summary measures for binary data and related confidence intervals and sample sizes are provided. The methods are discussed through a wider application example to assess the reconstruction precision, and the impact of using reconstructed data on meta analysis results. These methods seem to yield a correct reconstruction if original measures are reported at least with two decimal places. Meta analysis results do not seem seriously affected by the use of reconstructed data. These methods allow the reviewer to use full meta analysis statistical tools, instead of the simple inverse variance method, and can greatly contribute to the completeness of systematic reviews. Copyright © 2005 John Wiley & Sons, Ltd.

Number of times cited according to CrossRef: 35

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  • Vaccines for measles, mumps, rubella, and varicella in children, Cochrane Database of Systematic Reviews, 10.1002/14651858.CD004407.pub4, (2020).
  • Beta-Blockade in Aneurysmal Subarachnoid Hemorrhage: a Systematic Review and Meta-Analysis, Neurocritical Care, 10.1007/s12028-020-00915-5, (2020).
  • How does parental history of atopic disease predict the risk of atopic dermatitis in a child? A systematic review and meta-analysis, Journal of Allergy and Clinical Immunology, 10.1016/j.jaci.2019.12.899, (2019).
  • Ten simple rules for carrying out and writing meta-analyses, PLOS Computational Biology, 10.1371/journal.pcbi.1006922, 15, 5, (e1006922), (2019).
  • The contribution of bullying victimisation to the burden of anxiety and depressive disorders in Australia, Epidemiology and Psychiatric Sciences, 10.1017/S2045796019000489, (1-23), (2019).
  • Association of atopic dermatitis with depression, anxiety, and suicidal ideation in children and adults: A systematic review and meta-analysis, Journal of the American Academy of Dermatology, 10.1016/j.jaad.2018.03.017, 79, 3, (448-456.e30), (2018).
  • A simulations approach for meta-analysis of genetic association studies based on additive genetic model, Meta Gene, 10.1016/j.mgene.2018.02.004, 16, (143-164), (2018).
  • Methods for evidence synthesis in the case of very few studies, Research Synthesis Methods, 10.1002/jrsm.1297, 9, 3, (382-392), (2018).
  • Atopic dermatitis and alcohol use – a meta‐analysis and systematic review, Journal of the European Academy of Dermatology and Venereology, 10.1111/jdv.14814, 32, 8, (1238-1245), (2018).
  • Risk of hip fracture following stroke, a meta-analysis of 13 cohort studies, Osteoporosis International, 10.1007/s00198-016-3603-x, 27, 9, (2673-2679), (2016).
  • Is there a bi-directional relationship between depression and obesity among adult men and women? Systematic review and bias-adjusted meta analysis, Asian Journal of Psychiatry, 10.1016/j.ajp.2015.12.008, 21, (51-66), (2016).
  • Association of atopic dermatitis with smoking: A systematic review and meta-analysis, Journal of the American Academy of Dermatology, 10.1016/j.jaad.2016.07.017, 75, 6, (1119-1125.e1), (2016).
  • Prospective Associations between Depression and Obesity for Adolescent Males and Females- A Systematic Review and Meta-Analysis of Longitudinal Studies, PLOS ONE, 10.1371/journal.pone.0157240, 11, 6, (e0157240), (2016).
  • A systematic review of vigorous physical activity in eczema, British Journal of Dermatology, 10.1111/bjd.14179, 174, 3, (660-662), (2015).
  • Burden attributable to child maltreatment in Australia, Child Abuse & Neglect, 10.1016/j.chiabu.2015.05.006, 48, (208-220), (2015).
  • Association of atopic dermatitis with being overweight and obese: A systematic review and metaanalysis, Journal of the American Academy of Dermatology, 10.1016/j.jaad.2014.12.013, 72, 4, (606-616.e4), (2015).
  • Caesarean delivery and the risk of offspring overweight and obesity over the life course: a systematic review and bias‐adjusted meta‐analysis, Clinical Obesity, 10.1111/cob.12114, 5, 6, (293-301), (2015).
  • Incidence and Risk of Depression Associated with Diabetes in Adults: Evidence from Longitudinal Studies, Community Mental Health Journal, 10.1007/s10597-014-9744-5, 51, 2, (204-210), (2014).
  • Maternal Alcohol Consumption during Pregnancy and the Risk of Orofacial Clefts in Infants: a Systematic Review and Meta‐Analysis, Paediatric and Perinatal Epidemiology, 10.1111/ppe.12131, 28, 4, (322-332), (2014).
  • Comparison of Treatment Effect Estimates From Prospective Nonrandomized Studies With Propensity Score Analysis and Randomized Controlled Trials of Surgical Procedures, Annals of Surgery, 10.1097/SLA.0000000000000256, 259, 1, (18-25), (2014).
  • The global prevalence of common mental disorders: a systematic review and meta-analysis 1980–2013, International Journal of Epidemiology, 10.1093/ije/dyu038, 43, 2, (476-493), (2014).
  • Incidence and risk of diabetes mellitus associated with depressive symptoms in adults: Evidence from longitudinal studies, Diabetes & Metabolic Syndrome: Clinical Research & Reviews, 10.1016/j.dsx.2014.04.023, 8, 2, (82-87), (2014).
  • Baseline prevalence of antimicrobial resistance and subsequent infection following prostate biopsy using empirical or altered prophylaxis: A bias-adjusted meta-analysis, International Journal of Antimicrobial Agents, 10.1016/j.ijantimicag.2014.01.008, 43, 4, (301-309), (2014).
  • Gestational weight gain in relation to offspring obesity over the life course: a systematic review and bias‐adjusted meta‐analysis, Obesity Reviews, 10.1111/obr.12132, 15, 4, (338-347), (2013).
  • Likelihood ratios, sensitivity, and specificity values can be back-calculated when the odds ratios are known, Journal of Clinical Epidemiology, 10.1016/j.jclinepi.2012.07.014, 66, 4, (458-460), (2013).
  • Population impact of depression either as a risk factor or consequence of type 2 diabetes in adults: A meta-analysis of longitudinal studies, Asian Journal of Psychiatry, 10.1016/j.ajp.2013.09.008, 6, 6, (460-472), (2013).
  • Reconstructing 2 x 2 contingency tables from odds ratios using the Di Pietrantonj method: difficulties, constraints and impact in meta‐analysis results, Research Synthesis Methods, 10.1002/jrsm.1061, 4, 1, (78-94), (2012).
  • Risk factors for healthcare-associated urinary tract infection and their applications in surveillance using hospital administrative data: a systematic review, Journal of Hospital Infection, 10.1016/j.jhin.2012.05.004, 82, 4, (219-226), (2012).
  • On the covariance of two correlated log‐odds ratios, Statistics in Medicine, 10.1002/sim.4474, 31, 14, (1418-1431), (2012).
  • Treatments effects from randomized trials and propensity score analyses were similar in similar populations in an example from cardiac surgery, Journal of Clinical Epidemiology, 10.1016/j.jclinepi.2011.01.005, 64, 10, (1076-1084), (2011).
  • Calculating unreported confidence intervals for paired data, BMC Medical Research Methodology, 10.1186/1471-2288-11-66, 11, 1, (2011).
  • Impacts of grazing on lowland heathland in north-west Europe, Biological Conservation, 10.1016/j.biocon.2008.10.018, 142, 5, (935-947), (2009).
  • The Effects of Imputing the Missing Standard Deviations on the Standard Error of Meta Analysis Estimates, Communications in Statistics - Simulation and Computation, 10.1080/03610910802556106, 38, 3, (513-526), (2009).
  • Recent developments in meta‐analysis, Statistics in Medicine, 10.1002/sim.2934, 27, 5, (625-650), (2007).

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