Bias due to selective inclusion and reporting of outcomes and analyses in systematic reviews of randomised trials of healthcare interventions.

BACKGROUND Systematic reviews may be compromised by selective inclusion and reporting of outcomes and analyses. Selective inclusion occurs when there are multiple effect estimates in a trial report that could be included in a particular meta-analysis (e.g. from multiple measurement scales and time points) and the choice of effect estimate to include in the meta-analysis is based on the results (e.g. statistical significance, magnitude or direction of effect). Selective reporting occurs when the reporting of a subset of outcomes and analyses in the systematic review is based on the results (e.g. a protocol-defined outcome is omitted from the published systematic review). OBJECTIVES To summarise the characteristics and synthesise the results of empirical studies that have investigated the prevalence of selective inclusion or reporting in systematic reviews of randomised controlled trials (RCTs), investigated the factors (e.g. statistical significance or direction of effect) associated with the prevalence and quantified the bias. SEARCH METHODS We searched the Cochrane Methodology Register (to July 2012), Ovid MEDLINE, Ovid EMBASE, Ovid PsycINFO and ISI Web of Science (each up to May 2013), and the US Agency for Healthcare Research and Quality (AHRQ) Effective Healthcare Program's Scientific Resource Center (SRC) Methods Library (to June 2013). We also searched the abstract books of the 2011 and 2012 Cochrane Colloquia and the article alerts for methodological work in research synthesis published from 2009 to 2011 and compiled in Research Synthesis Methods. SELECTION CRITERIA We included both published and unpublished empirical studies that investigated the prevalence and factors associated with selective inclusion or reporting, or both, in systematic reviews of RCTs of healthcare interventions. We included empirical studies assessing any type of selective inclusion or reporting, such as investigations of how frequently RCT outcome data is selectively included in systematic reviews based on the results, outcomes and analyses are discrepant between protocol and published review or non-significant outcomes are partially reported in the full text or summary within systematic reviews. DATA COLLECTION AND ANALYSIS Two review authors independently selected empirical studies for inclusion, extracted the data and performed a risk of bias assessment. A third review author resolved any disagreements about inclusion or exclusion of empirical studies, data extraction and risk of bias. We contacted authors of included studies for additional unpublished data. Primary outcomes included overall prevalence of selective inclusion or reporting, association between selective inclusion or reporting and the statistical significance of the effect estimate, and association between selective inclusion or reporting and the direction of the effect estimate. We combined prevalence estimates and risk ratios (RRs) using a random-effects meta-analysis model. MAIN RESULTS Seven studies met the inclusion criteria. No studies had investigated selective inclusion of results in systematic reviews, or discrepancies in outcomes and analyses between systematic review registry entries and published systematic reviews. Based on a meta-analysis of four studies (including 485 Cochrane Reviews), 38% (95% confidence interval (CI) 23% to 54%) of systematic reviews added, omitted, upgraded or downgraded at least one outcome between the protocol and published systematic review. The association between statistical significance and discrepant outcome reporting between protocol and published systematic review was uncertain. The meta-analytic estimate suggested an increased risk of adding or upgrading (i.e. changing a secondary outcome to primary) when the outcome was statistically significant, although the 95% CI included no association and a decreased risk as plausible estimates (RR 1.43, 95% CI 0.71 to 2.85; two studies, n = 552 meta-analyses). Also, the meta-analytic estimate suggested an increased risk of downgrading (i.e. changing a primary outcome to secondary) when the outcome was statistically significant, although the 95% CI included no association and a decreased risk as plausible estimates (RR 1.26, 95% CI 0.60 to 2.62; two studies, n = 484 meta-analyses). None of the included studies had investigated whether the association between statistical significance and adding, upgrading or downgrading of outcomes was modified by the type of comparison, direction of effect or type of outcome; or whether there is an association between direction of the effect estimate and discrepant outcome reporting.Several secondary outcomes were reported in the included studies. Two studies found that reasons for discrepant outcome reporting were infrequently reported in published systematic reviews (6% in one study and 22% in the other). One study (including 62 Cochrane Reviews) found that 32% (95% CI 21% to 45%) of systematic reviews did not report all primary outcomes in the abstract. Another study (including 64 Cochrane and 118 non-Cochrane reviews) found that statistically significant primary outcomes were more likely to be completely reported in the systematic review abstract than non-significant primary outcomes (RR 2.66, 95% CI 1.81 to 3.90). None of the studies included systematic reviews published after 2009 when reporting standards for systematic reviews (Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) Statement, and Methodological Expectations of Cochrane Intervention Reviews (MECIR)) were disseminated, so the results might not be generalisable to more recent systematic reviews. AUTHORS' CONCLUSIONS Discrepant outcome reporting between the protocol and published systematic review is fairly common, although the association between statistical significance and discrepant outcome reporting is uncertain. Complete reporting of outcomes in systematic review abstracts is associated with statistical significance of the results for those outcomes. Systematic review outcomes and analysis plans should be specified prior to seeing the results of included studies to minimise post-hoc decisions that may be based on the observed results. Modifications that occur once the review has commenced, along with their justification, should be clearly reported. Effect estimates and CIs should be reported for all systematic review outcomes regardless of the results. The lack of research on selective inclusion of results in systematic reviews needs to be addressed and studies that avoid the methodological weaknesses of existing research are also needed.

[1]  M. Vrabel Preferred Reporting Items for Systematic Reviews and Meta-Analyses. , 2015, Oncology nursing forum.

[2]  Adam R Hafdahl,et al.  Article Alerts: items from 2011, Part II , 2011, Research synthesis methods.

[3]  Douglas G. Altman,et al.  Evidence for the Selective Reporting of Analyses and Discrepancies in Clinical Trials: A Systematic Review of Cohort Studies of Clinical Trials , 2014, PLoS medicine.

[4]  C. Faggion,et al.  Assessment of the quality of reporting in abstracts of systematic reviews with meta-analyses in periodontology and implant dentistry. , 2014, Journal of periodontal research.

[5]  Thomas A Trikalinos,et al.  Simulation-Based Comparison of Methods for Meta-Analysis of Proportions and Rates , 2013 .

[6]  Gordon H Guyatt,et al.  Combining follow-up and change data is valid in meta-analyses of continuous outcomes: a meta-epidemiological study. , 2013, Journal of clinical epidemiology.

[7]  C. Gamble,et al.  Systematic Review of the Empirical Evidence of Study Publication Bias and Outcome Reporting Bias — An Updated Review , 2013, PloS one.

[8]  Linda C. Li,et al.  Survey of the Reporting Characteristics of Systematic Reviews in Rehabilitation , 2013, Physical Therapy.

[9]  M. Page,et al.  Many scenarios exist for selective inclusion and reporting of results in randomized trials and systematic reviews. , 2013, Journal of clinical epidemiology.

[10]  C. Gamble,et al.  Selective reporting of outcomes in randomised controlled trials in systematic reviews of cystic fibrosis , 2013, BMJ Open.

[11]  M. Page,et al.  An empirical investigation of the potential impact of selective inclusion of results in systematic reviews of interventions: study protocol , 2013, Systematic Reviews.

[12]  Sally Hopewell,et al.  PRISMA for Abstracts: Reporting Systematic Reviews in Journal and Conference Abstracts , 2013, PLoS medicine.

[13]  Laurie M. Anderson,et al.  Issues relating to selective reporting when including non‐randomized studies in systematic reviews on the effects of healthcare interventions , 2013, Research synthesis methods.

[14]  Elizabeth Gargon,et al.  Can a core outcome set improve the quality of systematic reviews? – a survey of the Co-ordinating Editors of Cochrane review groups , 2013, Trials.

[15]  D. Moher,et al.  PROSPERO at one year: an evaluation of its utility , 2013, Systematic Reviews.

[16]  D. Moher,et al.  An Evaluation of Epidemiological and Reporting Characteristics of Complementary and Alternative Medicine (CAM) Systematic Reviews (SRs) , 2013, PloS one.

[17]  S. Vedula,et al.  Differences in Reporting of Analyses in Internal Company Documents Versus Published Trial Reports: Comparisons in Industry-Sponsored Trials in Off-Label Uses of Gabapentin , 2013, PLoS medicine.

[18]  I. Swain,et al.  Assessment of the risk of bias in rehabilitation reviews , 2012, International journal of rehabilitation research. Internationale Zeitschrift fur Rehabilitationsforschung. Revue internationale de recherches de readaptation.

[19]  A. Hafdahl Article Alerts: Items from 2011, Part I , 2012, Research synthesis methods.

[20]  David Moher,et al.  Consolidated standards of reporting trials (CONSORT) and the completeness of reporting of randomised controlled trials (RCTs) published in medical journals. , 2012, The Cochrane database of systematic reviews.

[21]  Guo-qing Qi,et al.  Epidemiology, quality, and reporting characteristics of systematic reviews of acupuncture interventions published in Chinese journals. , 2012, Journal of alternative and complementary medicine.

[22]  P. Williamson,et al.  The COMET (Core Outcome Measures in Effectiveness Trials) Initiative: Its Role in Improving Cochrane Reviews. , 2012, The Cochrane database of systematic reviews.

[23]  David Moher,et al.  Establishing a new journal for systematic review products , 2012, Systematic Reviews.

[24]  David Moher,et al.  Why prospective registration of systematic reviews makes sense , 2012, Systematic Reviews.

[25]  H. Rothstein,et al.  Revealed or Concealed? Transparency of Procedures, Decisions, and Judgment Calls in Meta-Analyses , 2012 .

[26]  D. Altman,et al.  Driving up the Quality and Relevance of Research Through the Use of Agreed Core Outcomes , 2012, Journal of health services research & policy.

[27]  Adam R Hafdahl,et al.  Article Alerts: items from 2010, Part II , 2011, Research synthesis methods.

[28]  D. Moher,et al.  Establishing a Minimum Dataset for Prospective Registration of Systematic Reviews: An International Consultation , 2011, PloS one.

[29]  D. Altman,et al.  Reporting of effect direction and size in abstracts of systematic reviews. , 2011, JAMA.

[30]  D. Moher,et al.  Blinded versus unblinded assessments of risk of bias in studies included in a systematic review. , 2011, The Cochrane database of systematic reviews.

[31]  Julian P T Higgins,et al.  Multiplicity of data in trial reports and the reliability of meta-analyses: empirical study , 2011, BMJ : British Medical Journal.

[32]  A. Hafdahl Article alerts: items from 2010, part I , 2011, Research synthesis methods.

[33]  Douglas G Altman,et al.  Comparison of protocols and registry entries to published reports for randomised controlled trials. , 2011, The Cochrane database of systematic reviews.

[34]  David Moher,et al.  An international registry of systematic-review protocols , 2011, The Lancet.

[35]  D. Moher,et al.  Chapter 10: Addressing reporting biases , 2011 .

[36]  A. Oxman,et al.  Chapter 12: Interpreting results and drawing conclusions , 2011 .

[37]  Wolfgang Viechtbauer,et al.  Conducting Meta-Analyses in R with the metafor Package , 2010 .

[38]  D. Moher,et al.  A descriptive analysis of child-relevant systematic reviews in the Cochrane Database of Systematic Reviews , 2010, BMC pediatrics.

[39]  D. Altman,et al.  Bias Due to Changes in Specified Outcomes during the Systematic Review Process , 2010, PloS one.

[40]  L. Moja,et al.  Selective outcome reporting: telling and detecting true lies. The state of the science , 2010, Internal and emergency medicine.

[41]  Douglas G Altman,et al.  The impact of outcome reporting bias in randomised controlled trials on a cohort of systematic reviews , 2010, BMJ : British Medical Journal.

[42]  F. Song,et al.  Dissemination and publication of research findings: an updated review of related biases. , 2010, Health technology assessment.

[43]  Adam R Hafdahl,et al.  Article alerts: Introduction and items from 2009, part I , 2010, Research synthesis methods.

[44]  A. Hafdahl Article alerts: Items from 2009, Part II , 2010, Research synthesis methods.

[45]  Kay Dickersin,et al.  Outcome reporting in industry-sponsored trials of gabapentin for off-label use. , 2009, The New England journal of medicine.

[46]  Catherine Sherrington,et al.  Cochrane reviews used more rigorous methods than non-Cochrane reviews: survey of systematic reviews in physiotherapy. , 2009, Journal of clinical epidemiology.

[47]  J. Ioannidis,et al.  The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. , 2009, Journal of clinical epidemiology.

[48]  David Moher,et al.  Comparison of registered and published primary outcomes in randomized controlled trials. , 2009, JAMA.

[49]  A. Hrõbjartsson,et al.  Disagreements in meta-analyses using outcomes measured on continuous or rating scales: observer agreement study , 2009, BMJ : British Medical Journal.

[50]  D. Moher,et al.  Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement , 2009, BMJ.

[51]  Sally Hopewell,et al.  An international survey indicated that unpublished systematic reviews exist. , 2009, Journal of clinical epidemiology.

[52]  David Moher,et al.  Non-Cochrane vs. Cochrane reviews were twice as likely to have positive conclusion statements: cross-sectional study. , 2009, Journal of clinical epidemiology.

[53]  Michael A Kallen,et al.  Poor reporting of search strategy and conflict of interest in over 250 narrative and systematic reviews of two biologic agents in arthritis: a systematic review. , 2009, Journal of clinical epidemiology.

[54]  Douglas G Altman,et al.  Discrepancies in sample size calculations and data analyses reported in randomised trials: comparison of publications with protocols , 2008, BMJ : British Medical Journal.

[55]  D. Altman,et al.  Chapter 8: Assessing risk of bias in included studies , 2008 .

[56]  Douglas G. Altman,et al.  Chapter 9: Analysing Data and Undertaking Meta-Analyses , 2008 .

[57]  Kristian Thorlund,et al.  Attention should be given to multiplicity issues in systematic reviews. , 2008, Journal of clinical epidemiology.

[58]  J. Ioannidis,et al.  Systematic Review of the Empirical Evidence of Study Publication Bias and Outcome Reporting Bias , 2008, PloS one.

[59]  S. Derry,et al.  How useful are systematic reviews for informing palliative care practice? Survey of 25 Cochrane systematic reviews , 2008, BMC palliative care.

[60]  S. Evans,et al.  Selective reporting in clinical trials: analysis of trial protocols accepted by The Lancet , 2008, The Lancet.

[61]  Sally Hopewell,et al.  Reporting of adverse events in systematic reviews can be improved: survey results. , 2008, Journal of clinical epidemiology.

[62]  David Moher,et al.  Few systematic reviews exist documenting the extent of bias: a systematic review. , 2008, Journal of clinical epidemiology.

[63]  Mike Clarke,et al.  Standardising outcomes for clinical trials and systematic reviews , 2007, Trials.

[64]  M. Kilby,et al.  A review of the methodological features of systematic reviews in maternal medicine , 2007, BMC medicine.

[65]  David Moher,et al.  Epidemiology and Reporting Characteristics of Systematic Reviews , 2007, PLoS medicine.

[66]  David Moher,et al.  Development of AMSTAR: a measurement tool to assess the methodological quality of systematic reviews , 2007, BMC medical research methodology.

[67]  Peter C Gøtzsche,et al.  Cochrane reviews compared with industry supported meta-analyses and other meta-analyses of the same drugs: systematic review , 2006, BMJ : British Medical Journal.

[68]  Klaus Nordhausen,et al.  Reanalysis of systematic reviews: The case of invasive strategies for acute coronary syndromes , 2006, International Journal of Technology Assessment in Health Care.

[69]  T. Walley,et al.  Case study of the comparison of data from conference abstracts and full-text articles in health technology assessment of rapidly evolving technologies: Does it make a difference? , 2006, International Journal of Technology Assessment in Health Care.

[70]  Antti Malmivaara,et al.  Overview of systematic reviews on invasive treatment of stable coronary artery disease , 2006, International Journal of Technology Assessment in Health Care.

[71]  A Haycox,et al.  Comparison of conference abstracts and presentations with full-text articles in the health technology assessments of rapidly evolving technologies. , 2006, Health technology assessment.

[72]  P. Tugwell,et al.  Scope for improvement in the quality of reporting of systematic reviews. From the Cochrane Musculoskeletal Group. , 2006, The Journal of rheumatology.

[73]  A. Klovning,et al.  Can Cochrane Reviews in controversial areas be biased? A sensitivity analysis based on the protocol of a Systematic Cochrane Review on low-level laser therapy in osteoarthritis. , 2005, Photomedicine and laser surgery.

[74]  D. Altman,et al.  Outcome selection bias in meta-analysis , 2005, Statistical methods in medical research.

[75]  Anthony Delaney,et al.  A systematic evaluation of the quality of meta-analyses in the critical care literature , 2005, Critical care.

[76]  Tommy Stanley,et al.  Beyond Publication Bias , 2005 .

[77]  C. Gamble,et al.  Identification and impact of outcome selection bias in meta‐analysis , 2005, Statistics in medicine.

[78]  D. Altman,et al.  Identifying outcome reporting bias in randomised trials on PubMed: review of publications and survey of authors , 2005, BMJ : British Medical Journal.

[79]  Julian P. T. Higgins,et al.  HETEROGI: Stata module to quantify heterogeneity in a meta-analysis , 2005 .

[80]  D. Altman,et al.  Outcome reporting bias in randomized trials funded by the Canadian Institutes of Health Research , 2004, Canadian Medical Association Journal.

[81]  A. Hrõbjartsson,et al.  Empirical evidence for selective reporting of outcomes in randomized trials: comparison of protocols to published articles. , 2004, JAMA.

[82]  J. Bjordal A Quantitative Study of Bias in Systematic Reviews , 2003 .

[83]  S. Thompson,et al.  Quantifying heterogeneity in a meta‐analysis , 2002, Statistics in medicine.

[84]  Sally Hopewell,et al.  Publishing protocols of systematic reviews: comparing what was done to what was planned. , 2002, JAMA.

[85]  G. Antes,et al.  Review publication bias? Matched comparative study of Cochrane and journal meta-analyses , 2001 .

[86]  M. Dorgan,et al.  Evaluating the quality of systematic reviews in the emergency medicine literature. , 2001, Annals of emergency medicine.

[87]  S. Thacker,et al.  Characteristics of meta-analyses related to acceptance for publication in a medical journal. , 2001, Journal of clinical epidemiology.

[88]  A. Jadad,et al.  Examining the evidence in anesthesia literature: a critical appraisal of systematic reviews. , 2001 .

[89]  M. Bhandari,et al.  Meta-Analyses in Orthopaedic Surgery: A Systematic Review of Their Methodologies , 2001, The Journal of bone and joint surgery. American volume.

[90]  Alex J. Sutton,et al.  Publication and related biases: a review , 2000 .

[91]  D. Fishbain,et al.  What is the quality of the implemented meta-analytic procedures in chronic pain treatment meta-analyses? , 2000, The Clinical journal of pain.

[92]  P. Williamson,et al.  Bias in meta‐analysis due to outcome variable selection within studies , 2000 .

[93]  A J Sutton,et al.  Publication and related biases. , 2000, Health technology assessment.

[94]  Y. Lacasse,et al.  Overviews of respiratory rehabilitation in chronic obstructive pulmonary disease. , 1999, Monaldi archives for chest disease = Archivio Monaldi per le malattie del torace.

[95]  George Davey Smith,et al.  Meta-analysis of randomised controlled trials , 1997, The Lancet.

[96]  F. Song,et al.  Prophylactic removal of impacted third molars: an assessment of published reviews , 1997, British Dental Journal.

[97]  J. Pignon,et al.  Review article: critical review of meta‐analyses of randomized clinical trials in hepatogastroenterology , 1997, Alimentary pharmacology & therapeutics.

[98]  H S Sacks,et al.  Meta-analysis: an update. , 1996, The Mount Sinai journal of medicine, New York.

[99]  I. Tannock,et al.  False-positive results in clinical trials: multiple significance tests and the problem of unreported comparisons. , 1996, Journal of the National Cancer Institute.

[100]  L. Bouter,et al.  The relationship between methodological quality and conclusions in reviews of spinal manipulation. , 1995, JAMA.

[101]  D. Felson,et al.  Bias in meta-analytic research. , 1992, Journal of clinical epidemiology.

[102]  G. Guyatt,et al.  Validation of an index of the quality of review articles. , 1991, Journal of clinical epidemiology.

[103]  I Chalmers,et al.  Underreporting research is scientific misconduct. , 1990, JAMA.

[104]  K. Dickersin The existence of publication bias and risk factors for its occurrence. , 1990, JAMA.

[105]  C. Begg,et al.  Publication bias : a problem in interpreting medical data , 1988 .

[106]  T. Chalmers,et al.  Meta-analyses of randomized controlled trials. , 1987, The New England journal of medicine.

[107]  N. Laird,et al.  Meta-analysis in clinical trials. , 1986, Controlled clinical trials.

[108]  J. Tukey,et al.  Transformations Related to the Angular and the Square Root , 1950 .