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Comparison of Evidence of Treatment Effects in Randomized and Nonrandomized Studies
Abstract
CONTEXT: There is substantial debate about whether the results of nonrandomized studies are consistent with the results of randomized controlled trials on the same topic. OBJECTIVES: To compare results of randomized and nonrandomized studies that evaluated medical interventions and to examine characteristics that may explain discrepancies between randomized and nonrandomized studies. DATA SOURCES: MEDLINE (1966-March 2000), the Cochrane Library (Issue 3, 2000), and major journals were searched. STUDY SELECTION: Forty-five diverse topics were identified for which both randomized trials (n = 240) and nonrandomized studies (n = 168) had been performed and had been considered in meta-analyses of binary outcomes. DATA EXTRACTION: Data on events per patient in each study arm and design and characteristics of each study considered in each meta-analysis were extracted and synthesized separately for randomized and nonrandomized studies. DATA SYNTHESIS: Very good correlation was observed between the summary odds ratios of randomized and nonrandomized studies (r = 0.75; P<.001); however, nonrandomized studies tended to show larger treatment effects (28 vs 11; P =.009). Between-study heterogeneity was frequent among randomized trials alone (23%) and very frequent among nonrandomized studies alone (41%). The summary results of the 2 types of designs differed beyond chance in 7 cases (16%). Discrepancies beyond chance were less common when only prospective studies were considered (8%). Occasional differences in sample size and timing of publication were also noted between discrepant randomized and nonrandomized studies. In 28 cases (62%), the natural logarithm of the odds ratio differed by at least 50%, and in 15 cases (33%), the odds ratio varied at least 2-fold between nonrandomized studies and randomized trials. CONCLUSIONS: Despite good correlation between randomized trials and nonrandomized studies-in particular, prospective studies-discrepancies beyond chance do occur and differences in estimated magnitude of treatment effect are very common.
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“The healthy subject effect is a particularly pernicious form of bias in which subjects with generally healthier lifestyles adopt a particular treatment in a nonrandomized study, resulting in unobserved confounding [268].”
From Personality and Longevity: Knowns, Unknowns, and Implications for Public Health and Personalized Medicine (2011) · cites this paper as [268]
Citations
Cites
Meta-analysis in clinical trials
DerSimonian, R., & Laird, N. (1986) · Controlled Clinical Trials · doi:10.1016/0197-2456(86)90046-2 · Cited by 39,552
Statistical Aspects of the Analysis of Data From Retrospective Studies of Disease
(1959) · JNCI: Journal of the National Cancer Institute · doi:10.1093/jnci/22.4.719 · Cited by 14,689
Hulley, S. (1998) · JAMA · doi:10.1001/jama.280.7.605 · Cited by 6,216
Schulz (1995) · doi:10.1001/jama.1995.03520290060030 · Cited by 5,634
(1994) · New England Journal of Medicine · doi:10.1056/nejm199404143301501 · Cited by 4,737
Randomized, Controlled Trials, Observational Studies, and the Hierarchy of Research Designs
Concato, J., Shah, N., & Horwitz, R. I. (2000) · New England Journal of Medicine · doi:10.1056/nejm200006223422507 · Cited by 3,563
Publication bias in clinical research
Easterbrook, P. J., Gopalan, R., Berlin, J. A., & Matthews, D. R. (1991) · The Lancet · doi:10.1016/0140-6736(91)90201-y · Cited by 3,109 · cited 1×
“Publication bias and a time lag for negative studies may also be operating, regardless of study design.(56,57) Quality is also important to consider, and in this regard, sometimes nonrandomized or randomized studies,(58) or both may have important quality defects.”
BackgroundClinical Trials: A Practical Approach.
Hill, I. D., & Pocock, S. (1984) · Biometrics · doi:10.2307/2531186 · Cited by 2,918
A comparison of observational studies and randomized, controlled trials.
Benson, K., & Hartz, A. J. (2000) · New England Journal of Medicine · doi:10.1056/nejm200006223422506 · Cited by 2,347
Efficacy of BCG Vaccine in the Prevention of Tuberculosis
Colditz, G. A. (1994) · JAMA · doi:10.1001/jama.1994.03510330076038 · Cited by 2,021
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Huitema, B. E. (2011) · Wiley series in probability and statistics · doi:10.1002/9781118067475.refs
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Gluud, L. L., & Rask-Madsen, J. (2010) · Pharmaceutical Sciences Encyclopedia · doi:10.1002/9780470571224.pse221
Goring, S., Levy, A., Carleton, B., Briggs, A., & Levy, R. D. (2009) · doi:10.1164/ajrccm-conference.2009.179.1_meetingabstracts.a4564
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Haukoos, J. S., & Sasson, C. (2016) · Annals of Internal Medicine · doi:10.7326/l16-5011
Merrill, D. G. (2003) · Regional Anesthesia & Pain Medicine · doi:10.1097/00115550-200311000-00014
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Self-citationAdditional file 5 of Methods for the inclusion of real-world evidence in network meta-analysis
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Additional file 2 of Methods for the inclusion of real-world evidence in network meta-analysis
Jenkins, D. A., Hussein, H., Martina, R., Dequen, P., Abrams, K. R., & Bujkiewicz, S. (2021) · Figshare · doi:10.6084/m9.figshare.16779577
Additional file 1 of Methods for the inclusion of real-world evidence in network meta-analysis
Jenkins, D. A., Hussein, H., Martina, R., Dequen, P., Abrams, K. R., & Bujkiewicz, S. (2021) · Figshare · doi:10.6084/m9.figshare.16779574
Additional file 3 of Methods for the inclusion of real-world evidence in network meta-analysis
Jenkins, D. A., Hussein, H., Martina, R., Dequen, P., Abrams, K. R., & Bujkiewicz, S. (2021) · Figshare · doi:10.6084/m9.figshare.16779580
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Self-citationYoun, S., Wong, S. A., Chrystoja, C. C., Tomlinson, G., Wijeysundera, H. C., Bell, C. M., Gagliardi, A. R., Baxter, N. N., Takata, J. L., Sandhu, L., et al. (2021) · Figshare · doi:10.6084/m9.figshare.14746350
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Self-citationCheurfa, C., Tsokani, S., Kontouli, K.-M., Boutron, I., & Chaimani, A. (2024) · Figshare · doi:10.6084/m9.figshare.26683831
Janiaud, P., Agarwal, A., Tzoulaki, I., Theodoratou, E., Tsilidis, K. K., Evangelou, E., & Ioannidis, J. P. A. (2021) · Figshare · doi:10.6084/m9.figshare.14913279
Self-citationJaniaud, P., Agarwal, A., Tzoulaki, I., Theodoratou, E., Tsilidis, K. K., Evangelou, E., & Ioannidis, J. P. A. (2021) · Figshare · doi:10.6084/m9.figshare.14913285
Self-citationAdditional file 4 of Methods for the inclusion of real-world evidence in network meta-analysis
Jenkins, D. A., Hussein, H., Martina, R., Dequen, P., Abrams, K. R., & Bujkiewicz, S. (2021) · Figshare · doi:10.6084/m9.figshare.16779583
Cheurfa, C., Tsokani, S., Kontouli, K.-M., Boutron, I., & Chaimani, A. (2024) · Figshare · doi:10.6084/m9.figshare.26683837
Janiaud, P., Agarwal, A., Tzoulaki, I., Theodoratou, E., Tsilidis, K. K., Evangelou, E., & Ioannidis, J. P. A. (2021) · Figshare · doi:10.6084/m9.figshare.14913267
Self-citationMontroy, J., Berjawi, R., Lalu, M. M., Podolsky, E., Peixoto, C., Sahin, L., Stintzi, A., Mack, D., & Fergusson, D. A. (2020) · Figshare · doi:10.6084/m9.figshare.13213208
Janiaud, P., Agarwal, A., Tzoulaki, I., Theodoratou, E., Tsilidis, K. K., Evangelou, E., & Ioannidis, J. P. A. (2021) · Figshare · doi:10.6084/m9.figshare.14913288
Self-citation
Metadata
- Authors
- Ioannidis, J. P. A.
- Affiliations
- Tufts Medical Center (US)
- Corresponding author
- Ioannidis, John P. A.
- Venue
- JAMA
- Publisher
- American Medical Association (AMA)
- Published
- 2001-08-15
- Volume
- 286
- Issue
- 7
- Pages
- 821
- ISSN
- 0002-9955 (ISSN-L)
- 0098-7484
- OpenAlex
- W2084917404
- Cited by
- 919
- References
- 50
- Citations by year
- 2026: 11 · 2025: 18 · 2024: 39 · 2023: 24 · 2022: 46 · 2021: 59 · 2020: 53 · 2019: 39 · 2018: 31 · 2017: 41 · 2016: 39 · 2015: 40 · 2014: 42 · 2013: 45 · 2012: 39
- FWCI
- 58.25
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- JAMA (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Keywords
- randomized controlled trials, non-randomized studies, observational studies, treatment effect estimates, odds ratio, study heterogeneity, prospective study, medical interventions, publication timing
- MeSH terms
- Clinical Trials as Topic, Data Interpretation, Statistical, Humans, Meta-Analysis as Topic, Randomized Controlled Trials as Topic, Evidence-Based Medicine
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