Design, Analysis, and Reporting of Crossover Trials for Inclusion in a Meta-Analysis
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OBJECTIVE: To evaluate the characteristics of the design, analysis, and reporting of crossover trials for inclusion in a meta-analysis of treatment for primary open-angle glaucoma and to provide empirical evidence to inform the development of tools to assess the validity of the results from crossover trials and reporting guidelines. METHODS: We searched MEDLINE, EMBASE, and Cochrane's CENTRAL register for randomized crossover trials for a systematic review and network meta-analysis we are conducting. Two individuals independently screened the search results for eligibility and abstracted data from each included report. RESULTS: We identified 83 crossover trials eligible for inclusion. Issues affecting the risk of bias in crossover trials, such as carryover, period effects and missing data, were often ignored. Some trials failed to accommodate the within-individual differences in the analysis. For a large proportion of the trials, the authors tabulated the results as if they arose from a parallel design. Precision estimates properly accounting for the paired nature of the design were often unavailable from the study reports; consequently, to include trial findings in a meta-analysis would require further manipulation and assumptions. CONCLUSIONS: The high proportion of poorly reported analyses and results has the potential to affect whether crossover data should or can be included in a meta-analysis. There is pressing need for reporting guidelines for crossover trials.
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Non-daily vs. daily statin dosing resulted in an odds ratio of 0.58 (95% CI 0.23-1.43) for incidence of muscle symptoms.
“Non-daily vs. daily statin dosing resulted in an OR of 0.58 (95% CI 0.23–1.43). [34,51,52].”
From Safety outcomes of statin vs non-statin lipid-lowering interventions in patients with prior statin-associated muscle symptoms: A systematic review and meta-analysis (2025) · cites this paper as [51]
The Results sections on reporting and meta-analysis inclusion discuss estimates from crossover trials, not statin dosing or muscle symptoms (page numbers unavailable). Searches for the stated odds ratio and for statin muscle symptoms found no passage supporting the claimed result. (LLM, conf=0.78)
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Cites
Meta-analyses involving cross-over trials: methodological issues
Elbourne, D. R., Altman, D. G., Higgins, J. P., Curtin, F., Worthington, H. V., & Vail, A. (2002) · International Journal of Epidemiology · doi:10.1093/ije/31.1.140 · Cited by 2,305 · see citing works
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Research works printed but not linked: 18
- [1]Senn S. Cross-over Trials in Clinical Research (2nd edition). Chichester (UK): John Wiley & Sons, 2002.
- [2]Piantadosi S. Chapter 20. Crossover designs Clinical trials: a methodologic perspective (2nd edition). Chichester (UK): John Wiley & Sons, 2005.
- [3]Wellek S, Blettner M. On the proper use of the crossover design in clinical trials: part 18 of a series on evaluation of scientific publications. Dtsch Arztebl Int. 2012; 109(15): 276– 81. 10.3238/arztebl.2012.0276 22567063 PMC3345345 · DOI
- [4]Feingold M, Gillespie BW. Cross-over trials with censored data. Stat Med. 1996; 15(10): 953– 67. 8783435
- [5]Vass C, Hirn C, Sycha T, Findl O, Sacu S, Bauer P, et al Medical interventions for primary open angle glaucoma and ocular hypertension. Cochrane Database of Systematic Reviews 2007, Issue 4 Art. No.: CD003167 10.1002/14651858.CD003167.pub3 17943780 PMC6768994 · DOI
- [6]Mills EJ, Chan AW, Wu P, Vail A, Guyatt GH, Altman DG. Design, analysis, and presentation of crossover trials. Trials. 2009; 10: 27 10.1186/1745-6215-10-27 19405975 PMC2683810 · DOI
- [8]Cleophas TJ, Tavenier P. Clinical trials in chronic diseases. J Clin Pharmacol. 1995; 35(6): 594– 8. 7665719
- [9]Freeman PR. The performance of the two-stage analysis of two-treatment, two-period crossover trials. Stat Med. 1989; 8(12): 1421– 32. 2616932
- [10]Jones B, Kenward MG. Modelling binary data from a three-period cross-over trial. Stat Med. 1987; 6(5): 555– 64. 3659665
- [11]Kenward MG, Jones B. The analysis of categorical data from cross-over trials using a latent variable model. Stat Med. 1991; 10(10): 1607– 19. 1947516
- [12]Becker MP, Balagtas CC. Marginal modeling of binary cross-over data. Biometrics. 1993; 49(4): 997– 1009. 8117910
- [13]Kenward MG, Jones B. The analysis of binary and categorical data from crossover trials. Stat Methods Med Res. 1994; 3(4): 325– 44. 7889226
- [14]Willan AR, Pater JL. Using baseline measurements in the two-period crossover clinical trial. Control Clin Trials. 1986; 7(4): 282– 9. 3802851
- [15]Schulz KF, Altman DG, Moher D, CONSORT Group. CONSORT 2010 statement: updated guidelines for reporting parallel group randomised trials. BMJ. 2010; 340: c332 10.1136/bmj.c332 20332509 PMC2844940 · DOI · Paper page
- [16]Higgins JPT, Green S (editors). Chapter 16.4 Cross-over trials Cochrane Handbook for Systematic Reviews of Interventions Version 5.1.0 [updated March 2011]. The Cochrane Collaboration, 2011 Available from www.cochrane-handbook.org.
- [17]Lathyris DN, Trikalinos TA, Ioannidis JP. Evidence from crossover trials: empirical evaluation and comparison against parallel arm trials. International Journal of Epidemiology. 2007; 36: 422– 30. 17301102
- [18]Konstas AG, Lake S, Economou AI, Kaltsos K, Jenkins JN, Stewart WC. 24-Hour control with a latanoprost-timolol fixed combination vs timolol alone. Arch Ophthalmol. 2006; 124(11): 1553– 7. 17102001
- [19]Harasymowycz P, Hutnik CM, Nicolela M, Stewart WC. Latanoprost versus timolol gel-forming solution once daily in primary open-angle glaucoma or ocular hypertension. Can J Ophthalmol. 2007; 42(1): 75– 81. 17361245
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CONSORT 2010 statement: extension to randomised crossover trials
Dwan, K., Li, T., Altman, D. G., & Elbourne, D. (2019) · BMJ · doi:10.1136/bmj.l4378 · Cited by 785 · see citing works
Self-citationRadd-Vagenas, S., Duffy, S. L., Naismith, S. L., Brew, B. J., Flood, V. M., & Fiatarone Singh, M. A. (2018) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/nqx070 · Cited by 176 · see citing works
Feehan, J., Mack, A., Tuck, C., Tchongue, J., Holt, D. Q., Sievert, W., Moore, G. T., de Courten, B., & Hodge, A. (2023) · Nutrients · doi:10.3390/nu15234870 · Cited by 47 · see citing works
Ouyang, J., Cai, Y., Song, Y., Gao, Z., Bai, R., & Wang, A. (2022) · Nutrients · doi:10.3390/nu14224933 · Cited by 36 · see citing works
Arnup, S. J., Forbes, A. B., Kahan, B. C., Morgan, K. E., & McKenzie, J. E. (2016) · Trials · doi:10.1186/s13063-016-1685-6 · Cited by 20 · see citing works
Oscar, G.-E., Irene, S., & Raul, M. (2023) · Scientific Reports · doi:10.1038/s41598-023-38446-6 · Cited by 2 · see citing works
Aebi, P. S., Villoz, F., Bührer, J., Lyko, C., Abolhassani, N., Del Giovane, C., Gencer, B., Rodondi, N., & Blum, M. R. (2025) · PLOS One · doi:10.1371/journal.pone.0338575
“[34,51,52].”
- Authors
- Li, T., Yu, T., Hawkins, B. S., & Dickersin, K.
- Affiliations
- Johns Hopkins University (US)
- Corresponding author
- Li, Tianjing
- Venue
- PLOS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2015-08-18
- Volume
- 10
- Issue
- 8
- Pages
- e0133023
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC4540315
- OpenAlex
- W1850821928
- Cited by
- 107
- References
- 1
- Citations by year
- 2026: 7 · 2025: 7 · 2024: 8 · 2023: 11 · 2022: 10 · 2021: 17 · 2020: 15 · 2019: 18 · 2018: 8 · 2017: 3 · 2016: 2 · 2015: 1
- FWCI
- 4.26
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Institutes of Health
- National Eye Institute (U01EY020522, RC1EY020140)
- Topics
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Health Sciences › Medicine › Ophthalmology › Glaucoma and retinal disorders
- Keywords
- crossover trial, primary open-angle glaucoma, network meta-analysis, trial reporting quality, reporting guidelines, residual effects, period effects, missing data, within-person variability, risk of bias
- MeSH terms
- Glaucoma, Open-Angle, Humans, Research Design, Meta-Analysis as Topic, Randomized Controlled Trials as Topic, Cross-Over Studies
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