Statistical Power, Sample Size, and Their Reporting in Randomized Controlled Trials
Abstract
OBJECTIVE: To describe the pattern over time in the level of statistical power and the reporting of sample size calculations in published randomized controlled trials (RCTs) with negative results. DESIGN: Our study was a descriptive survey. Power to detect 25% and 50% relative differences was calculated for the subset of trials with negative results in which a simple two-group parallel design was used. Criteria were developed both to classify trial results as positive or negative and to identify the primary outcomes. Power calculations were based on results from the primary outcomes reported in the trials. POPULATION: We reviewed all 383 RCTs published in JAMA, Lancet, and the New England Journal of Medicine in 1975, 1980, 1985, and 1990. RESULTS: Twenty-seven percent of the 383 RCTs (n = 102) were classified as having negative results. The number of published RCTs more than doubled from 1975 to 1990, with the proportion of trials with negative results remaining fairly stable. Of the simple two-group parallel design trials having negative results with dichotomous or continuous primary outcomes (n = 70), only 16% and 36% had sufficient statistical power (80%) to detect a 25% or 50% relative difference, respectively. These percentages did not consistently increase over time. Overall, only 32% of the trials with negative results reported sample size calculations, but the percentage doing so has improved over time from 0% in 1975 to 43% in 1990. Only 20 of the 102 reports made any statement related to the clinical significance of the observed differences. CONCLUSIONS: Most trials with negative results did not have large enough sample sizes to detect a 25% or a 50% relative difference. This result has not changed over time. Few trials discussed whether the observed differences were clinically important. There are important reasons to change this practice. The reporting of statistical power and sample size also needs to be improved.
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Considering limited resources and budget, sample size calculation and power analysis may require a trade-off between cost-effectiveness and power.
“For this reason, considering limited resources and budget, sample size calculation and power analysis may require a trade-off between cost-effectiveness and power [3,4].”
From Sample size determination and power analysis using the G*Power software (2021) · cites this paper as [3]
Many randomized trials with two parallel arms exhibit inadequate power for revealing differences.
“Many randomized trials with two parallel arms exhibit inadequate power for revealing differences [14]”
From Reporting of analyses from randomized controlled trials with multiple arms: a systematic review (2013) · cites this paper as [14]
Cites
Cohen, J. (1992) · Psychological Bulletin · doi:10.1037//0033-2909.112.1.155 · Cited by 8,771 · see citing works
Power and sample size calculations
Dupont, W. D., & Plummer, W. D. (1990) · Controlled Clinical Trials · doi:10.1016/0197-2456(90)90005-m · Cited by 2,112 · see citing works
Freiman, J. A., Chalmers, T. C., Smith, H., & Kuebler, R. R. (1978) · New England Journal of Medicine · doi:10.1056/nejm197809282991304 · Cited by 1,628 · see citing works
Rules of Evidence and Clinical Recommendations on the Use of Antithrombotic Agents
Sackett, D. L. (1989) · CHEST Journal · doi:10.1378/chest.95.2_supplement.2s · Cited by 1,369 · see citing works
Why do we need some large, simple randomized trials?
Yusuf, S., Collins, R., & Peto, R. (1984) · Statistics in Medicine · doi:10.1002/sim.4780030421 · Cited by 700 · see citing works
Statistical Problems in the Reporting of Clinical Trials
Pocock, S., Hughes, M. D., & Lee, R. J. (1987) · New England Journal of Medicine · doi:10.1056/nejm198708133170706 · Cited by 660 · see citing works
Statistics and ethics in medical research: III How large a sample?
Altman, D. G. (1980) · BMJ · doi:10.1136/bmj.281.6251.1336 · Cited by 581 · see citing works
More informative abstracts revisited.
Haynes, R. B., Mulrow, C. D., Huth, E. J., Altman, D. G., & Gardner, M. J. (1990) · Annals of Internal Medicine · doi:10.7326/0003-4819-113-1-69 · Cited by 526 · see citing works
Reporting on Methods in Clinical Trials
DerSimonian, R., Charette, L. J., McPeek, B., & Mosteller, F. C. (1982) · New England Journal of Medicine · doi:10.1056/nejm198206033062204 · Cited by 509 · see citing works
Randomisation and baseline comparisons in clinical trials
Altman, D. G., & Doré, C. J. (1990) · The Lancet · doi:10.1016/0140-6736(90)90014-v · Cited by 508 · see citing works
NIH clinical trials and publication bias.
Dickersin, K., & Min, Y. (1993) · PubMed · Cited by 293 · see citing works
Reporting standards and research strategies for controlled trials
Mosteller, F. C., Gilbert, J., & McPeek, B. (1980) · Controlled Clinical Trials · doi:10.1016/s0197-2456(80)80006-7 · Cited by 206 · see citing works
A quality assessment of randomized control trials of primary treatment of breast cancer.
Liberati, A., Himel, H. N., & Chalmers, T. C. (1986) · Journal of Clinical Oncology · doi:10.1200/jco.1986.4.6.942 · Cited by 195 · see citing works
GRANT, A. M. (1989) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/j.1471-0528.1989.tb02412.x · Cited by 36 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Moher, D., Hopewell, S., Schulz, K. F., Montori, V., Gotzsche, P. C., Devereaux, P. J., Elbourne, D., Egger, M., & Altman, D. G. (2010) · BMJ · doi:10.1136/bmj.c869 · Cited by 8,883 · see citing works
Self-citationThe Revised CONSORT Statement for Reporting Randomized Trials: Explanation and Elaboration
Altman, D. G., Schulz, K. F., Moher, D., Egger, M., Davidoff, F., Elbourne, D., Gøtzsche, P. C., Lang, T., & for the CONSORT Group (2001) · Annals of Internal Medicine · doi:10.7326/0003-4819-134-8-200104170-00012 · Cited by 3,835 · see citing works
Self-citationA manifesto for reproducible science
Munafò, M. R., Nosek, B. A., Bishop, D. V. M., Button, K. S., Chambers, C. D., Percie du Sert, N., Simonsohn, U., Wagenmakers, E.-J., Ware, J. J., & Ioannidis, J. P. A. (2017) · Nature Human Behaviour · doi:10.1038/s41562-016-0021 · Cited by 3,397 · see citing works
Improving the Quality of Reporting of Randomized Controlled Trials: The CONSORT Statement
Begg, C. (1996) · JAMA · doi:10.1001/jama.1996.03540080059030 · Cited by 3,127 · see citing works
Sample size determination and power analysis using the G*Power software
Kang, H. (2021) · Journal of Educational Evaluation for Health Professions · doi:10.3352/jeehp.2021.18.17 · Cited by 2,572 · see citing works
Piaggio, G., Elbourne, D. R., Pocock, S. J., Evans, S. J. W., Altman, D. G., & CONSORT Group, F. T. (2012) · JAMA · doi:10.1001/jama.2012.87802 · Cited by 2,428 · see citing works
Moher, D., Hopewell, S., Schulz, K. F., Montori, V., Gøtzsche, P. C., Devereaux, P. J., Elbourne, D., Egger, M., & Altman, D. G. (2012) · International Journal of Surgery · doi:10.1016/j.ijsu.2011.10.001 · Cited by 2,345 · see citing works
Self-citationMoher, D., Hopewell, S., Schulz, K. F., Montori, V., Gøtzsche, P. C., Devereaux, P. J., Elbourne, D., Egger, M., & Altman, D. G. (2010) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2010.03.004 · Cited by 1,858 · see citing works
Self-citationIncreasing value and reducing waste in research design, conduct, and analysis
Ioannidis, J. P. A., Greenland, S., Hlatky, M. A., Khoury, M. J., Macleod, M. R., Moher, D., Schulz, K. F., & Tibshirani, R. (2014) · The Lancet · doi:10.1016/s0140-6736(13)62227-8 · Cited by 1,597 · see citing works
Self-citationBias and causal associations in observational research
Grimes, D. A., & Schulz, K. F. (2002) · The Lancet · doi:10.1016/s0140-6736(02)07451-2 · Cited by 1,553 · see citing works
Sterne, J. A. C. (2001) · BMJ · doi:10.1136/bmj.322.7280.226 · Cited by 1,466 · see citing works
Reporting of Noninferiority and Equivalence Randomized Trials: An Extension of the CONSORT Statement
Piaggio, G., Elbourne, D. R., Altman, D. G., Pocock, S. J., Evans, S. J. W., & CONSORT Group, F. T. (2006) · JAMA · doi:10.1001/jama.295.10.1152 · Cited by 1,153 · see citing works
Sample size estimation and power analysis for clinical research studies
Suresh, K., & Chandrashekara, S. (2012) · Journal of Human Reproductive Sciences · doi:10.4103/0974-1208.97779 · Cited by 1,024 · see citing works
RetractedScales to Assess the Quality of Randomized Controlled Trials: A Systematic Review
Olivo, S. A., Macedo, L. G., Gadotti, I. C., Fuentes, J., Stanton, T., & Magee, D. J. (2008) · Physical Therapy · doi:10.2522/ptj.20070147 · Cited by 829 · see citing works
McAuley, L., Pham, B., Tugwell, P., & Moher, D. (2000) · The Lancet · doi:10.1016/s0140-6736(00)02786-0 · Cited by 812 · see citing works
Self-citationBirnie, K. A., Noel, M., Chambers, C. T., Uman, L. S., & Parker, J. A. (2018) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd005179.pub4 · Cited by 755 · see citing works
Bias in clinical intervention research.
Gluud, L. L. (2006) · American Journal of Epidemiology · doi:10.1093/aje/kwj069 · Cited by 636 · see citing works
Moher, D., Pham, B., Lawson, M., & Klassen, T. (2003) · Health Technology Assessment · doi:10.3310/hta7410 · Cited by 500 · see citing works
Self-citationUman, L. S., Chambers, C. T., McGrath, P. J., & Kisely, S. R. (2006) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd005179.pub2 · Cited by 472 · see citing works
Publication and related biases.
Song, Eastwood, Gilbody, Duley, & Sutton (2000) · Health Technology Assessment · doi:10.3310/hta4100 · Cited by 427 · see citing works
Publication Bias in Editorial Decision Making
Olson, C. M. (2002) · JAMA · doi:10.1001/jama.287.21.2825 · Cited by 395 · see citing works
Factors that limit the quality, number and progress of randomised controlled trials
Prescott, Counsell, Gillespie, Grant, Russell, Kiauka, Colthart, Ross, Shepherd, & Russell (1999) · Health Technology Assessment · doi:10.3310/hta3200 · Cited by 390 · see citing works
Multiplicity in randomised trials I: endpoints and treatments
Schulz, K. F., & Grimes, D. A. (2005) · The Lancet · doi:10.1016/s0140-6736(05)66461-6 · Cited by 366 · see citing works
Reporting of Multi-Arm Parallel-Group Randomized Trials: Extension of the CONSORT 2010 Statement
Juszczak, E., Altman, D. G., Hopewell, S., & Schulz, K. (2019) · JAMA · doi:10.1001/jama.2019.3087 · Cited by 324 · see citing works
A survey of the statistical power of research in behavioral ecology and animal behavior
Jennions, M. D. (2003) · Behavioral Ecology · doi:10.1093/beheco/14.3.438 · Cited by 278 · see citing works
When Null Hypothesis Significance Testing Is Unsuitable for Research: A Reassessment
Szucs, D., & Ioannidis, J. P. A. (2017) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2017.00390 · Cited by 298 · see citing works
Reporting of sample size calculation in randomised controlled trials: review
Charles, P., Giraudeau, B., Dechartres, A., Baron, G., & Ravaud, P. (2009) · BMJ · doi:10.1136/bmj.b1732 · Cited by 274 · see citing works
A randomized trial of aspirin on the risk of embolic events in patients with infective endocarditis
Chan, K.-L., Dumesnil, J. G., Cujec, B., Sanfilippo, A. J., Jue, J., Turek, M. A., Robinson, T. I., & Moher, D. (2003) · Journal of the American College of Cardiology · doi:10.1016/s0735-1097(03)00829-5 · Cited by 244 · see citing works
Self-citationMethodology of superiority vs. equivalence trials and non-inferiority trials
Christensen, E. (2007) · Journal of Hepatology · doi:10.1016/j.jhep.2007.02.015 · Cited by 205 · see citing works
Versluis, A., Verkuil, B., Spinhoven, P., van der Ploeg, M. M., & Brosschot, J. F. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5642 · Cited by 186 · see citing works
Chan, A.-W., Hrobjartsson, A., Jorgensen, K. J., Gotzsche, P. C., & Altman, D. G. (2008) · BMJ · doi:10.1136/bmj.a2299 · Cited by 202 · see citing works
Cognitive behaviour therapy for primary insomnia: Can we rest yet?
Harvey, A. G., & Tang, N. K. Y. (2003) · Sleep Medicine Reviews · doi:10.1053/smrv.2002.0266 · Cited by 158 · see citing works
Reproducible and replicable pain research: a critical review
Lee, H., Lamb, S. E., Bagg, M. K., Toomey, E., Cashin, A. G., & Moseley, G. L. (2018) · Pain · doi:10.1097/j.pain.0000000000001254 · Cited by 150 · see citing works
Rutledge, T., & Loh, C. (2004) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm2702_9 · Cited by 144 · see citing works
Underpowering in randomized trials reporting a sample size calculation
Vickers, A. J. (2003) · Journal of Clinical Epidemiology · doi:10.1016/s0895-4356(03)00141-0 · Cited by 102 · see citing works
Haag, G., Diener, H.-C., May, A., Meyer, C., Morck, H., Straube, A., Wessely, P., & Evers, S. (2011) · The Journal of Headache and Pain · doi:10.1007/s10194-010-0266-4 · Cited by 78 · see citing works
Bhandari, M., Lochner, H., & Tornetta, P. (2002) · Archives of Orthopaedic and Trauma Surgery · doi:10.1007/s004020100347 · Cited by 67 · see citing works
Samsa, G. P., & Matchar, D. B. (2001) · Stroke · doi:10.1161/01.str.32.3.669 · Cited by 51 · see citing works
Reporting of analyses from randomized controlled trials with multiple arms: a systematic review
Baron, G., Perrodeau, E., Boutron, I., & Ravaud, P. (2013) · BMC Medicine · doi:10.1186/1741-7015-11-84 · Cited by 39 · see citing works
Mathieu, S., Giraudeau, B., Soubrier, M., & Ravaud, P. (2012) · Joint Bone Spine · doi:10.1016/j.jbspin.2011.05.008 · Cited by 37 · see citing works
KRYSAN, D. J., & KEMPER, A. R. (2002) · The Pediatric Infectious Disease Journal · doi:10.1097/00006454-200208000-00011 · Cited by 27 · see citing works
Are claims of equivalency in digestive diseases trials supported by the evidence?☆
Tinmouth, J. M., Steele, L. S., Tomlinson, G., & Glazier, R. H. (2004) · Gastroenterology · doi:10.1053/j.gastro.2004.03.005 · Cited by 25 · see citing works
Liu, X., Zhang, X., Wen, S., Peng, L., Hong, Q., & Kang, D. (2015) · Journal of Evidence-Based Medicine · doi:10.1111/jebm.12173 · Cited by 22 · see citing works
- Authors
- Moher, D.
- Corresponding author
- Moher, David
- ORCID
- Moher, David
- Venue
- JAMA: The Journal of the American Medical Association
- Publisher
- American Medical Association (AMA)
- Published
- 1994-07-13
- Volume
- 272
- Issue
- 2
- Pages
- 122
- ISSN
- 0002-9955 (ISSN-L)
- 0098-7484
- OpenAlex
- W1963531169
- Cited by
- 608
- References
- 14
- Citations by year
- 2026: 11 · 2025: 7 · 2024: 16 · 2023: 19 · 2022: 20 · 2021: 13 · 2020: 25 · 2019: 21 · 2018: 24 · 2017: 16 · 2016: 19 · 2015: 24 · 2014: 25 · 2013: 26 · 2012: 22
- FWCI
- 18.06
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- JAMA (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Keywords
- statistical power, sample size determination, negative trial results, randomized controlled trials, reporting quality, clinical significance, primary outcomes
- MeSH terms
- Publishing, Quality Control, Randomized Controlled Trials as Topic
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