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Intention-to-Treat Analysis: Implications for Quantitative and Qualitative Research
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Newell D J (Department of Medical Statistics, University of Newcastle upon Tyne, UK). Intention-to-treat analysis: implications for quantitative and qualitative research. International Journal of Epidemiology 1992, 21: 837–841 Intention-to-treat analysis is an important aspect of randomized controlled trials of health care interventions. The concept is now widely accepted in theory, but not always implemented in practice. Failure to analyse by intention-to-treat can give misleading and indeed life-threatening interpretations. In some studies, a case is put for estimating the effect that would have been observed if all patients had received the allocated treatment. Situations where this is valid are rare, but an example is given of such an exceptional study. The relevance of the intention-to-treat concept is not always taken into account in qualitative research. Interviews with new mothers who delivered their babies at home in a hypothetical controlled trial of home versus hospital confinement would provide fascinating accounts of the pleasures of successful delivery at home. But by definition the interviews would exclude the hazard and drama of necessary transfers to hospital due to complications in late pregnancy and early labour. The intention-to-treat approach would avoid this bias.
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“All enrolled participants who completed the baseline assessment were included in the intention-to-treat analysis [31].”
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“Dealing with missing data We performed an intention-to-treat analysis whenever possible (Newell 1992).”
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“Consequently, the ITT analysis is generally designated as ‘once randomized, always analysed’ (7, 8), and therefore, disobeys non-compliance protocol alterations, withdrawals, and anything that may occur after randomization (9, 10).”
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“Patients who were lost to follow-up and for whom treatment adherence was, therefore, unknown were analyzed as part of the long-term adherence group, following the intention-totreat principle.(28) Additionally, short-term versus long-term adherence was noted for both patients who after initial consultation here at Pine…”
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“Crossover patients can be analyzed using several methods, including ‘‘intent to treat,’’ ‘‘as treated,’’ and ‘‘per protocol’’ [29,30].”
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“In this study we define ITT analysis to include all participants randomized into a trial and its analysis regardless if treatment or the intervention was administered, if patients satisfied the entry criteria, if patients withdrew from the study, or if there were deviations from the protocol [8,39-41].”
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“Dealing with missing data We performed an intention-to-treat analysis whenever possible (Newell 1992); otherwise, we used the data available to us.”
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“Intention-to-treat (ITT) is an analytic approach where all randomized participants are included in analyses and in their originally assigned condition, regardless of adherence or protocol deviation [1–5].”
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“Only one study [17] reported that intention-to-treat (ITT) analysis [29] was undertaken.”
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Quality of Reporting Randomized Controlled Trials in Cancer Nursing Research
Guo, J.-W., Sward, K., Beck, S., & Staggers, N. (2014) · Nursing Research · doi:10.1097/nnr.0000000000000007 · Cited by 11
“…analysis, whereby all participants randomly assigned to a treatment are used in analysis of effects regardless of whether they were complete or noncompliant to the study protocol, helps to avoid overestimation of intervention effectiveness (Gupta, 2011; Montori & Guyatt, 2001; Newell, 1992).”
MethodA Multicenter Cluster Randomized Controlled Trial of Strategies to Improve Thyroid Function Testing
Daucourt, V., Saillour-Glenisson, F., Michel, P., Jutand, M.-A., & Abouelfath, A. (2003) · Medical Care · doi:10.1097/01.mlr.0000053216.33277.a4 · Cited by 20
T., Dillner, A., Franke, A., & Resch, K. (2001) · Complementary Therapies in Medicine · doi:10.1054/ctim.2001.0434 · Cited by 18
Cervicogenic Headache: Locus of Control and Success of Treatment
Stanton, W. R., & Jull, G. A. (2003) · Headache The Journal of Head and Face Pain · doi:10.1046/j.1526-4610.2003.03187.x · Cited by 18
Outpatient versus inpatient treatment for acute pulmonary embolism
Yoo, H. H. B., Nogueira, V. D. S. N., Bôas, P. J. F. V., & Broderick, C. A. (2019) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd010019.pub3 · Cited by 18
“Newell 1992 Newell DJ. Intention-to-treat analysis: implications for quantitative and qualitative research.”
Aschbacher, K., Rivera, L. M., Hornstein, S., Nelson, B. W., Forman‐Hoffman, V. L., & Peiper, N. C. (2023) · Psychosomatic Medicine · doi:10.1097/psy.0000000000001230 · Cited by 19
“than performing listwise deletion and conducting completer-only analyses, which can introduce selectivity biases and yield biased effects (55).”
BackgroundWellner, U. F., Brett, S. I., Bruckner, T. M., Limprecht, R., Rossion, I., Seiler, C. M., Sick, O., Wegener, I., Hopt, U. T., Keck, T., et al. (2012) · Trials · doi:10.1186/1745-6215-13-45 · Cited by 17
“The analysis will be performed according to the standard (non-modified) intention to treat principle [26,27].”
MethodSadatsafavi, M., Fitzgerald, M., Marra, C., & Lynd, L. (2013) · Chest · doi:10.1378/chest.12-2773 · Cited by 16
Early versus delayed laparoscopic cholecystectomy for biliary colic
Gurusamy, K. S., Samraj, K., & Davidson, B. R. (2008) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd007196 · Cited by 17
Gurusamy, K. S., Sharma, D., & Davidson, B. R. (2008) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd007118 · Cited by 17
Antiviral therapy for recurrent liver graft infection with hepatitis C virus
Gurusamy, K. S., Osmani, B., Xirouchakis, E., Burroughs, A. K., & Davidson, B. R. (2009) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd006803.pub2 · Cited by 17
Early versus delayed post-operative bathing or showering to prevent wound complications
Toon, C. D., Sinha, S., Davidson, B. R., & Gurusamy, K. S. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd010075.pub2 · Cited by 17
Gurusamy, K. S., Vaughan, J., Toon, C. D., & Davidson, B. R. (2014) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd008261.pub2 · Cited by 51
Kang, C., Seong, S., Song, J. S., & Shin, Y. (2021) · Materials · doi:10.3390/ma14020305 · Cited by 16
“This helped to avoid overoptimistic estimates of efficacy of the intervention by ignoring non-compliance, protocol deviations, withdrawal, and/or any unfavorable event occurring after randomization in clinical practice [38].”
Pfefferbaum, B. J., Newman, E., Nelson, S. D., Liles, B. D., Tett, R. P., Varma, V., & Nitiéma, P. (2013) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2013.08.014 · Cited by 16
“Studies were coded according to whether the authors performed an intent-to-treat analysis (whether all participants assigned to a treatment arm, including those who did not complete the trial, were included in the analysis) [16,17].”
BackgroundMethodThe influence of psychosocial difficulties on women's attrition in an HIV/STD prevention program
Beadnell, B. A., Baker, S. A., Knox, K., Stielstra, S., Morrison, D. M., Degooyer, E., Wickizer, L., Doyle, A., & Oxford, M. L. (2003) · AIDS Care · doi:10.1080/09540120310001618658 · Cited by 16
Yeh, C. H., Li, C., Glick, R. M., Schlenk, E. A., Albers, K. M., Suen, L. K. P., Lukkahatai, N., Salen, N., Pandiri, S., Ma, W., et al. (2020) · Trials · doi:10.1186/s13063-019-4016-x · Cited by 13
Does Exercise Improve Cognitive Performance? A Conservative Message from Lord's Paradox
Liu, S., Lebeau, J.-C., & Tenenbaum, G. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01092 · Cited by 14
Plotnikoff, R. C., Courneya, K. S., Sigal, R. J., Johnson, J. A., Birkett, N., Lau, D., Raine, K. D., Johnson, S. T., & Karunamuni, N. D. (2010) · Trials · doi:10.1186/1745-6215-11-4 · Cited by 15
“Physical activity data, clinical data, and HRQL measures will be analyzed using Linear-mixed model (LMM) analyses employing intention-to-treat principles [40] using the Statistical Program for Social Sciences (SPSS) 16.”
MethodHighfield, L. D., Hartman, M. A., Bartholomew, L. K., Balihe, P., & Ausborn, V. A. (2015) · BioMed Research International · doi:10.1155/2015/240240 · Cited by 15
“Study results will test the hypothesis in which the effectiveness of the original EBI will be retained after adaptation and provide lessons learned for future intervention implementation in the real-world setting of mammography screening.”
BackgroundReviewing the reviewers: the quality of reporting in three secondary journals.
Devereaux, P. J., Manns, B., Ghali, W. A., Quan, H., & Guyatt, G. H. (2001) · Europe PMC (PubMed Central) · Cited by 15
Metadata
- Authors
- NEWELL, D. J.
- Affiliations
- Newcastle University (GB)
- Corresponding author
- NEWELL, DAVID J
- ORCID
- NEWELL, DAVID J
- Venue
- International Journal of Epidemiology
- Publisher
- Oxford University Press (OUP)
- Published
- 1992
- Volume
- 21
- Issue
- 5
- Pages
- 837-841
- ISSN
- 0300-5771 (ISSN-L)
- 1464-3685
- OpenAlex
- W2106051200
- Cited by
- 715
- References
- 6
- Citations by year
- 2026: 4 · 2025: 15 · 2024: 24 · 2023: 22 · 2022: 21 · 2021: 16 · 2020: 16 · 2019: 16 · 2018: 25 · 2017: 36 · 2016: 31 · 2015: 35 · 2014: 51 · 2013: 62 · 2012: 34
- FWCI
- 5.99
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- International Journal of Epidemiology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Keywords
- intention-to-treat analysis, randomized controlled trials, health interventions, qualitative research, home birth, hospital confinement, allocation bias, treatment effect estimation
- MeSH terms
- Data Interpretation, Statistical, Evaluation Studies as Topic, Humans, Patient Compliance, Random Allocation, Research Design, Therapeutics, Cohort Studies, Randomized Controlled Trials as Topic
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