A systematic survey on reporting and methods for handling missing participant data for continuous outcomes in randomized controlled trials

dc.contributor.authorZhang, Yuqing
dc.contributor.authorFlorez, Ivan D.
dc.contributor.authorColunga-Lozano, Luis Enrique
dc.contributor.authorAloweni, Fazila Abu Bakar
dc.contributor.authorKennedy, Sean Alexander
dc.contributor.authorLi, Aihua
dc.contributor.authorCraigie, Samantha M.
dc.contributor.authorZhang, Shiyuan
dc.contributor.authorAgarwal, Arnav
dc.contributor.authorLopes, L. C.
dc.contributor.authorDevji, Tahira Sakina
dc.contributor.authorWiercioch, Wojtek
dc.contributor.authorRiva, John Joseph
dc.contributor.authorWang, Mengxiao
dc.contributor.authorJin, Xuejing
dc.contributor.authorFei, Yutong
dc.contributor.authorAlexander, Paul Elias
dc.contributor.authorMorgano, Gian Paolo
dc.contributor.authorZhang, Yuan
dc.contributor.authorCarrasco-Labra, Alonso
dc.contributor.authorKahale, Lara A.
dc.contributor.authorAkl, Elie A.
dc.contributor.authorSchunëmann, Holger J.
dc.contributor.authorThabane, Lehana
dc.contributor.authorGordon, Guyatt H.
dc.contributor.departmentInternal Medicine
dc.contributor.facultyFaculty of Medicine (FM)
dc.contributor.institutionAmerican University of Beirut
dc.date.accessioned2025-01-24T11:51:31Z
dc.date.available2025-01-24T11:51:31Z
dc.date.issued2017
dc.description.abstractObjective To assess analytic approaches randomized controlled trial (RCT) authors use to address missing participant data (MPD) for patient-important continuous outcomes. Study Design and Setting We conducted a systematic survey of RCTs published in 2014 in the core clinical journals that reported at least one patient-important outcome analyzed as a continuous variable. Results Among 200 studies, 187 (93.5%) trials explicitly reported whether MPD occurred. In the 163 (81.5%) trials that reported the occurrence of MPD, the median and interquartile ranges of the percentage of participants with MPD were 11.4% (2.5%–22.6%).Among the 147 trials in which authors made clear their analytical approach to MPD, the approaches chosen included available data only (109, 67%); mixed-effect models (10, 6.1%); multiple imputation (9, 4.5%); and last observation carried forward (9, 4.5). Of the 163 studies reporting MPD, 16 (9.8%) conducted sensitivity analyses examining the impact of the MPD and (18, 11.1%) discussed the risk of bias associated with MPD. Conclusion RCTs reporting continuous outcomes typically have over 10% of participant data missing. Most RCTs failed to use optimal analytic methods, and very few conducted sensitivity analyses addressing the possible impact of MPD or commented on how MPD might influence risk of bias. © 2017 Elsevier Inc.
dc.identifier.doihttps://doi.org/10.1016/j.jclinepi.2017.05.017
dc.identifier.eid2-s2.0-85028772556
dc.identifier.pmid28583378
dc.identifier.urihttp://hdl.handle.net/10938/31008
dc.language.isoen
dc.publisherElsevier USA
dc.relation.ispartofJournal of Clinical Epidemiology
dc.sourceScopus
dc.subjectAnalytic approaches
dc.subjectContinuous outcome
dc.subjectLost to follow-up
dc.subjectMissing participant data
dc.subjectMpd
dc.subjectRandomized controlled trials
dc.subjectBias (epidemiology)
dc.subjectData accuracy
dc.subjectHumans
dc.subjectPatient dropouts
dc.subjectRandomized controlled trials as topic
dc.subjectResearch design
dc.subjectSurveys and questionnaires
dc.subjectData analysis
dc.subjectFunctional status
dc.subjectHealth survey
dc.subjectHuman
dc.subjectPatient care
dc.subjectPriority journal
dc.subjectQuality of life
dc.subjectRandom sample
dc.subjectRandomized controlled trial (topic)
dc.subjectReview
dc.subjectSample size
dc.subjectSensitivity analysis
dc.subjectSystematic review
dc.subjectFollow up
dc.subjectMeasurement accuracy
dc.subjectMethodology
dc.subjectPatient dropout
dc.subjectQuestionnaire
dc.subjectStatistical bias
dc.subjectStatistics and numerical data
dc.titleA systematic survey on reporting and methods for handling missing participant data for continuous outcomes in randomized controlled trials
dc.typeReview

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