Longitudinal data analysis (repeated measures) in clinical trials
- PMID: 10407239
- DOI: 10.1002/(sici)1097-0258(19990715)18:13<1707::aid-sim138>3.0.co;2-h
Longitudinal data analysis (repeated measures) in clinical trials
Abstract
Longitudinal data is often collected in clinical trials to examine the effect of treatment on the disease process over time. This paper reviews and summarizes much of the methodological research on longitudinal data analysis from the perspective of clinical trials. We discuss methodology for analysing Gaussian and discrete longitudinal data and show how these methods can be applied to clinical trials data. We illustrate these methods with five examples of clinical trials with longitudinal outcomes. We also discuss issues of particular concern in clinical trials including sequential monitoring and adjustments for missing data. A review of current software for analysing longitudinal data is also provided. Published in 1999 by John Wiley & Sons, Ltd. This article is a US Government work and is the public domain in the United States.
Comment in
-
Tutorial in biostatistics-longitudinal data analysis (repeated measures) in clinical trials.Stat Med. 2000 Jul 15;19(13):1821. doi: 10.1002/1097-0258(20000715)19:13<1821::aid-sim488>3.0.co;2-i. Stat Med. 2000. PMID: 10861780 No abstract available.
Similar articles
-
Models for the analysis of repeated continuous outcome measures in clinical trials.Respirology. 2014 Feb;19(2):155-161. doi: 10.1111/resp.12217. Epub 2013 Nov 25. Respirology. 2014. PMID: 24268035 Review.
-
Meta-analysis of individual patient data versus aggregate data from longitudinal clinical trials.Clin Trials. 2009 Feb;6(1):16-27. doi: 10.1177/1740774508100984. Clin Trials. 2009. PMID: 19254930
-
Sample size calculations with multiplicity adjustment for longitudinal clinical trials with missing data.Stat Med. 2012 Jan 13;31(1):19-28. doi: 10.1002/sim.4415. Epub 2011 Dec 9. Stat Med. 2012. PMID: 22162151
-
Modern statistical methods for handling missing repeated measurements in obesity trial data: beyond LOCF.Obes Rev. 2003 Aug;4(3):175-84. doi: 10.1046/j.1467-789x.2003.00109.x. Obes Rev. 2003. PMID: 12916818
-
Review of guidelines and literature for handling missing data in longitudinal clinical trials with a case study.Pharm Stat. 2006 Jan-Mar;5(1):7-18. doi: 10.1002/pst.189. Pharm Stat. 2006. PMID: 17080924 Review.
Cited by
-
Longitudinal data analysis. A comparison between generalized estimating equations and random coefficient analysis.Eur J Epidemiol. 2004;19(8):769-76. doi: 10.1023/b:ejep.0000036572.00663.f2. Eur J Epidemiol. 2004. PMID: 15469034
-
The Myeloid-Epithelial-Reproductive Tyrosine Kinase (MERTK) rs4374383 Polymorphism Predicts Progression of Liver Fibrosis in Hepatitis C Virus-Infected Patients: A Longitudinal Study.J Clin Med. 2018 Nov 23;7(12):473. doi: 10.3390/jcm7120473. J Clin Med. 2018. PMID: 30477195 Free PMC article.
-
Pan-Genotypic Hepatitis C Treatment with Glecaprevir and Pibrentasvir for 8 Weeks Resulted in Improved Cardiovascular and Metabolic Outcomes and Stable Renal Function: A Post-Hoc Analysis of Phase 3 Clinical Trials.Infect Dis Ther. 2018 Dec;7(4):473-484. doi: 10.1007/s40121-018-0218-x. Epub 2018 Oct 27. Infect Dis Ther. 2018. PMID: 30368684 Free PMC article.
-
Multicap to improve adherence after acute coronary syndromes: results of a randomized controlled clinical trial.Ther Adv Cardiovasc Dis. 2020 Jan-Dec;14:1753944720912071. doi: 10.1177/1753944720912071. Ther Adv Cardiovasc Dis. 2020. PMID: 32186246 Free PMC article. Clinical Trial.
-
Selecting a separable parametric spatiotemporal covariance structure for longitudinal imaging data.Stat Med. 2015 Jan 15;34(1):145-61. doi: 10.1002/sim.6324. Epub 2014 Oct 8. Stat Med. 2015. PMID: 25293361 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Medical