Using observational study data as an external control group for a clinical trial: an empirical comparison of methods to account for longitudinal missing data

被引:0
作者
Vibeke Norvang
Espen A. Haavardsholm
Sara K. Tedeschi
Houchen Lyu
Joseph Sexton
Maria D. Mjaavatten
Tore K. Kvien
Daniel H. Solomon
Kazuki Yoshida
机构
[1] Diakonhjemmet Hospital,Division of Rheumatology and Research
[2] Department of Medicine,Division of Rheumatology, Inflammation, and Immunity
[3] Brigham and Women’s Hospital/Harvard Medical School,Faculty of Medicine
[4] University of Oslo,Department of Orthopedics
[5] Harvard Medical School,undefined
[6] Chinese PLA General Hospital,undefined
来源
BMC Medical Research Methodology | / 22卷
关键词
External control group; Missing data; Multiple imputation; Inverse probability weighting;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
[21]   Missing data methods for the assessment of surrogate outcomes and treatment mechanisms in clinical trial substudies [J].
Galbraith, S ;
Marschner, IC ;
Simes, J .
STATISTICS IN MEDICINE, 2006, 25 (03) :415-431
[22]   PATTERN RECOGNITION OF LONGITUDINAL TRIAL DATA WITH NONIGNORABLE MISSINGNESS: AN EMPIRICAL CASE STUDY [J].
Fang, Hua ;
Espy, Kimberly Andrews ;
Rizzo, Maria L. ;
Stopp, Christian ;
Wiebe, Sandra A. ;
Stroup, Walter W. .
INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2009, 8 (03) :491-513
[23]   Longitudinal missing data strategies for substance use clinical trials using generalized estimating equations: an example with a buprenorphine trial [J].
McPherson, Sterling ;
Barbosa-Leiker, Celestina ;
McDonell, Michael ;
Howell, Donelle ;
Roll, John .
HUMAN PSYCHOPHARMACOLOGY-CLINICAL AND EXPERIMENTAL, 2013, 28 (05) :506-515
[24]   Review of guidelines and literature for handling missing data in longitudinal clinical trials with a case study [J].
Liu, M ;
Wei, L ;
Zhang, J .
PHARMACEUTICAL STATISTICS, 2006, 5 (01) :7-18
[25]   Comparison of missing data methods in clustered survival data using Bayesian adaptive B-Spline estimation [J].
Yoo, Hanna ;
Lee, Jae Won .
COMMUNICATIONS FOR STATISTICAL APPLICATIONS AND METHODS, 2018, 25 (02) :159-172
[26]   Bayesian multiple imputation for missing multivariate longitudinal data from a Parkinson's disease clinical trial [J].
Luo, Sheng ;
Lawson, Andrew B. ;
He, Bo ;
Elm, Jordan J. ;
Tilley, Barbara C. .
STATISTICAL METHODS IN MEDICAL RESEARCH, 2016, 25 (02) :821-837
[27]   Control-Based Imputation and Delta-Adjustment Stress Test for Missing Data Analysis in Longitudinal Clinical Trials [J].
Liu, G. Frank ;
Pang, Lei .
STATISTICS IN BIOPHARMACEUTICAL RESEARCH, 2017, 9 (02) :186-194
[28]   Identifying patterns of item missing survey data using latent groups: an observational study [J].
Barnett, Adrian G. ;
McElwee, Paul ;
Nathan, Andrea ;
Burton, Nicola W. ;
Turrell, Gavin .
BMJ OPEN, 2017, 7 (10)
[29]   Bayesian sensitivity analysis methods to evaluate bias due to misclassification and missing data using informative priors and external validation data [J].
Luta, George ;
Ford, Melissa B. ;
Bondy, Melissa ;
Shields, Peter G. ;
Stamey, James D. .
CANCER EPIDEMIOLOGY, 2013, 37 (02) :121-126
[30]   Comparison of the effects of imputation methods for missing data in predictive modelling of cohort study datasets [J].
JiaHang Li ;
ShuXia Guo ;
RuLin Ma ;
Jia He ;
XiangHui Zhang ;
DongSheng Rui ;
YuSong Ding ;
Yu Li ;
LeYao Jian ;
Jing Cheng ;
Heng Guo .
BMC Medical Research Methodology, 24