Missing covariate data in clinical research: when and when not to use the missing-indicator method for analysis

被引:309
作者
Groenwold, Rolf H. H. [1 ]
White, Ian R. [2 ]
Donders, Rogier T. [3 ]
Carpenter, James R. [4 ]
Altman, Douglas G. [5 ]
Moons, Karel G. M. [1 ]
机构
[1] Univ Med Ctr Utrecht, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
[2] MRC, Biostat Unit, Cambridge CB2 2BW, England
[3] Radboud Univ Nijmegen, Dept Epidemiol Biostat & HTA, Med Ctr, NL-6525 ED Nijmegen, Netherlands
[4] London Sch Hyg & Trop Med, Dept Med Stat, London WC1, England
[5] Univ Oxford, Ctr Stat Med, Oxford, England
基金
英国经济与社会研究理事会; 英国医学研究理事会;
关键词
MULTIPLE IMPUTATION;
D O I
10.1503/cmaj.110977
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
[No abstract available]
引用
收藏
页码:1265 / 1269
页数:5
相关论文
共 21 条
  • [1] Missing data
    Altman, Douglas G.
    Bland, J. Martin
    [J]. BRITISH MEDICAL JOURNAL, 2007, 334 (7590): : 424 - 424
  • [2] Intensive versus standard case management for severe psychotic illness: a randomised trial
    Burns, T
    Creed, F
    Fahy, T
    Thompson, S
    Tyrer, P
    White, I
    [J]. LANCET, 1999, 353 (9171) : 2185 - 2189
  • [3] Missing covariate data within cancer prognostic studies: a review of current reporting and proposed guidelines
    Burton, A
    Altman, DG
    [J]. BRITISH JOURNAL OF CANCER, 2004, 91 (01) : 4 - 8
  • [4] Review: A gentle introduction to imputation of missing values
    Donders, A. Rogier T.
    van der Heijden, Geert J. M. G.
    Stijnen, Theo
    Moons, Karel G. M.
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2006, 59 (10) : 1087 - 1091
  • [5] A critical look at methods for handling missing covariates in epidemiologic regression analyses
    Greenland, S
    Finkle, WD
    [J]. AMERICAN JOURNAL OF EPIDEMIOLOGY, 1995, 142 (12) : 1255 - 1264
  • [6] Missing covariate data in medical research: To impute is better than to ignore
    Janssen, Kristel J. M.
    Donders, A. Rogier T.
    Harrell, Frank E., Jr.
    Vergouwe, Yvonne
    Chen, Qingxia
    Grobbee, Diederick E.
    Moons, Karel G. M.
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2010, 63 (07) : 721 - 727
  • [7] Indicator and stratification methods for missing explanatory variables in multiple linear regression
    Jones, MP
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1996, 91 (433) : 222 - 230
  • [8] Unpredictable bias when using the missing indicator method or complete case analysis for missing confounder values: an empirical example
    Knol, Mirjam J.
    Janssen, Kristel J. M.
    Donders, A. Rogier T.
    Egberts, Antoine C. G.
    Heerdink, E. Rob
    Grobbee, Diederick E.
    Moons, Karel G. M.
    Geerlings, Mirjam I.
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2010, 63 (07) : 728 - 736
  • [9] Miettinen OS, 1985, Theoretical epidemiology: principles of occurence research in medicine
  • [10] Using the outcome for imputation of missing predictor values was preferred
    Moons, Karel G. M.
    Donders, Rogier A. R. T.
    Stijnen, Theo
    Harrell, Frank E., Jr.
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 2006, 59 (10) : 1092 - 1101