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

被引：338

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

来源：

CANADIAN MEDICAL ASSOCIATION JOURNAL | 2012年 / 184卷 / 11期

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

页码：1265 / 1269

页数：5

共 21 条

[1] Missing data [J].

Altman, Douglas G. ;

Bland, J. Martin .

BRITISH MEDICAL JOURNAL, 2007, 334 (7590) :424-424

[2] Intensive versus standard case management for severe psychotic illness: a randomised trial [J].

Burns, T ;

Creed, F ;

Fahy, T ;

Thompson, S ;

Tyrer, P ;

White, I .

LANCET, 1999, 353 (9171) :2185-2189

[3] Missing covariate data within cancer prognostic studies: a review of current reporting and proposed guidelines [J].

Burton, A ;

Altman, DG .

BRITISH JOURNAL OF CANCER, 2004, 91 (01) :4-8

[4] Review: A gentle introduction to imputation of missing values [J].

Donders, A. Rogier T. ;

van der Heijden, Geert J. M. G. ;

Stijnen, Theo ;

Moons, Karel G. M. .

JOURNAL OF CLINICAL EPIDEMIOLOGY, 2006, 59 (10) :1087-1091

[5] A critical look at methods for handling missing covariates in epidemiologic regression analyses [J].

Greenland, S ;

Finkle, WD .

AMERICAN JOURNAL OF EPIDEMIOLOGY, 1995, 142 (12) :1255-1264

[6] Missing covariate data in medical research: To impute is better than to ignore [J].

Janssen, Kristel J. M. ;

Donders, A. Rogier T. ;

Harrell, Frank E., Jr. ;

Vergouwe, Yvonne ;

Chen, Qingxia ;

Grobbee, Diederick E. ;

Moons, Karel G. M. .

JOURNAL OF CLINICAL EPIDEMIOLOGY, 2010, 63 (07) :721-727

[7] Indicator and stratification methods for missing explanatory variables in multiple linear regression [J].

Jones, MP .

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 [J].

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. .

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 [J].

Moons, Karel G. M. ;

Donders, Rogier A. R. T. ;

Stijnen, Theo ;

Harrell, Frank E., Jr. .

JOURNAL OF CLINICAL EPIDEMIOLOGY, 2006, 59 (10) :1092-1101

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