메뉴 건너뛰기




Volumn 63, Issue 7, 2010, Pages 728-736

Unpredictable bias when using the missing indicator method or complete case analysis for missing confounder values: an empirical example

Author keywords

Complete case; Confounder; Etiologic; Indicator method; Missing; Multiple imputation

Indexed keywords

ADULT; ALGORITHM; ARTICLE; COHORT ANALYSIS; COMPLETE CASE ANALYSIS; CONTROLLED STUDY; FEMALE; HUMAN; INCOME; INTERMETHOD COMPARISON; MAJOR CLINICAL STUDY; MAJOR DEPRESSION; MALE; MARRIAGE; MISSING INDICATOR METHOD; MULTIPLE IMPUTATION; PRIORITY JOURNAL; RISK FACTOR; STATISTICAL ANALYSIS;

EID: 77952422361     PISSN: 08954356     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jclinepi.2009.08.028     Document Type: Article
Times cited : (141)

References (29)
  • 1
    • 0029584587 scopus 로고
    • A critical look at methods for handling missing covariates in epidemiologic regression analyses
    • Greenland S., and Finkle W.D. A critical look at methods for handling missing covariates in epidemiologic regression analyses. Am J Epidemiol 142 (1995) 1255-1264
    • (1995) Am J Epidemiol , vol.142 , pp. 1255-1264
    • Greenland, S.1    Finkle, W.D.2
  • 2
    • 84950455641 scopus 로고
    • Regression with missing X's: a review
    • Little R.J. Regression with missing X's: a review. J Am Stat Assoc 87 (1992) 1227-1237
    • (1992) J Am Stat Assoc , vol.87 , pp. 1227-1237
    • Little, R.J.1
  • 3
    • 0001720173 scopus 로고    scopus 로고
    • Indicator and stratification methods for missing explanatory variables in multiple linear regression
    • Jones M.P. Indicator and stratification methods for missing explanatory variables in multiple linear regression. J Am Stat Assoc 91 (1996) 222-230
    • (1996) J Am Stat Assoc , vol.91 , pp. 222-230
    • Jones, M.P.1
  • 4
    • 85047673373 scopus 로고    scopus 로고
    • Missing data: our view of the state of the art
    • Schafer J.L., and Graham J.W. Missing data: our view of the state of the art. Psychol Methods 7 (2002) 147-177
    • (2002) Psychol Methods , vol.7 , pp. 147-177
    • Schafer, J.L.1    Graham, J.W.2
  • 5
    • 0025885661 scopus 로고
    • Biased estimation of the odds ratio in case-control studies due to the use of ad hoc methods of correcting for missing values for confounding variables
    • Vach W., and Blettner M. Biased estimation of the odds ratio in case-control studies due to the use of ad hoc methods of correcting for missing values for confounding variables. Am J Epidemiol 134 (1991) 895-907
    • (1991) Am J Epidemiol , vol.134 , pp. 895-907
    • Vach, W.1    Blettner, M.2
  • 6
    • 0001131357 scopus 로고
    • Missing data: a review of the literature
    • Rossi P.H., Wright J.D., and Anderson A. (Eds), Academic Press, New York, NY
    • Anderson A.B., Basilevsky A., and Hum D.P.J. Missing data: a review of the literature. In: Rossi P.H., Wright J.D., and Anderson A. (Eds). Handbook of survey research (1983), Academic Press, New York, NY 415-492
    • (1983) Handbook of survey research , pp. 415-492
    • Anderson, A.B.1    Basilevsky, A.2    Hum, D.P.J.3
  • 9
    • 3343019343 scopus 로고    scopus 로고
    • Missing covariate data within cancer prognostic studies: a review of current reporting and proposed guidelines
    • Burton A., and Altman D.G. Missing covariate data within cancer prognostic studies: a review of current reporting and proposed guidelines. Br J Cancer 91 (2004) 4-8
    • (2004) Br J Cancer , vol.91 , pp. 4-8
    • Burton, A.1    Altman, D.G.2
  • 10
    • 35649024173 scopus 로고    scopus 로고
    • Strengthening the reporting of observational studies in epidemiology (STROBE): explanation and elaboration
    • Vandenbroucke J.P., von Elm E.E., Altman D.G., Gotzsche P.C., Mulrow C.D., Pocock S.J., et al. Strengthening the reporting of observational studies in epidemiology (STROBE): explanation and elaboration. Epidemiology 18 (2007) 805-835
    • (2007) Epidemiology , vol.18 , pp. 805-835
    • Vandenbroucke, J.P.1    von Elm, E.E.2    Altman, D.G.3    Gotzsche, P.C.4    Mulrow, C.D.5    Pocock, S.J.6
  • 11
    • 15844423857 scopus 로고    scopus 로고
    • Adjusting for partially missing baseline measurements in randomized trials
    • White I.R., and Thompson S.G. Adjusting for partially missing baseline measurements in randomized trials. Stat Med 24 (2005) 993-1007
    • (2005) Stat Med , vol.24 , pp. 993-1007
    • White, I.R.1    Thompson, S.G.2
  • 12
    • 33748709502 scopus 로고    scopus 로고
    • Using the outcome for imputation of missing predictor values was preferred
    • Moons K.G., Donders R.A., Stijnen T., and Harrell Jr. F.E. Using the outcome for imputation of missing predictor values was preferred. J Clin Epidemiol 59 (2006) 1092-1101
    • (2006) J Clin Epidemiol , vol.59 , pp. 1092-1101
    • Moons, K.G.1    Donders, R.A.2    Stijnen, T.3    Harrell Jr., F.E.4
  • 13
    • 0030539070 scopus 로고    scopus 로고
    • Multiple imputation after 18+ years
    • Rubin D.B. Multiple imputation after 18+ years. J Am Stat Assoc 91 (1996) 473-489
    • (1996) J Am Stat Assoc , vol.91 , pp. 473-489
    • Rubin, D.B.1
  • 14
    • 0025801348 scopus 로고
    • Multiple imputation in health-care databases: an overview and some applications
    • Rubin D.B., and Schenker N. Multiple imputation in health-care databases: an overview and some applications. Stat Med 10 (1991) 585-598
    • (1991) Stat Med , vol.10 , pp. 585-598
    • Rubin, D.B.1    Schenker, N.2
  • 15
    • 0033616909 scopus 로고    scopus 로고
    • Multiple imputation of missing blood pressure covariates in survival analysis
    • van Buuren S., Boshuizen H.C., and Knook D.L. Multiple imputation of missing blood pressure covariates in survival analysis. Stat Med 18 (1999) 681-694
    • (1999) Stat Med , vol.18 , pp. 681-694
    • van Buuren, S.1    Boshuizen, H.C.2    Knook, D.L.3
  • 16
    • 0037220933 scopus 로고    scopus 로고
    • Multiple imputation of baseline data in the cardiovascular health study
    • Arnold A.M., and Kronmal R.A. Multiple imputation of baseline data in the cardiovascular health study. Am J Epidemiol 157 (2003) 74-84
    • (2003) Am J Epidemiol , vol.157 , pp. 74-84
    • Arnold, A.M.1    Kronmal, R.A.2
  • 17
    • 33748530614 scopus 로고    scopus 로고
    • Imputation of missing values is superior to complete case analysis and the missing-indicator method in multivariable diagnostic research: a clinical example
    • van der Heijden G.J., Donders A.R., Stijnen T., and Moons K.G. Imputation of missing values is superior to complete case analysis and the missing-indicator method in multivariable diagnostic research: a clinical example. J Clin Epidemiol 59 (2006) 1102-1109
    • (2006) J Clin Epidemiol , vol.59 , pp. 1102-1109
    • van der Heijden, G.J.1    Donders, A.R.2    Stijnen, T.3    Moons, K.G.4
  • 18
    • 0028986666 scopus 로고
    • A comparison of anlaytic methods for non-random missingness of outcome data
    • Crawford S.L., Tennstedt S.L., and McKinlay J.B. A comparison of anlaytic methods for non-random missingness of outcome data. J Clin Epidemiol 48 (1995) 209-219
    • (1995) J Clin Epidemiol , vol.48 , pp. 209-219
    • Crawford, S.L.1    Tennstedt, S.L.2    McKinlay, J.B.3
  • 19
    • 0033796298 scopus 로고    scopus 로고
    • Gene-covariate interaction between dysplastic nevi and the CDKN2A gene in American melanoma-prone families
    • Goldstein A.M., Martinez M., Tucker M.A., and Demenais F. Gene-covariate interaction between dysplastic nevi and the CDKN2A gene in American melanoma-prone families. Cancer Epidemiol Biomarkers Prev 9 (2000) 889-894
    • (2000) Cancer Epidemiol Biomarkers Prev , vol.9 , pp. 889-894
    • Goldstein, A.M.1    Martinez, M.2    Tucker, M.A.3    Demenais, F.4
  • 21
    • 33244458699 scopus 로고    scopus 로고
    • Prediction of depression in European general practice attendees: the PREDICT study
    • King M., Weich S., Torres F., Svab I., Maaroos H., Neeleman J., et al. Prediction of depression in European general practice attendees: the PREDICT study. BMC Public Health 6 (2006) 6
    • (2006) BMC Public Health , vol.6 , pp. 6
    • King, M.1    Weich, S.2    Torres, F.3    Svab, I.4    Maaroos, H.5    Neeleman, J.6
  • 23
    • 0024202654 scopus 로고
    • The Composite International Diagnostic Interview. An epidemiologic instrument suitable for use in conjunction with different diagnostic systems and in different cultures
    • Robins L.N., Wing J., Wittchen H.U., Helzer J.E., Babor T.F., Burke J., et al. The Composite International Diagnostic Interview. An epidemiologic instrument suitable for use in conjunction with different diagnostic systems and in different cultures. Arch Gen Psychiatry 45 (1988) 1069-1077
    • (1988) Arch Gen Psychiatry , vol.45 , pp. 1069-1077
    • Robins, L.N.1    Wing, J.2    Wittchen, H.U.3    Helzer, J.E.4    Babor, T.F.5    Burke, J.6
  • 27
    • 33748555150 scopus 로고    scopus 로고
    • Bias arising from missing data in predictive models
    • Gorelick M.H. Bias arising from missing data in predictive models. J Clin Epidemiol 59 (2006) 1115-1123
    • (2006) J Clin Epidemiol , vol.59 , pp. 1115-1123
    • Gorelick, M.H.1
  • 28
    • 33846873244 scopus 로고    scopus 로고
    • Much ado about nothing: a comparison of missing data methods and software to fit incomplete data regression models
    • Horton N.J., and Kleinman K.P. Much ado about nothing: a comparison of missing data methods and software to fit incomplete data regression models. Am Stat 61 (2007) 79-90
    • (2007) Am Stat , vol.61 , pp. 79-90
    • Horton, N.J.1    Kleinman, K.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.