메뉴 건너뛰기




Volumn 7, Issue , 2015, Pages 91-106

Using multiple imputation to deal with missing data and attrition in longitudinal studies with repeated measures of patient-reported outcomes

Author keywords

Nonparticipants; Nonrespondents; PCI; SF 12

Indexed keywords

ADULT; ARTICLE; COHORT ANALYSIS; DEATH; FEASIBILITY STUDY; FEMALE; HUMAN; LONGITUDINAL STUDY; MAJOR CLINICAL STUDY; MALE; MULTIPLE IMPUTATION; OUTCOME ASSESSMENT; PERCUTANEOUS CORONARY INTERVENTION; REGISTER; SELF REPORT; SENSITIVITY ANALYSIS; SHORT FORM 12; STATISTICAL ANALYSIS; STATISTICAL BIAS;

EID: 84921762007     PISSN: None     EISSN: 11791349     Source Type: Journal    
DOI: 10.2147/CLEP.S72247     Document Type: Article
Times cited : (106)

References (37)
  • 1
    • 0036131102 scopus 로고    scopus 로고
    • Attrition in the longitudinal aging study Amsterdam. The effect of differential inclusion in side studies
    • Deeg DJ, van Tilburg T, Smit JH, de Leeuw ED. Attrition in the longitudinal aging study Amsterdam. The effect of differential inclusion in side studies. J Clin Epidemiol. 2002;55(4):319–328.
    • (2002) J Clin Epidemiol , vol.55 , Issue.4 , pp. 319-328
    • Deeg, D.J.1    Van Tilburg, T.2    Smit, J.H.3    De Leeuw, E.D.4
  • 2
    • 77955215623 scopus 로고    scopus 로고
    • The impact of attrition on the representativeness of cohort studies of older people
    • Brilleman SL, Pachana NA, Dobson AJ. The impact of attrition on the representativeness of cohort studies of older people. BMC Med Res Methodol. 2010;10:71.
    • (2010) BMC Med Res Methodol , vol.10 , pp. 71
    • Brilleman, S.L.1    Pachana, N.A.2    Dobson, A.J.3
  • 3
    • 11844277060 scopus 로고    scopus 로고
    • A systematic literature review of attrition between waves in longitudinal studies in the elderly shows a consistent pattern of dropout between differing studies
    • Chatfeld MD, Brayne CE, Matthews FE. A systematic literature review of attrition between waves in longitudinal studies in the elderly shows a consistent pattern of dropout between differing studies. J Clin Epidemiol. 2005;58(1):13–19.
    • (2005) J Clin Epidemiol , vol.58 , Issue.1 , pp. 13-19
    • Chatfeld, M.D.1    Brayne, C.E.2    Matthews, F.E.3
  • 4
    • 1642434144 scopus 로고    scopus 로고
    • Trajectories of health for older adults over time: Accounting fully for death
    • Diehr P, Patrick DL. Trajectories of health for older adults over time: accounting fully for death. Ann Intern Med. 2003;139(5 pt 2): 416–420.
    • (2003) Ann Intern Med , vol.139 , Issue.5 , pp. 416-420
    • Diehr, P.1    Patrick, D.L.2
  • 5
    • 0035403247 scopus 로고    scopus 로고
    • Transforming self-rated health and the SF-36 scales to include death and improve interpretability
    • Diehr P, Patrick DL, Spertus J, Kiefe CI, McDonell M, Fihn SD. Transforming self-rated health and the SF-36 scales to include death and improve interpretability. Med Care. 2001;39(7):670–680.
    • (2001) Med Care , vol.39 , Issue.7 , pp. 670-680
    • Diehr, P.1    Patrick, D.L.2    Spertus, J.3    Kiefe, C.I.4    McDonell, M.5    Fihn, S.D.6
  • 6
    • 14344249990 scopus 로고    scopus 로고
    • An assessment of the impact of informative dropout and nonresponse in measuring health-related quality of life using the EuroQol (EQ-5D) descriptive system
    • Ratcliffe J, Young T, Longworth L, Buxton M. An assessment of the impact of informative dropout and nonresponse in measuring health-related quality of life using the EuroQol (EQ-5D) descriptive system. Value Health. 2005;8(1):53–58.
    • (2005) Value Health , vol.8 , Issue.1 , pp. 53-58
    • Ratcliffe, J.1    Young, T.2    Longworth, L.3    Buxton, M.4
  • 7
    • 33749037421 scopus 로고    scopus 로고
    • Transforming the SF-36 to account for death in longitudinal studies with three-year follow-up
    • Bowe S, Young AF, Sibbritt D, Furuya H. Transforming the SF-36 to account for death in longitudinal studies with three-year follow-up. Med Care. 2006;44(10):956–959.
    • (2006) Med Care , vol.44 , Issue.10 , pp. 956-959
    • Bowe, S.1    Young, A.F.2    Sibbritt, D.3    Furuya, H.4
  • 8
    • 0141431001 scopus 로고    scopus 로고
    • Accounting for deaths in longitudinal studies using the SF-36: The performance of the physical component scale of the short form 36-item health survey and the PCTD
    • Diehr P, Patrick DL, McDonell MB, Fihn SD. Accounting for deaths in longitudinal studies using the SF-36: the performance of the physical component scale of the short form 36-item health survey and the PCTD. Med Care. 2003;41(9):1065–1073.
    • (2003) Med Care , vol.41 , Issue.9 , pp. 1065-1073
    • Diehr, P.1    Patrick, D.L.2    McDonell, M.B.3    Fihn, S.D.4
  • 13
    • 68249114452 scopus 로고    scopus 로고
    • Multiple imputation for missing data in epidemiological and clinical research: Potential and pitfalls
    • Sterne JA, White IR, Carlin JB, et al. Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls. BMJ. 2009;338:b2393.
    • (2009) BMJ , vol.b2393 , pp. 338
    • Sterne, J.A.1    White, I.R.2    Carlin, J.B.3
  • 14
    • 78651256743 scopus 로고    scopus 로고
    • Multiple imputation using chained equations: Issues and guidance for practice
    • White IR, Royston P, Wood AM. Multiple imputation using chained equations: issues and guidance for practice. Stat Med. 2011;30(4):377–399.
    • (2011) Stat Med , vol.30 , Issue.4 , pp. 377-399
    • White, I.R.1    Royston, P.2    Wood, A.M.3
  • 15
    • 84921813600 scopus 로고    scopus 로고
    • Missingdata.org.uk
    • Carpenter J, Bartlett J, Kenward M. Missingdata.org.uk. 2012. Available from: http://www.missingdata.org.uk/.
    • (2012)
    • Carpenter, J.1    Bartlett, J.2    Kenward, M.3
  • 16
    • 77951247088 scopus 로고    scopus 로고
    • Longitudinal data with follow-up truncated by death: Match the analysis method to research aims
    • Kurland BF, Johnson LL, Egleston BL, Diehr PH. Longitudinal data with follow-up truncated by death: match the analysis method to research aims. Stat Sci. 2009;24(2):211.
    • (2009) Stat Sci , vol.24 , Issue.2 , pp. 211
    • Kurland, B.F.1    Johnson, L.L.2    Egleston, B.L.3    Diehr, P.H.4
  • 17
    • 33847696223 scopus 로고    scopus 로고
    • Population inference with mortality and attrition in longitudinal studies on aging: A two-stage multiple imputation method
    • Harel O, Hofer SM, Hoffman L, Pedersen NL, Johansson B. Population inference with mortality and attrition in longitudinal studies on aging: a two-stage multiple imputation method. Exp Aging Res. 2007;33(2): 187–203.
    • (2007) Exp Aging Res , vol.33 , Issue.2 , pp. 187-203
    • Harel, O.1    Hofer, S.M.2    Hoffman, L.3    Pedersen, N.L.4    Johansson, B.5
  • 18
    • 84872860544 scopus 로고    scopus 로고
    • Results differ by applying distinctive multiple imputation approaches on the longitudinal cardiovascular health study data
    • Ning Y, McAvay G, Chaudhry SI, Arnold AM, Allore HG. Results differ by applying distinctive multiple imputation approaches on the longitudinal cardiovascular health study data. Exp Aging Res. 2013;39(1): 27–43.
    • (2013) Exp Aging Res , vol.39 , Issue.1 , pp. 27-43
    • Ning, Y.1    McAvay, G.2    Chaudhry, S.I.3    Arnold, A.M.4    Allore, H.G.5
  • 19
    • 0026877917 scopus 로고
    • The MOS 36-item short-form health survey (SF-36). I. Conceptual framework and item selection
    • Ware JE Jr, Sherbourne CD. The MOS 36-item short-form health survey (SF-36). I. Conceptual framework and item selection. Med Care. 1992;30(6):473–483.
    • (1992) Med Care , vol.30 , Issue.6 , pp. 473-483
    • Ware, J.E.1    Sherbourne, C.D.2
  • 20
    • 84921817064 scopus 로고    scopus 로고
    • Self reported health following percutaneous coronary intervention (PCI). Results from a cohort followed for 3 years with multiple measurements
    • Biering K, Frydenberg M, Hjollund N. Self reported health following percutaneous coronary intervention (PCI). Results from a cohort followed for 3 years with multiple measurements. Clin Epidemiol. 2014. Clin Epidemiol. 2014;(6):441–449.
    • (2014) Clin Epidemiol , Issue.6 , pp. 441-449
    • Biering, K.1    Frydenberg, M.2    Hjollund, N.3
  • 21
    • 0028877687 scopus 로고
    • Development and evaluation of the Seattle Angina Questionnaire: A new functional status measure for coronary artery disease
    • Spertus JA, Winder JA, Dewhurst TA, et al. Development and evaluation of the Seattle Angina Questionnaire: a new functional status measure for coronary artery disease. J Am Coll Cardiol. 1995;25(2):333–341.
    • (1995) J Am Coll Cardiol , vol.25 , Issue.2 , pp. 333-341
    • Spertus, J.A.1    Winder, J.A.2    Dewhurst, T.A.3
  • 23
    • 79960749810 scopus 로고    scopus 로고
    • The Danish civil registration system
    • Pedersen CB. The Danish civil registration system. Scand J Public Health. 2011;39(7 suppl):22–25.
    • (2011) Scand J Public Health , vol.39 , Issue.7 , pp. 22-25
    • Pedersen, C.B.1
  • 24
    • 0023092594 scopus 로고
    • A new method of classifying prognostic comorbidity in longitudinal studies: Development and validation
    • Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987;40(5):373–383.
    • (1987) J Chronic Dis , vol.40 , Issue.5 , pp. 373-383
    • Charlson, M.E.1    Pompei, P.2    Ales, K.L.3    Mackenzie, C.R.4
  • 25
    • 0032999949 scopus 로고    scopus 로고
    • The Danish national hospital register. A valuable source of data for modern health sciences
    • Andersen TF, Madsen M, Jorgensen J, Mellemkjoer L, Olsen JH. The Danish national hospital register. A valuable source of data for modern health sciences. Dan Med Bull. 1999;46(3):263–268.
    • (1999) Dan Med Bull , vol.46 , Issue.3 , pp. 263-268
    • Andersen, T.F.1    Madsen, M.2    Jorgensen, J.3    Mellemkjoer, L.4    Olsen, J.H.5
  • 26
    • 78650956516 scopus 로고    scopus 로고
    • Existing data sources for clinical epidemiology: The Western Denmark heart registry
    • Schmidt M, Maeng M, Jakobsen CJ, et al. Existing data sources for clinical epidemiology: The Western Denmark heart registry. Clin Epidemiol. 2010;2:137–144.
    • (2010) Clin Epidemiol , vol.2 , pp. 137-144
    • Schmidt, M.1    Maeng, M.2    Jakobsen, C.J.3
  • 27
    • 34748911777 scopus 로고    scopus 로고
    • Register-based follow-up of social benefits and other transfer payments: Accuracy and degree of completeness in a Danish interdepartmental administrative database compared with a population-based survey
    • Hjollund NH, Larsen FB, Andersen JH. Register-based follow-up of social benefits and other transfer payments: accuracy and degree of completeness in a Danish interdepartmental administrative database compared with a population-based survey. Scand J Public Health. 2007;35(5):497–502.
    • (2007) Scand J Public Health , vol.35 , Issue.5 , pp. 497-502
    • Hjollund, N.H.1    Larsen, F.B.2    Andersen, J.H.3
  • 29
    • 77955579966 scopus 로고    scopus 로고
    • Predicting missing quality of life data that were later recovered: An empirical comparison of approaches
    • Fielding S, Fayers P, Ramsay C. Predicting missing quality of life data that were later recovered: an empirical comparison of approaches. Clin Trials. 2010;7(4):333–342.
    • (2010) Clin Trials , vol.7 , Issue.4 , pp. 333-342
    • Fielding, S.1    Fayers, P.2    Ramsay, C.3
  • 30
    • 33845368290 scopus 로고    scopus 로고
    • Causal inference through potential outcomes and principal stratification: Application to studies with “censoring” due to death
    • Rubin D. Causal inference through potential outcomes and principal stratification: application to studies with “censoring” due to death. Stat Sci. 2006;21(3):299–309.
    • (2006) Stat Sci , vol.21 , Issue.3 , pp. 299-309
    • Rubin, D.1
  • 31
    • 20344378230 scopus 로고    scopus 로고
    • Imputation of SF-12 health scores for respondents with partially missing data
    • Liu H, Hays RD, Adams JL, et al. Imputation of SF-12 health scores for respondents with partially missing data. Health Serv Res. 2005;40(3): 905–921.
    • (2005) Health Serv Res , vol.40 , Issue.3 , pp. 905-921
    • Liu, H.1    Hays, R.D.2    Adams, J.L.3
  • 32
    • 12944322211 scopus 로고    scopus 로고
    • A simple imputation algorithm reduced missing data in SF-12 health surveys
    • Perneger T V, Burnand B. A simple imputation algorithm reduced missing data in SF-12 health surveys. J Clin Epidemiol. 2005;58(2): 142–149.
    • (2005) J Clin Epidemiol , vol.58 , Issue.2 , pp. 142-149
    • Perneger, T.V.1    Burnand, B.2
  • 33
    • 0036190053 scopus 로고    scopus 로고
    • Assessing health-related quality of life following myocardial infarction: Is the SF-12 useful?
    • Rubenach S, Shadbolt B, McCallum J, Nakamura T. Assessing health-related quality of life following myocardial infarction: is the SF-12 useful? J Clin Epidemiol. 2002;55(3):306–309.
    • (2002) J Clin Epidemiol , vol.55 , Issue.3 , pp. 306-309
    • Rubenach, S.1    Shadbolt, B.2    McCallum, J.3    Nakamura, T.4
  • 34
    • 49449114628 scopus 로고    scopus 로고
    • COURAGE Trial Research Group. Effect of PCI on quality of life in patients with stable coronary disease
    • Weintraub WS, Spertus JA, Kolm P, et al; COURAGE Trial Research Group. Effect of PCI on quality of life in patients with stable coronary disease. N Engl J Med. 2008;359(7):677–687.
    • (2008) N Engl J Med , vol.359 , Issue.7 , pp. 677-687
    • Weintraub, W.S.1    Spertus, J.A.2    Kolm, P.3
  • 35
    • 83155184542 scopus 로고    scopus 로고
    • Analyzing longitudinal data with missing values
    • Enders CK. Analyzing longitudinal data with missing values. Rehabil Psychol. 2011;56(4):267–288.
    • (2011) Rehabil Psychol , vol.56 , Issue.4 , pp. 267-288
    • Enders, C.K.1
  • 36
    • 0036126816 scopus 로고    scopus 로고
    • Attrition in longitudinal studies. How to deal with missing data
    • Twisk J, de Vente W. Attrition in longitudinal studies. How to deal with missing data. J Clin Epidemiol. 2002;55(4):329–337.
    • (2002) J Clin Epidemiol , vol.55 , Issue.4 , pp. 329-337
    • Twisk, J.1    De Vente, W.2
  • 37
    • 2942597895 scopus 로고    scopus 로고
    • A method for imputing missing data in longitudinal studies
    • Youk AO, Stone RA, Marsh GM. A method for imputing missing data in longitudinal studies. Ann Epidemiol. 2004;14(5):354–361.
    • (2004) Ann Epidemiol , vol.14 , Issue.5 , pp. 354-361
    • Youk, A.O.1    Stone, R.A.2    Marsh, G.M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.