메뉴 건너뛰기




Volumn 32, Issue 1, 2017, Pages 55-66

Multiple imputation of cognitive performance as a repeatedly measured outcome

Author keywords

Bias; Cognitive function; Epidemiologic methods; Missing data; Multiple imputation; Prospective study

Indexed keywords

ADULT; ARTICLE; CLINICAL DEMENTIA RATING; COGNITION; COGNITION ASSESSMENT; COGNITIVE DEFECT; COHORT ANALYSIS; COMPARATIVE STUDY; CONTROLLED STUDY; DELAYED WORD RECALL; DEMENTIA; DIABETES MELLITUS; DIGIT SYMBOL SUBSTITUTION TEST; DISEASE ASSOCIATION; FEMALE; HUMAN; MAJOR CLINICAL STUDY; MALE; MIDDLE AGED; MODIFIED TELEPHONE INTERVIEW FOR COGNITIVE STATUS; MULTIPLE IMPUTATION BY CHAINED EQUATION; PROSPECTIVE STUDY; SIMULATION; WORD FLUENCY TEST; WORD RECOGNITION; COMPUTER SIMULATION; METHODOLOGY; OBSERVATIONAL STUDY; OUTCOME ASSESSMENT; STATISTICAL ANALYSIS; STATISTICAL MODEL;

EID: 84987677368     PISSN: 03932990     EISSN: 15737284     Source Type: Journal    
DOI: 10.1007/s10654-016-0197-8     Document Type: Article
Times cited : (36)

References (41)
  • 1
    • 85047673373 scopus 로고    scopus 로고
    • Missing data: our view of the state of the art
    • Schafer JL, Graham JW. Missing data: our view of the state of the art. Psychol Methods. 2002;7(2):147–177. http://www.ncbi.nlm.nih.gov/pubmed/12090408. Accessed 22 Mar 2015.
    • (2002) Psychol Methods , vol.7 , Issue.2 , pp. 147-177
    • Schafer, J.L.1    Graham, J.W.2
  • 2
    • 78651256743 scopus 로고    scopus 로고
    • Multiple imputation using chained equations: issues and guidance for practice
    • PID: 21225900
    • White IR, Royston P, Wood AM. Multiple imputation using chained equations: issues and guidance for practice. Stat Med. 2011;30(4):377–99. doi:10.1002/sim.4067.
    • (2011) Stat Med , vol.30 , Issue.4 , pp. 377-399
    • White, I.R.1    Royston, P.2    Wood, A.M.3
  • 3
    • 33748520872 scopus 로고    scopus 로고
    • Review: a gentle introduction to imputation of missing values
    • PID: 16980149
    • Donders AR, van der Heijden GJ, Stijnen T, Moons KG. Review: a gentle introduction to imputation of missing values. J Clin Epidemiol. 2006;59(10):1087–91. doi:10.1016/j.jclinepi.2006.01.014.
    • (2006) J Clin Epidemiol , vol.59 , Issue.10 , pp. 1087-1091
    • Donders, A.R.1    van der Heijden, G.J.2    Stijnen, T.3    Moons, K.G.4
  • 5
    • 84867917862 scopus 로고    scopus 로고
    • Multiple imputation of missing covariates with non-linear effects and interactions: an evaluation of statistical methods
    • PID: 22489953
    • Seaman SR, Bartlett JW, White IR. Multiple imputation of missing covariates with non-linear effects and interactions: an evaluation of statistical methods. BMC Med Res Methodol. 2012;12(1):46. doi:10.1186/1471-2288-12-46.
    • (2012) BMC Med Res Methodol , vol.12 , Issue.1 , pp. 46
    • Seaman, S.R.1    Bartlett, J.W.2    White, I.R.3
  • 6
    • 49449091081 scopus 로고    scopus 로고
    • Use of multiple imputation in the epidemiologic literature
    • PID: 18591202
    • Klebanoff MA, Cole SR. Use of multiple imputation in the epidemiologic literature. Am J Epidemiol. 2008;168(4):355–7. doi:10.1093/aje/kwn071.
    • (2008) Am J Epidemiol , vol.168 , Issue.4 , pp. 355-357
    • Klebanoff, M.A.1    Cole, S.R.2
  • 7
    • 0023716933 scopus 로고
    • Missing data in longitudinal studies
    • COI: 1:STN:280:DyaL1c7nslOjtQ%3D%3D, PID: 3353609
    • Laird NM. Missing data in longitudinal studies. Stat Med. 1988;7(1–2):305–15. doi:10.1002/sim.4780070131.
    • (1988) Stat Med , vol.7 , Issue.1-2 , pp. 305-315
    • Laird, N.M.1
  • 8
    • 84922004876 scopus 로고    scopus 로고
    • A shared parameter model for longitudinal data with missing values
    • Gad AM, Darwish NMM. A shared parameter model for longitudinal data with missing values. Am J Appl Math Stat. 2013;1(2):30–5. doi:10.12691/ajams-1-2-3.
    • (2013) Am J Appl Math Stat. , vol.1 , Issue.2 , pp. 30-35
    • Gad, A.M.1    Darwish, N.M.M.2
  • 10
    • 83655191944 scopus 로고    scopus 로고
    • Accounting for bias due to selective attrition: the example of smoking and cognitive decline
    • PID: 21989136
    • Weuve J, Tchetgen Tchetgen EJ, Glymour MM, et al. Accounting for bias due to selective attrition: the example of smoking and cognitive decline. Epidemiology. 2012;23(1):119–28. doi:10.1097/EDE.0b013e318230e861.
    • (2012) Epidemiology. , vol.23 , Issue.1 , pp. 119-128
    • Weuve, J.1    Tchetgen Tchetgen, E.J.2    Glymour, M.M.3
  • 11
    • 0033847784 scopus 로고    scopus 로고
    • Marginal structural models and causal inference in epidemiology
    • Robins JM, Hernán MA, Brumback B. Marginal structural models and causal inference in epidemiology. Epidemiology. 2000;11(5):550–560. http://www.ncbi.nlm.nih.gov/pubmed/10955408. Accessed 25 Aug 2015.
    • (2000) Epidemiology , vol.11 , Issue.5 , pp. 550-560
    • Robins, J.M.1    Hernán, M.A.2    Brumback, B.3
  • 12
    • 1542373609 scopus 로고    scopus 로고
    • Practice and drop-out effects during a 17-year longitudinal study of cognitive aging
    • Rabbitt P, Diggle P, Holland F, McInnes L. Practice and drop-out effects during a 17-year longitudinal study of cognitive aging. J Gerontol B Psychol Sci Soc Sci. 2004;59(2):P84–P97. http://www.ncbi.nlm.nih.gov/pubmed/15014091. Accessed 13 Aug 2015.
    • (2004) J Gerontol B Psychol Sci Soc Sci , vol.59 , Issue.2 , pp. P84-P97
    • Rabbitt, P.1    Diggle, P.2    Holland, F.3    McInnes, L.4
  • 13
    • 33846228373 scopus 로고    scopus 로고
    • A mixed-effects model for cognitive decline with non-monotone non-response from a two-phase longitudinal study of dementia
    • PID: 16345034
    • Shen C, Gao S. A mixed-effects model for cognitive decline with non-monotone non-response from a two-phase longitudinal study of dementia. Stat Med. 2007;26(2):409–25. doi:10.1002/sim.2454.
    • (2007) Stat Med , vol.26 , Issue.2 , pp. 409-425
    • Shen, C.1    Gao, S.2
  • 14
    • 84892446989 scopus 로고    scopus 로고
    • The potential effects of meditation on age-related cognitive decline: a systematic review
    • PID: 24571182
    • Gard T, Hölzel BK, Lazar SW. The potential effects of meditation on age-related cognitive decline: a systematic review. Ann N Y Acad Sci. 2014;1307:89–103. doi:10.1111/nyas.12348.
    • (2014) Ann N Y Acad Sci , vol.1307 , pp. 89-103
    • Gard, T.1    Hölzel, B.K.2    Lazar, S.W.3
  • 15
    • 33746354337 scopus 로고    scopus 로고
    • Stability of sex differences in cognition in advanced old age: the role of education and attrition
    • Gerstorf D, Herlitz A, Smith J. Stability of sex differences in cognition in advanced old age: the role of education and attrition. J Gerontol B Psychol Sci Soc Sci. 2006;61(4):P245–P249. http://www.ncbi.nlm.nih.gov/pubmed/16855037. Accessed 13 Aug 2015.
    • (2006) J Gerontol B Psychol Sci Soc Sci , vol.61 , Issue.4 , pp. P245-P249
    • Gerstorf, D.1    Herlitz, A.2    Smith, J.3
  • 16
    • 79951982954 scopus 로고    scopus 로고
    • Multiple imputation by chained equations: what is it and how does it work?
    • PID: 21499542
    • Azur MJ, Stuart EA, Frangakis C, Leaf PJ. Multiple imputation by chained equations: what is it and how does it work? Int J Methods Psychiatr Res. 2011;20(1):40–9. doi:10.1002/mpr.329.
    • (2011) Int J Methods Psychiatr Res. , vol.20 , Issue.1 , pp. 40-49
    • Azur, M.J.1    Stuart, E.A.2    Frangakis, C.3    Leaf, P.J.4
  • 17
    • 84941938649 scopus 로고    scopus 로고
    • Analytical results in longitudinal studies depended on target of inference and assumed mechanism of attrition
    • PID: 25920943
    • Jones M, Mishra GD, Dobson A. Analytical results in longitudinal studies depended on target of inference and assumed mechanism of attrition. J Clin Epidemiol. 2015;68(10):1165–75. doi:10.1016/j.jclinepi.2015.03.011.
    • (2015) J Clin Epidemiol , vol.68 , Issue.10 , pp. 1165-1175
    • Jones, M.1    Mishra, G.D.2    Dobson, A.3
  • 18
    • 0024591825 scopus 로고
    • The Atherosclerosis Risk in Communities (ARIC) Study: design and objectives
    • The ARIC investigators
    • The Atherosclerosis Risk in Communities (ARIC) Study: design and objectives. The ARIC investigators. Am J Epidemiol. 1989;129(4):687–702. http://www.ncbi.nlm.nih.gov/pubmed/2646917.
    • (1989) Am J Epidemiol , vol.129 , Issue.4 , pp. 687-702
  • 19
    • 0024501397 scopus 로고
    • A verbal memory test with high predictive accuracy for dementia of the Alzheimer type
    • Knopman DS, Ryberg S. A verbal memory test with high predictive accuracy for dementia of the Alzheimer type. Arch Neurol. 1989;46(2):141–145. http://www.ncbi.nlm.nih.gov/pubmed/2916953.
    • (1989) Arch Neurol , vol.46 , Issue.2 , pp. 141-145
    • Knopman, D.S.1    Ryberg, S.2
  • 20
    • 0003441705 scopus 로고
    • Manual for the wechsler adult intelligence scale
    • Wechsler D. Manual for the wechsler adult intelligence scale, Revised. 1981.
    • (1981) Revised
    • Wechsler, D.1
  • 23
    • 70350665987 scopus 로고    scopus 로고
    • Validation of the telephone interview for cognitive status-modified in subjects with normal cognition, mild cognitive impairment, or dementia
    • PID: 19893327
    • Knopman DS, Roberts RO, Geda YE, et al. Validation of the telephone interview for cognitive status-modified in subjects with normal cognition, mild cognitive impairment, or dementia. Neuroepidemiology. 2010;34(1):34–42. doi:10.1159/000255464.
    • (2010) Neuroepidemiology. , vol.34 , Issue.1 , pp. 34-42
    • Knopman, D.S.1    Roberts, R.O.2    Geda, Y.E.3
  • 26
    • 77951247088 scopus 로고    scopus 로고
    • Longitudinal data with follow-up truncated by death: match the analysis method to research aims
    • PID: 20119502
    • 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. doi:10.1214/09-STS293.
    • (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
  • 27
    • 84919491272 scopus 로고    scopus 로고
    • Diabetes in midlife and cognitive change over 20 years: a cohort study
    • PID: 25437406
    • Rawlings AM, Sharrett AR, Schneider ALC, et al. Diabetes in midlife and cognitive change over 20 years: a cohort study. Ann Intern Med. 2014;161(11):785–93. doi:10.7326/M14-0737.
    • (2014) Ann Intern Med , vol.161 , Issue.11 , pp. 785-793
    • Rawlings, A.M.1    Sharrett, A.R.2    Schneider, A.L.C.3
  • 29
    • 84950452119 scopus 로고
    • Modeling the drop-out mechanism in repeated-measures studies
    • Little RJA. Modeling the drop-out mechanism in repeated-measures studies. J Am Stat Assoc. 1995;90(431):1112. doi:10.2307/2291350.
    • (1995) J Am Stat Assoc , vol.90 , Issue.431 , pp. 1112
    • Little, R.J.A.1
  • 31
    • 84937894556 scopus 로고    scopus 로고
    • Multiple imputation of covariates by fully conditional specification: accommodating the substantive model
    • PID: 24525487
    • Bartlett JW, Seaman SR, White IR, Carpenter JR. Multiple imputation of covariates by fully conditional specification: accommodating the substantive model. Stat Methods Med Res. 2014;. doi:10.1177/0962280214521348.
    • (2014) Stat Methods Med Res
    • Bartlett, J.W.1    Seaman, S.R.2    White, I.R.3    Carpenter, J.R.4
  • 32
    • 33645297145 scopus 로고    scopus 로고
    • Long-term trends in life expectancy and active life expectancy in the United States
    • Manton KG, Gu X, Lamb VL. Long-term trends in life expectancy and active life expectancy in the United States. Popul Dev Rev. 2006;32(1):81–105. doi:10.1111/j.1728-4457.2006.00106.x.
    • (2006) Popul Dev Rev. , vol.32 , Issue.1 , pp. 81-105
    • Manton, K.G.1    Gu, X.2    Lamb, V.L.3
  • 33
    • 0033401413 scopus 로고    scopus 로고
    • Trends in dementia-free life expectancy among elderly members of a large health maintenance organization
    • Sauvaget C, Tsuji I, Haan MN, Hisamichi S. Trends in dementia-free life expectancy among elderly members of a large health maintenance organization. Int J Epidemiol. 1999;28(6):1110–1118. http://www.ncbi.nlm.nih.gov/pubmed/10661655. Accessed 27 June 2016.
    • (1999) Int J Epidemiol , vol.28 , Issue.6 , pp. 1110-1118
    • Sauvaget, C.1    Tsuji, I.2    Haan, M.N.3    Hisamichi, S.4
  • 34
    • 83655198181 scopus 로고    scopus 로고
    • Commentary: weighing up the dead and missing: reflections on inverse-probability weighting and principal stratification to address truncation by death
    • Chaix B, Evans D, Merlo J, Suzuki E.;23(1):129–131; discussion 132–137
    • Chaix B, Evans D, Merlo J, Suzuki E. Commentary: weighing up the dead and missing: reflections on inverse-probability weighting and principal stratification to address truncation by death. Epidemiology. 2012;23(1):129–131; discussion 132–137. doi:10.1097/EDE.0b013e3182319159.
    • (2012) Epidemiology
  • 35
    • 65249094801 scopus 로고    scopus 로고
    • Multiple imputation with large data sets: a case study of the Children’s Mental Health Initiative
    • Stuart EA, Azur M, Frangakis C, Leaf P. Multiple imputation with large data sets: a case study of the Children’s Mental Health Initiative. Am J Epidemiol. 2009;169(9):1133–1139. doi:10.1093/aje/kwp026.
    • (2009) Am J Epidemiol , vol.169 , Issue.9 , pp. 1133-1139
    • Stuart, E.A.1    Azur, M.2    Frangakis, C.3    Leaf, P.4
  • 36
    • 84885377459 scopus 로고    scopus 로고
    • Blood pressure and cognition: factors that may account for their inconsistent association
    • PID: 24030502
    • Power MC, Tchetgen EJ, Sparrow D, Schwartz J, Weisskopf MG. Blood pressure and cognition: factors that may account for their inconsistent association. Epidemiology. 2013;24(6):886–93. doi:10.1097/EDE.0b013e3182a7121c.
    • (2013) Epidemiology. , vol.24 , Issue.6 , pp. 886-893
    • Power, M.C.1    Tchetgen, E.J.2    Sparrow, D.3    Schwartz, J.4    Weisskopf, M.G.5
  • 37
    • 84858861527 scopus 로고    scopus 로고
    • Combining multiple imputation and inverse-probability weighting
    • PID: 22050039
    • Seaman SR, White IR, Copas AJ, Li L. Combining multiple imputation and inverse-probability weighting. Biometrics. 2012;68(1):129–37. doi:10.1111/j.1541-0420.2011.01666.x.
    • (2012) Biometrics. , vol.68 , Issue.1 , pp. 129-137
    • Seaman, S.R.1    White, I.R.2    Copas, A.J.3    Li, L.4
  • 38
    • 84958181256 scopus 로고    scopus 로고
    • Combining inverse probability weighting and multiple imputation to improve robustness of estimation
    • Han P. Combining inverse probability weighting and multiple imputation to improve robustness of estimation. Scand J Stat. 2015;. doi:10.1111/sjos.12177.
    • (2015) Scand J Stat
    • Han, P.1
  • 40
    • 0041333009 scopus 로고    scopus 로고
    • Generalized additive selection models for the analysis of studies with potentially nonignorable missing outcome data
    • Scharfstein DO, Irizarry RA. Generalized additive selection models for the analysis of studies with potentially nonignorable missing outcome data. Biometrics. 2003;59(3):601–613. http://www.ncbi.nlm.nih.gov/pubmed/14601761. Accessed 23 Aug 2015.
    • (2003) Biometrics , vol.59 , Issue.3 , pp. 601-613
    • Scharfstein, D.O.1    Irizarry, R.A.2
  • 41
    • 0030470138 scopus 로고    scopus 로고
    • Basic methods for sensitivity analysis of biases
    • Greenland S. Basic methods for sensitivity analysis of biases. Int J Epidemiol. 1996;25(6):1107–1116. http://www.ncbi.nlm.nih.gov/pubmed/9027513. Accessed 23 Aug 2015.
    • (1996) Int J Epidemiol , vol.25 , Issue.6 , pp. 1107-1116
    • Greenland, S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.