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Volumn 13, Issue 2, 2012, Pages 123-132

Move over LOCF: Principled methods for handling missing data in sleep disorder trials

Author keywords

Last observation carried forward; Longitudinal data; Missing data; Mixed effects models; Multiple imputation; Sleep trials

Indexed keywords

ANALYSIS OF COVARIANCE; ANALYSIS OF VARIANCE; CLINICAL TRIAL (TOPIC); COGNITIVE THERAPY; COMPUTER PROGRAM; FOLLOW UP; INFORMATION PROCESSING; INSOMNIA; LAST OBSERVATION CARRIED FORWARD; METHODOLOGY; MISSING DATA; NOMENCLATURE; PRIMARY MEDICAL CARE; PRIORITY JOURNAL; RANDOMIZED CONTROLLED TRIAL (TOPIC); REVIEW; SLEEP DISORDER; STATISTICAL MODEL; UNCERTAINTY;

EID: 84856485475     PISSN: 13899457     EISSN: 18785506     Source Type: Journal    
DOI: 10.1016/j.sleep.2011.09.007     Document Type: Review
Times cited : (19)

References (31)
  • 1
    • 84856435156 scopus 로고    scopus 로고
    • National Research Council. The prevention and treatment of missing data in clinical trials. Panel on handling missing data in clinical trials. Committee on national statistics, Division of behavioral and social sciences and education. Washington, DC: National Academies Press;
    • National Research Council. The prevention and treatment of missing data in clinical trials. Panel on handling missing data in clinical trials. Committee on national statistics, Division of behavioral and social sciences and education. Washington, DC: National Academies Press; 2010.
    • (2010)
  • 2
    • 65249133964 scopus 로고    scopus 로고
    • Cognitive behavioral therapy for patients with primary insomnia or insomnia associated predominantly with mixed psychiatric disorders: a randomized clinical trial
    • Edinger J.D., Olsen M.K., Stechuchak K.M., et al. Cognitive behavioral therapy for patients with primary insomnia or insomnia associated predominantly with mixed psychiatric disorders: a randomized clinical trial. Sleep 2009, 32(4):499-510.
    • (2009) Sleep , vol.32 , Issue.4 , pp. 499-510
    • Edinger, J.D.1    Olsen, M.K.2    Stechuchak, K.M.3
  • 3
    • 10644222277 scopus 로고    scopus 로고
    • Analyzing incomplete longitudinal clinical trial data
    • Molenberghs G., Thijs H., Jansen I., et al. Analyzing incomplete longitudinal clinical trial data. Biostatistics 2004, 5(3):445-464.
    • (2004) Biostatistics , vol.5 , Issue.3 , pp. 445-464
    • Molenberghs, G.1    Thijs, H.2    Jansen, I.3
  • 4
    • 0026567394 scopus 로고
    • Clinical trials in psychiatry: should protocol deviation censor patient data?
    • [discussion 9-63]
    • Lavori P.W. Clinical trials in psychiatry: should protocol deviation censor patient data?. Neuropsychopharmacology 1992, 6(1):39-48. [discussion 9-63].
    • (1992) Neuropsychopharmacology , vol.6 , Issue.1 , pp. 39-48
    • Lavori, P.W.1
  • 6
    • 65649088288 scopus 로고    scopus 로고
    • Cognitive behavioral therapy, singly and combined with medication, for persistent insomnia: a randomized controlled trial
    • Morin C.M., Vallieres A., Guay B., et al. Cognitive behavioral therapy, singly and combined with medication, for persistent insomnia: a randomized controlled trial. JAMA 2009, 301(19):2005-2015.
    • (2009) JAMA , vol.301 , Issue.19 , pp. 2005-2015
    • Morin, C.M.1    Vallieres, A.2    Guay, B.3
  • 7
    • 46849115148 scopus 로고    scopus 로고
    • Improving sleep quality in older adults with moderate sleep complaints: a randomized controlled trial of Tai Chi Chih
    • Irwin M.R., Olmstead R., Motivala S.J. Improving sleep quality in older adults with moderate sleep complaints: a randomized controlled trial of Tai Chi Chih. Sleep 2008, 31(7):1001-1008.
    • (2008) Sleep , vol.31 , Issue.7 , pp. 1001-1008
    • Irwin, M.R.1    Olmstead, R.2    Motivala, S.J.3
  • 8
    • 31344481723 scopus 로고    scopus 로고
    • Multiple imputation techniques in small sample clinical trials
    • Barnes S.A., Lindborg S.R., Seaman J.W. Multiple imputation techniques in small sample clinical trials. Stat Med 2006, 25(2):233-245.
    • (2006) Stat Med , vol.25 , Issue.2 , pp. 233-245
    • Barnes, S.A.1    Lindborg, S.R.2    Seaman, J.W.3
  • 10
    • 0018346971 scopus 로고
    • Allocation of patients to treatment in clinical-trials
    • Pocock S.J. Allocation of patients to treatment in clinical-trials. Biometrics 1979, 35(1):183-197.
    • (1979) Biometrics , vol.35 , Issue.1 , pp. 183-197
    • Pocock, S.J.1
  • 11
    • 0023509114 scopus 로고
    • Treatment of chronic insomnia by restriction of time in bed
    • Spielman A.J., Saskin P., Thorpy M.J. Treatment of chronic insomnia by restriction of time in bed. Sleep 1987, 10(1):45-56.
    • (1987) Sleep , vol.10 , Issue.1 , pp. 45-56
    • Spielman, A.J.1    Saskin, P.2    Thorpy, M.J.3
  • 12
    • 0024389366 scopus 로고
    • The pittsburgh sleep quality index: a new instrument for psychiatric practice and research
    • Buysse D.J., Reynolds C.F., Monk T.H., Berman S.R., Kupfer D.J. The pittsburgh sleep quality index: a new instrument for psychiatric practice and research. Psychiatry Res 1989, 28(2):193-213.
    • (1989) Psychiatry Res , vol.28 , Issue.2 , pp. 193-213
    • Buysse, D.J.1    Reynolds, C.F.2    Monk, T.H.3    Berman, S.R.4    Kupfer, D.J.5
  • 13
    • 4244117582 scopus 로고    scopus 로고
    • Dysfunctional beliefs and attitudes about sleep questionnaire: preliminary factor analysis
    • Wright H., Lack L., Morin C., Edinger J. Dysfunctional beliefs and attitudes about sleep questionnaire: preliminary factor analysis. Sleep 2000, 22(Suppl.):A396.
    • (2000) Sleep , vol.22 , Issue.SUPPL.
    • Wright, H.1    Lack, L.2    Morin, C.3    Edinger, J.4
  • 15
    • 0004093524 scopus 로고    scopus 로고
    • Sage Publications, Thousand Oaks, CA
    • Allison P.D. Missing data 2001, Sage Publications, Thousand Oaks, CA.
    • (2001) Missing data
    • Allison, P.D.1
  • 17
    • 0042066687 scopus 로고    scopus 로고
    • On the performance of random-coefficient pattern-mixture models for non-ignorable drop-out
    • Demirtas H., Schafer J.L. On the performance of random-coefficient pattern-mixture models for non-ignorable drop-out. Stat Med 2003, 22(16):2553-2575.
    • (2003) Stat Med , vol.22 , Issue.16 , pp. 2553-2575
    • Demirtas, H.1    Schafer, J.L.2
  • 18
    • 0026567395 scopus 로고
    • Clinical-trials in psychiatry - a comment
    • Shrout P.E. Clinical-trials in psychiatry - a comment. Neuropsychopharmacology 1992, 6(1):49-50.
    • (1992) Neuropsychopharmacology , vol.6 , Issue.1 , pp. 49-50
    • Shrout, P.E.1
  • 19
    • 46449085343 scopus 로고    scopus 로고
    • Issues with using baseline in last observation carried forward analysis
    • Julious S.A., Mullee M.A. Issues with using baseline in last observation carried forward analysis. Pharm Stat 2008, 7(2):142-146.
    • (2008) Pharm Stat , vol.7 , Issue.2 , pp. 142-146
    • Julious, S.A.1    Mullee, M.A.2
  • 20
    • 55149092319 scopus 로고    scopus 로고
    • Bias in the last observation carried forward method under informative dropout
    • Saha C., Jones M.P. Bias in the last observation carried forward method under informative dropout. J Stat Plan Infer 2009, 139(2):246-255.
    • (2009) J Stat Plan Infer , vol.139 , Issue.2 , pp. 246-255
    • Saha, C.1    Jones, M.P.2
  • 21
    • 0043198343 scopus 로고    scopus 로고
    • Modern statistical methods for handling missing repeated measurements in obesity trial data: beyond LOCF
    • Gadbury G.L., Coffey C.S., Allison D.B. Modern statistical methods for handling missing repeated measurements in obesity trial data: beyond LOCF. Obes Rev 2003, 4(3):175-184.
    • (2003) Obes Rev , vol.4 , Issue.3 , pp. 175-184
    • Gadbury, G.L.1    Coffey, C.S.2    Allison, D.B.3
  • 22
    • 0023716933 scopus 로고
    • Missing data in longitudinal-studies
    • Laird N.M. Missing data in longitudinal-studies. Stat Med 1988, 7(1-2):305-315.
    • (1988) Stat Med , vol.7 , Issue.1-2 , pp. 305-315
    • Laird, N.M.1
  • 23
    • 0035755636 scopus 로고    scopus 로고
    • A comparison of inclusive and restrictive strategies in modern missing data procedures
    • Collins L.M., Schafer J.L., Kam C.M. A comparison of inclusive and restrictive strategies in modern missing data procedures. Psychol Methods 2001, 6(4):330-351.
    • (2001) Psychol Methods , vol.6 , Issue.4 , pp. 330-351
    • Collins, L.M.1    Schafer, J.L.2    Kam, C.M.3
  • 24
    • 0017133178 scopus 로고
    • Inference and missing data
    • Rubin D.B. Inference and missing data. Biometrika 1976, 63(3):581-590.
    • (1976) Biometrika , vol.63 , Issue.3 , pp. 581-590
    • Rubin, D.B.1
  • 25
    • 84972537494 scopus 로고
    • Multiple-imputation inferences with uncongenial sources of input
    • Meng X.L. Multiple-imputation inferences with uncongenial sources of input. Stat Sci 1994, 9(4):538-558.
    • (1994) Stat Sci , vol.9 , Issue.4 , pp. 538-558
    • Meng, X.L.1
  • 26
    • 0030539070 scopus 로고    scopus 로고
    • Multiple imputation after 18+ years
    • Rubin D.B. Multiple imputation after 18+ years. J Am Stat Assoc 1996, 91(434):473-489.
    • (1996) J Am Stat Assoc , vol.91 , Issue.434 , pp. 473-489
    • Rubin, D.B.1
  • 27
    • 0032219074 scopus 로고    scopus 로고
    • Multiple imputation for multivariate missing-data problems: a data analyst's perspective
    • Schafer J.L., Olsen M.K. Multiple imputation for multivariate missing-data problems: a data analyst's perspective. Multivar Behav Res 1998, 33(4):545-571.
    • (1998) Multivar Behav Res , vol.33 , Issue.4 , pp. 545-571
    • Schafer, J.L.1    Olsen, M.K.2
  • 28
    • 85047673373 scopus 로고    scopus 로고
    • Missing data: our view of the state of the art
    • Schafer J.L., Graham J.W. Missing data: our view of the state of the art. Psychol Methods 2002, 7(2):147-177.
    • (2002) Psychol Methods , vol.7 , Issue.2 , pp. 147-177
    • Schafer, J.L.1    Graham, J.W.2
  • 29
    • 68249114452 scopus 로고    scopus 로고
    • Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls
    • Sterne J.A., White I.R., Carlin J.B., et al. Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls. BMJ 2009, 338:b2393.
    • (2009) BMJ , vol.338
    • Sterne, J.A.1    White, I.R.2    Carlin, J.B.3
  • 30
    • 34250686456 scopus 로고    scopus 로고
    • Multiple imputation: review of theory, implementation and software
    • Harel O., Zhou X.H. Multiple imputation: review of theory, implementation and software. Stat Med 2007, 26(16):3057-3077.
    • (2007) Stat Med , vol.26 , Issue.16 , pp. 3057-3077
    • Harel, O.1    Zhou, X.H.2
  • 31
    • 79551622288 scopus 로고    scopus 로고
    • Addressing missing data in clinical trials
    • Fleming T.R. Addressing missing data in clinical trials. Ann Intern Med 2011, 154(2):113-117.
    • (2011) Ann Intern Med , vol.154 , Issue.2 , pp. 113-117
    • Fleming, T.R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.