메뉴 건너뛰기




Volumn 5, Issue 4, 2013, Pages 369-382

Missing Data: Turning Guidance Into Action

Author keywords

Clinical trials; Longitudinal analyses; Sensitivity analyses

Indexed keywords

ARTICLE; CLINICAL TRIAL (TOPIC); DRUG EFFICACY; FOLLOW UP; HUMAN; INFORMATION PROCESSING; MISSING DATA; SENSITIVITY ANALYSIS; TREATMENT OUTCOME;

EID: 84889688387     PISSN: None     EISSN: 19466315     Source Type: Journal    
DOI: 10.1080/19466315.2013.848822     Document Type: Article
Times cited : (41)

References (32)
  • 1
    • 76749124428 scopus 로고    scopus 로고
    • Missing Data in Randomised Controlled Trials-A Practical Guide
    • available at (accessed 23 January 2012)
    • Carpenter, J. R. and Kenward, M. G. 2007. " Missing Data in Randomised Controlled Trials-A Practical Guide ". available at http://missingdata.lshtm.ac.uk/downloads/rm04_jh17_mk.pdf (accessed 23 January 2012)
    • (2007)
    • Carpenter, J.R.1    Kenward, M.G.2
  • 3
    • 78649584235 scopus 로고    scopus 로고
    • Guideline on Missing Data in Confirmatory Clinical Trials
    • Committee for Medicinal Products for Human Use (CHMP), EMA/CPMP/EWP/1776/99 Rev. 1
    • Committee for Medicinal Products for Human Use (CHMP). 2010. " Guideline on Missing Data in Confirmatory Clinical Trials ". EMA/CPMP/EWP/1776/99 Rev. 1
    • (2010)
  • 4
    • 84857643410 scopus 로고    scopus 로고
    • A Method for Increasing the Robustness of Multiple Imputation
    • Daniel, R. and Kenward, M. 2012. A Method for Increasing the Robustness of Multiple Imputation. Computational Statistics and Data Analysis, 56: 1624 - 1643.
    • (2012) Computational Statistics and Data Analysis , vol.56 , pp. 1624-1643
    • Daniel, R.1    Kenward, M.2
  • 6
    • 83055181132 scopus 로고    scopus 로고
    • Assessing the Relationship Between Functional Impairment/Recovery and Depression Severity
    • Guico-Pabia, C., Fayyad, R. and Soares, C. 2011. Assessing the Relationship Between Functional Impairment/Recovery and Depression Severity. International Clinical Psychopharmacology, 27: 1 - 7.
    • (2011) International Clinical Psychopharmacology , vol.27 , pp. 1-7
    • Guico-Pabia, C.1    Fayyad, R.2    Soares, C.3
  • 8
    • 35348894443 scopus 로고    scopus 로고
    • Psychiatric Diagnosis and Clinical Trial Completion Rates: Analysis of the FDA SBA Reports
    • Khan, A., Schwartz, K., Redding, N., Kolts, R. and Brown, W. A. 2007. Psychiatric Diagnosis and Clinical Trial Completion Rates: Analysis of the FDA SBA Reports. Neuropsychopharmacology, 32: 2422 - 2430.
    • (2007) Neuropsychopharmacology , vol.32 , pp. 2422-2430
    • Khan, A.1    Schwartz, K.2    Redding, N.3    Kolts, R.4    Brown, W.A.5
  • 9
    • 79952600996 scopus 로고    scopus 로고
    • Missing Data Handling in Chronic Pain Trials
    • Kim, Y. 2011. Missing Data Handling in Chronic Pain Trials. Journal of Biopharmaceutical Statistics, 21: 311 - 325.
    • (2011) Journal of Biopharmaceutical Statistics , vol.21 , pp. 311-325
    • Kim, Y.1
  • 10
    • 46449124620 scopus 로고    scopus 로고
    • Handling Drop-out in Longitudinal Clinical Trials: A Comparison of the LOCF and MMRM Approaches
    • Lane, P. W. 2008. Handling Drop-out in Longitudinal Clinical Trials: A Comparison of the LOCF and MMRM Approaches. Pharmaceutical Statistics, 7: 93 - 106.
    • (2008) Pharmaceutical Statistics , vol.7 , pp. 93-106
    • Lane, P.W.1
  • 11
    • 0030460385 scopus 로고    scopus 로고
    • Intention-to-Treat Analysis for Longitudinal Studies With Drop-Outs
    • Little, R. and Yau, L. 1996. Intention-to-Treat Analysis for Longitudinal Studies With Drop-Outs. Biometrics, 52: 1324 - 1333.
    • (1996) Biometrics , vol.52 , pp. 1324-1333
    • Little, R.1    Yau, L.2
  • 13
    • 68549130716 scopus 로고    scopus 로고
    • Conceptual Considerations Regarding Choice of Endpoints, Hypotheses, and Analyses in Longitudinal Clinical Trials
    • Mallinckrodt, C. H. and Kenward, M. G. 2009. Conceptual Considerations Regarding Choice of Endpoints, Hypotheses, and Analyses in Longitudinal Clinical Trials. Drug Information Journal, 43: 449 - 458.
    • (2009) Drug Information Journal , vol.43 , pp. 449-458
    • Mallinckrodt, C.H.1    Kenward, M.G.2
  • 14
    • 47149084982 scopus 로고    scopus 로고
    • Recommendations for the Primary Analysis of Continuous Endpoints in Longitudinal Clinical Trials
    • Mallinckrodt, C. H., Lane, P. W., Schnell, D., Peng, Y. and Mancuso, J. P. 2008. Recommendations for the Primary Analysis of Continuous Endpoints in Longitudinal Clinical Trials. Drug Information Journal, 42: 305 - 319.
    • (2008) Drug Information Journal , vol.42 , pp. 305-319
    • Mallinckrodt, C.H.1    Lane, P.W.2    Schnell, D.3    Peng, Y.4    Mancuso, J.P.5
  • 15
    • 84868655035 scopus 로고    scopus 로고
    • A Structured Approach to Choosing Estimands and Estimators in Longitudinal Clinical Trials
    • Mallinckrodt, C. H., Lin, Q., Lipkovich, I. and Molenberghs, G. 2012. A Structured Approach to Choosing Estimands and Estimators in Longitudinal Clinical Trials. Pharmaceutical Statistics, 11: 456 - 461.
    • (2012) Pharmaceutical Statistics , vol.11 , pp. 456-461
    • Mallinckrodt, C.H.1    Lin, Q.2    Lipkovich, I.3    Molenberghs, G.4
  • 16
    • 12944268752 scopus 로고    scopus 로고
    • The Efficacy of Duloxetine: A Comprehensive Summary of Results From MMRM and LOCF in Eight Clinical Trials
    • Mallinckrodt, C. H., Raskin, J., Wohlreich, M. M., Watkin, J. G. and Detke, M. J. 2004. The Efficacy of Duloxetine: A Comprehensive Summary of Results From MMRM and LOCF in Eight Clinical Trials. BMC Psychiatry, 4: 26
    • (2004) BMC Psychiatry , vol.4 , pp. 26
    • Mallinckrodt, C.H.1    Raskin, J.2    Wohlreich, M.M.3    Watkin, J.G.4    Detke, M.J.5
  • 17
    • 77958127034 scopus 로고    scopus 로고
    • Are Treatment Preferences Relevant in Response to Serotonergic Antidepressants and Cognitive-Behavioral Therapy in Depressed Primary Care Patients? Results From a Randomized Controlled Trial Including a Patients' Choice Arm, Psychother
    • Mergl, R., Henkel, V., Allgaier, A., Kramer, D., Hautzinger, M., Kohnen, R., Coyne, J. and Hegerl, U. 2011. Are Treatment Preferences Relevant in Response to Serotonergic Antidepressants and Cognitive-Behavioral Therapy in Depressed Primary Care Patients? Results From a Randomized Controlled Trial Including a Patients' Choice Arm, Psychother. Psychosomatic, 80: 39 - 47.
    • (2011) Psychosomatic , vol.80 , pp. 39-47
    • Mergl, R.1    Henkel, V.2    Allgaier, A.3    Kramer, D.4    Hautzinger, M.5    Kohnen, R.6    Coyne, J.7    Hegerl, U.8
  • 20
    • 79952576381 scopus 로고    scopus 로고
    • 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
    • National Research Council, Washington, DC, Washington, DC,: The National Academies Press
    • National Research Council. 2010. " 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: The National Academies Press.
    • (2010)
  • 21
    • 84857231864 scopus 로고    scopus 로고
    • The Prevention and Treatment of Missing Data in Clinical Trials: An FDA Perspective on the Importance of Dealing With It
    • O'Neill, R. T. and Temple, R. 2012. The Prevention and Treatment of Missing Data in Clinical Trials: An FDA Perspective on the Importance of Dealing With It. Clinical Pharmacology and Therapeutics, 91: 550 - 554. doi: 10.1038/clpt.2011.340
    • (2012) Clinical Pharmacology and Therapeutics , vol.91 , pp. 550-554
    • O'Neill, R.T.1    Temple, R.2
  • 22
    • 68549120951 scopus 로고    scopus 로고
    • Dealing With the Missing Data Challenge in Clinical Trials
    • Permutt, T. and Pinheiro, J. 2009. Dealing With the Missing Data Challenge in Clinical Trials. Drug Information Journal, 43: 403 - 408.
    • (2009) Drug Information Journal , vol.43 , pp. 403-408
    • Permutt, T.1    Pinheiro, J.2
  • 23
    • 84858321399 scopus 로고    scopus 로고
    • Implementation of Pattern-Mixture Models Using Standard SAS/STAT Procedures
    • Available at (accessed October 4, 2011)
    • Ratitch, B. and O'Kelly, M. 2011. Implementation of Pattern-Mixture Models Using Standard SAS/STAT Procedures. PharmaSUG, Available at http://pharmasug.org/proceedings/2011/SP/PharmaSUG-2011-SP04.pdf (accessed October 4, 2011)
    • (2011) PharmaSUG
    • Ratitch, B.1    O'Kelly, M.2
  • 24
  • 25
    • 84950421496 scopus 로고
    • Analysis of Semiparametric Regression Models for Repeated Outcomes in the Presence of Missing Data
    • Robins, J. M., Rotnizky, A. and Zhao, L. P. 1995. Analysis of Semiparametric Regression Models for Repeated Outcomes in the Presence of Missing Data. Journal of the American Statistical Association, 90: 106 - 121.
    • (1995) Journal of the American Statistical Association , vol.90 , pp. 106-121
    • Robins, J.M.1    Rotnizky, A.2    Zhao, L.P.3
  • 26
    • 84889667615 scopus 로고    scopus 로고
    • Sensitivity Analysis for Longitudinal Studies With Withdrawal
    • Abstract at (accessed 23 January 2012)
    • Roger, J., Ritchie, S., Donovan, C. and Carpenter, J. Sensitivity Analysis for Longitudinal Studies With Withdrawal. PSI Conference, Abstract at http://www.psiweb.org/docs/2008finalprogramme.pdf (accessed 23 January 2012)
    • PSI Conference
    • Roger, J.1    Ritchie, S.2    Donovan, C.3    Carpenter, J.4
  • 28
    • 63549149056 scopus 로고    scopus 로고
    • SAS Institute Inc, Cary, NC, Cary, NC,: SAS Institute Inc
    • SAS Institute Inc. 2008. SAS/STAT® 9.2. User's Guide, Cary, NC: SAS Institute Inc.
    • (2008) SAS/STAT® 9.2. User's Guide
  • 29
    • 60749108941 scopus 로고    scopus 로고
    • MMRM vs. LOCF: A Comprehensive Comparison Based on Simulation Study and 25 NDA Datasets
    • Siddiqui, O., Hung, H. M. and O'Neill, R. O. 2009. MMRM vs. LOCF: A Comprehensive Comparison Based on Simulation Study and 25 NDA Datasets. Journal of Biopharmaceutical Statistics, 19: 227 - 246.
    • (2009) Journal of Biopharmaceutical Statistics , vol.19 , pp. 227-246
    • Siddiqui, O.1    Hung, H.M.2    O'Neill, R.O.3
  • 30
    • 84889659626 scopus 로고    scopus 로고
    • Placebo Multiple Imputation: A New Approach to Sensitivity Analyses for Incomplete Longitudinal Clinical Trial Data
    • Submitted
    • Teshome, B., Lipkovich, I., Molenberghs, G. and Mallinckrodt, C. H. 2013. Placebo Multiple Imputation: A New Approach to Sensitivity Analyses for Incomplete Longitudinal Clinical Trial Data. Submitted
    • (2013)
    • Teshome, B.1    Lipkovich, I.2    Molenberghs, G.3    Mallinckrodt, C.H.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.