메뉴 건너뛰기




Volumn 16, Issue 1, 2013, Pages 164-176

Identifying differential responders and their characteristics in clinical trials: Innovative methods for analyzing longitudinal data

Author keywords

differential responders; heart failure; heterogeneity; mixture model

Indexed keywords

CREATININE; ENALAPRIL; PLACEBO;

EID: 84872695666     PISSN: 10983015     EISSN: 15244733     Source Type: Journal    
DOI: 10.1016/j.jval.2012.08.2215     Document Type: Article
Times cited : (8)

References (40)
  • 1
    • 77953631151 scopus 로고    scopus 로고
    • Who can respond to treatment? Identifying patient characteristics related to heterogeneity of treatment effects
    • S.H. Kaplan, J. Billimek, and D.H. Sorkin Who can respond to treatment? Identifying patient characteristics related to heterogeneity of treatment effects Med Care 48 Suppl 2010 S9 16
    • (2010) Med Care , vol.48 , Issue.SUPPL. , pp. 9-16
    • Kaplan, S.H.1    Billimek, J.2    Sorkin, D.H.3
  • 2
    • 80053383308 scopus 로고    scopus 로고
    • Effects of NSAID treatments on cognitive decline vary by phase of pre-clinical Alzheimer disease: Findings from the randomized controlled ADAPT trial
    • J.S. Leoutsakos, B.O. Muthén, J.C.S. Breitner, and C.G. Lyketsos Effects of NSAID treatments on cognitive decline vary by phase of pre-clinical Alzheimer disease: findings from the randomized controlled ADAPT trial Int J Geriatr Psychiatry 27 2012 364 374
    • (2012) Int J Geriatr Psychiatry , vol.27 , pp. 364-374
    • Leoutsakos, J.S.1    Muthén, B.O.2    Breitner, J.C.S.3    Lyketsos, C.G.4
  • 3
    • 70449359832 scopus 로고    scopus 로고
    • Estimating drug effects in the presence of placebo response: Causal inference using growth mixture modeling
    • B. Muthén, and H.C. Brown Estimating drug effects in the presence of placebo response: causal inference using growth mixture modeling Stat Med 28 2009 3363 3385
    • (2009) Stat Med , vol.28 , pp. 3363-3385
    • Muthén, B.1    Brown, H.C.2
  • 4
    • 80053385628 scopus 로고    scopus 로고
    • General approaches to analysis of course: Applying growth mixture modeling to randomized trials of depression medication
    • P.E. Shrout, Oxford University Press New York
    • B. Muthén, C.H. Brown, and A. Hunter General approaches to analysis of course: applying growth mixture modeling to randomized trials of depression medication P.E. Shrout, Causality and Psychopathology: Finding the Determinants of Disorders and Their Cures 2011 Oxford University Press New York
    • (2011) Causality and Psychopathology: Finding the Determinants of Disorders and Their Cures
    • Muthén, B.1    Brown, C.H.2    Hunter, A.3
  • 5
    • 80053383559 scopus 로고    scopus 로고
    • Application of latent growth and growth mixture modeling to identify and characterize differential responders to treatment for COPD
    • D.E. Stull, I. Wiklund, and R. Gale Application of latent growth and growth mixture modeling to identify and characterize differential responders to treatment for COPD Contemp Clin Trials 32 2011 818 828
    • (2011) Contemp Clin Trials , vol.32 , pp. 818-828
    • Stull, D.E.1    Wiklund, I.2    Gale, R.3
  • 6
    • 12444289440 scopus 로고    scopus 로고
    • Evidence-based medicine, heterogeneity of treatment effects, and the trouble with averages
    • R.L. Kravitz, N. Duan, and J. Braslow Evidence-based medicine, heterogeneity of treatment effects, and the trouble with averages Milbank Q 82 2004 661 687
    • (2004) Milbank Q , vol.82 , pp. 661-687
    • Kravitz, R.L.1    Duan, N.2    Braslow, J.3
  • 7
    • 37749002284 scopus 로고    scopus 로고
    • Analyzing growth and change: Latent variable growth curve modeling with an application to clinical trials
    • D.E. Stull Analyzing growth and change: latent variable growth curve modeling with an application to clinical trials Qual Life Res 17 2008 47 59
    • (2008) Qual Life Res , vol.17 , pp. 47-59
    • Stull, D.E.1
  • 8
    • 69949117230 scopus 로고    scopus 로고
    • Using latent growth curve modelling in clinical treatment research: An example comparing guided self-change and cognitive behavioral therapy treatments for bulimia nervosa
    • S.A. Hardy, and C. Thiels Using latent growth curve modelling in clinical treatment research: an example comparing guided self-change and cognitive behavioral therapy treatments for bulimia nervosa Int J Clin Health Psychol 9 2009 51 71
    • (2009) Int J Clin Health Psychol , vol.9 , pp. 51-71
    • Hardy, S.A.1    Thiels, C.2
  • 9
    • 84863625051 scopus 로고    scopus 로고
    • Assessing the effect of darbepoetin alfa on patient-reported fatigue in chemotherapy-induced anemia in four randomized, placebo-controlled clinical trials
    • D.A. Revicki, D. Stull, and M. Vernon Assessing the effect of darbepoetin alfa on patient-reported fatigue in chemotherapy-induced anemia in four randomized, placebo-controlled clinical trials Qual Life Res 21 2012 311 321
    • (2012) Qual Life Res , vol.21 , pp. 311-321
    • Revicki, D.A.1    Stull, D.2    Vernon, M.3
  • 10
    • 0009835762 scopus 로고    scopus 로고
    • Latent growth modeling of longitudinal data: A finite growth mixture modeling approach
    • F. Li, T.E. Duncan, S.C. Duncan, and A. Acock Latent growth modeling of longitudinal data: a finite growth mixture modeling approach Struct Equ Modeling 8 2001 493 530
    • (2001) Struct Equ Modeling , vol.8 , pp. 493-530
    • Li, F.1    Duncan, T.E.2    Duncan, S.C.3    Acock, A.4
  • 11
    • 65949121222 scopus 로고    scopus 로고
    • An introduction to latent class growth analysis and growth mixture modeling
    • T. Jung, and K.A.S. Wickrama An introduction to latent class growth analysis and growth mixture modeling Soc Personal Psychol Compass 2 2008 302 317
    • (2008) Soc Personal Psychol Compass , vol.2 , pp. 302-317
    • Jung, T.1    Wickrama, K.A.S.2
  • 12
    • 17444413035 scopus 로고    scopus 로고
    • Investigating population heterogeneity with factor mixture models
    • G.H. Lubke, and B. Muthén Investigating population heterogeneity with factor mixture models Psychol Meth 10 2005 21 39
    • (2005) Psychol Meth , vol.10 , pp. 21-39
    • Lubke, G.H.1    Muthén, B.2
  • 13
    • 0009852669 scopus 로고    scopus 로고
    • General growth mixture modeling for randomized preventive interventions
    • M. Muthén, C.H. Brown, and Jo KM Booil General growth mixture modeling for randomized preventive interventions Biostatistics 3 2002 459 475
    • (2002) Biostatistics , vol.3 , pp. 459-475
    • Muthén, M.1    Brown, C.H.2    Booil, J.K.3
  • 14
    • 84995346800 scopus 로고    scopus 로고
    • Growth mixture modeling: Analysis with non-Gaussian random effects
    • Fitzmaurice G, Davidian M, Verbeke G, Molenberghs G, eds. Boca Raton, FL: Chapman & Hall/CRC Press
    • Muthén B, Asparouhov T. Growth mixture modeling: analysis with non-Gaussian random effects. In: Fitzmaurice G, Davidian M, Verbeke G, Molenberghs G, eds., Longitudinal Data Analysis. Boca Raton, FL: Chapman & Hall/CRC Press:143-165
    • Longitudinal Data Analysis , pp. 143-165
    • Muthén, B.1    Asparouhov, T.2
  • 15
    • 0025285390 scopus 로고
    • Studies of Left Ventricular Dysfunction (SOLVD)-rationale, design and methods: Two trials that evaluate the effect of enalapril in patients with reduced ejection fraction
    • SOLVD Investigators
    • SOLVD Investigators Studies of Left Ventricular Dysfunction (SOLVD)-rationale, design and methods: two trials that evaluate the effect of enalapril in patients with reduced ejection fraction Am J Cardiol 66 1990 315 322
    • (1990) Am J Cardiol , vol.66 , pp. 315-322
  • 16
    • 0025913812 scopus 로고
    • Effect of enalapril on survival in patients with reduced left ventricular ejection fractions and congestive heart failure
    • SOLVD Investigators
    • SOLVD Investigators Effect of enalapril on survival in patients with reduced left ventricular ejection fractions and congestive heart failure N Engl J Med 325 1991 293 302
    • (1991) N Engl J Med , vol.325 , pp. 293-302
  • 17
    • 0028064003 scopus 로고
    • Quality of life among 5,025 patients with left ventricular dysfunction randomized between placebo and enalapril: The Studies of Left Ventricular Dysfunction
    • W.J. Rogers, D.E. Johnstone, and S. Yusuf Quality of life among 5,025 patients with left ventricular dysfunction randomized between placebo and enalapril: the Studies of Left Ventricular Dysfunction J Am Coll Cardiol 23 1994 393 400
    • (1994) J Am Coll Cardiol , vol.23 , pp. 393-400
    • Rogers, W.J.1    Johnstone, D.E.2    Yusuf, S.3
  • 18
    • 0034243271 scopus 로고    scopus 로고
    • Psychosocial factors as predictors of functional status at 1 year in patients with left ventricular dysfunction
    • S.P. Clarke, N. Frasure-Smith, F. Lespérance, and M.G. Bourassa Psychosocial factors as predictors of functional status at 1 year in patients with left ventricular dysfunction Res Nurs Health 23 2000 290 300
    • (2000) Res Nurs Health , vol.23 , pp. 290-300
    • Clarke, S.P.1    Frasure-Smith, N.2    Lespérance, F.3    Bourassa, M.G.4
  • 19
    • 0035651294 scopus 로고    scopus 로고
    • Self-report quality of life as a predictor of hospitalization for patients with left ventricular dysfunction: A life course approach
    • D.E. Stull, L.A. Clough, and D. Van Dussen Self-report quality of life as a predictor of hospitalization for patients with left ventricular dysfunction: a life course approach Res Nurs Health 24 2001 460 469
    • (2001) Res Nurs Health , vol.24 , pp. 460-469
    • Stull, D.E.1    Clough, L.A.2    Van Dussen, D.3
  • 20
    • 0031836103 scopus 로고    scopus 로고
    • Comparison of quality of well-being scale and NYHA functional status classification in patients with atrial fibrillation
    • T.G. Ganiats, D.K. Browner, and H.C. Dittrich Comparison of quality of well-being scale and NYHA functional status classification in patients with atrial fibrillation Am Heart J 135 1998 819 824
    • (1998) Am Heart J , vol.135 , pp. 819-824
    • Ganiats, T.G.1    Browner, D.K.2    Dittrich, H.C.3
  • 21
    • 0022715285 scopus 로고
    • The functional status questionnaire: Reliability and validity when used in primary care
    • A.M. Jette, A.R. Davies, and P.D. Cleary The functional status questionnaire: reliability and validity when used in primary care J Gen Intern Med 1 1986 143 149
    • (1986) J Gen Intern Med , vol.1 , pp. 143-149
    • Jette, A.M.1    Davies, A.R.2    Cleary, P.D.3
  • 24
    • 67650706330 scopus 로고    scopus 로고
    • Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives
    • L.T. Hu, and P.M. Bentler Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives Struct Equ Modeling 6 1999 1 55
    • (1999) Struct Equ Modeling , vol.6 , pp. 1-55
    • Hu, L.T.1    Bentler, P.M.2
  • 26
    • 0001233581 scopus 로고
    • Alternative ways of assessing model fit
    • K. Bollen, J. Long, Sage Newbury Park, CA
    • M. Browne, and R. Cudeck Alternative ways of assessing model fit K. Bollen, J. Long, Testing Structural Equation Models 1993 Sage Newbury Park, CA 136 162
    • (1993) Testing Structural Equation Models , pp. 136-162
    • Browne, M.1    Cudeck, R.2
  • 27
    • 41149175664 scopus 로고    scopus 로고
    • Identifying the correct number of classes in growth mixture models
    • G.R. Hancock, K.M. Samuelsen, Charlotte, NC: Information Age Publishing, Inc.
    • D. Tofighi, and C.K. Enders Identifying the correct number of classes in growth mixture models G.R. Hancock, K.M. Samuelsen, Advances in Latent Variable Mixture Models 2008 Charlotte, NC: Information Age Publishing, Inc.
    • (2008) Advances in Latent Variable Mixture Models
    • Tofighi, D.1    Enders, C.K.2
  • 28
    • 77953669834 scopus 로고    scopus 로고
    • Detecting social desirability bias using factor mixture models
    • W.L. Leite, and L.A. Cooper Detecting social desirability bias using factor mixture models Multivariate Behav Res 45 2010 271 293
    • (2010) Multivariate Behav Res , vol.45 , pp. 271-293
    • Leite, W.L.1    Cooper, L.A.2
  • 29
    • 33846951724 scopus 로고    scopus 로고
    • Performance of factor mixture models as a function of model size, covariate effects, and class-specific parameters
    • G. Lubke, and B.O. Muthen Performance of factor mixture models as a function of model size, covariate effects, and class-specific parameters Struct Equ Modeling 14 2007 26 47
    • (2007) Struct Equ Modeling , vol.14 , pp. 26-47
    • Lubke, G.1    Muthen, B.O.2
  • 30
    • 84872722469 scopus 로고    scopus 로고
    • StataCorp version 12.1. College Station, TX: StataCorp
    • StataCorp. Stata version 12.1. College Station, TX: StataCorp.
    • Stata
  • 31
    • 84872732122 scopus 로고    scopus 로고
    • American Heart Association. 2011. [Accessed June 17, 2011]
    • American Heart Association. http://www.heart.org/HEARTORG/Conditions/ HeartFailure/SymptomsDiagnosisofHeartFailure/Ejection-Fraction-Heart-Failure- Measurement-UCM-306339-Article.jsp. 2011. [Accessed June 17, 2011].
  • 32
    • 77953251226 scopus 로고    scopus 로고
    • Differential effects of treatments for chronic depression: A latent growth model reanalysis
    • N. Stulz, M.E. Thase, and D.N. Klein Differential effects of treatments for chronic depression: a latent growth model reanalysis J Consult Clin Psychol 78 2010 409 419
    • (2010) J Consult Clin Psychol , vol.78 , pp. 409-419
    • Stulz, N.1    Thase, M.E.2    Klein, D.N.3
  • 33
    • 36849091981 scopus 로고    scopus 로고
    • Deciding on the number of classes in latent class analysis and growth mixture modeling: A Monte Carlo simulation study
    • K.L. Nylund, T. Asparouhov, and B. Muthén Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study Struct Equ Modeling 14 2007 535 569
    • (2007) Struct Equ Modeling , vol.14 , pp. 535-569
    • Nylund, K.L.1    Asparouhov, T.2    Muthén, B.3
  • 34
    • 0002914202 scopus 로고    scopus 로고
    • Full information estimation in the presence of incomplete data
    • G.A. Marcoulides, R.E. Schumacker, Erlbaum Hillsdale, NJ
    • J.L. Arbuckle Full information estimation in the presence of incomplete data G.A. Marcoulides, R.E. Schumacker, Advanced Structural Equation Modeling: Issues and Techniques 1996 Erlbaum Hillsdale, NJ
    • (1996) Advanced Structural Equation Modeling: Issues and Techniques
    • Arbuckle, J.L.1
  • 36
    • 85047673373 scopus 로고    scopus 로고
    • Missing data: Our view of the state of the art
    • J.L. Schafer, and J.W. Graham Missing data: Our view of the state of the art Psychol Meth 7 2002 147 177
    • (2002) Psychol Meth , vol.7 , pp. 147-177
    • Schafer, J.L.1    Graham, J.W.2
  • 37
    • 79952612356 scopus 로고    scopus 로고
    • Missing not at random models for latent growth curve analyses
    • C. Enders Missing not at random models for latent growth curve analyses Psychol Meth 16 2011 1 16
    • (2011) Psychol Meth , vol.16 , pp. 1-16
    • Enders, C.1
  • 38
    • 77951247088 scopus 로고    scopus 로고
    • Longitudinal data with follow-up truncated by death: Match the analysis method to research aims
    • B.F. Kurland, L.L. Johnson, B.L. Egleston, and P.H. Diehr Longitudinal data with follow-up truncated by death: match the analysis method to research aims Stat Sci 24 2009 211
    • (2009) Stat Sci , vol.24 , pp. 211
    • Kurland, B.F.1    Johnson, L.L.2    Egleston, B.L.3    Diehr, P.H.4
  • 39
    • 33745024041 scopus 로고    scopus 로고
    • Attrition in randomized controlled clinical trials: Methodological issues in psychopharmacology
    • A.C. Leon, C.H. Mallinckrodt, and C. Chuang-Stein Attrition in randomized controlled clinical trials: methodological issues in psychopharmacology Biol Psychiatry 59 2006 1001 1005
    • (2006) Biol Psychiatry , vol.59 , pp. 1001-1005
    • Leon, A.C.1    Mallinckrodt, C.H.2    Chuang-Stein, C.3
  • 40
    • 10644222277 scopus 로고    scopus 로고
    • Analyzing incomplete longitudinal clinical trial data
    • G. Molenberghs, H. Thijs, and I. Jansen Analyzing incomplete longitudinal clinical trial data Biostatistics 5 2004 445 464
    • (2004) Biostatistics , vol.5 , pp. 445-464
    • Molenberghs, G.1    Thijs, H.2    Jansen, I.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.