Longitudinal beta regression models for analyzing health-related quality of life scores over time

BMC Medical Research Methodology

Volumn 12, Issue , 2012, Pages

  Hunger, Matthias ^a   Döring, Angela ^a   Holle, Rolf ^a  

^a INSTITUTE OF EPIDEMIOLOGY   (Germany)

Author keywords

Beta regression; Health related quality of life; Longitudinal study; Marginal model; Mixed model

Indexed keywords

AGED; ARTICLE; CEREBROVASCULAR ACCIDENT; DIABETES MELLITUS; FEMALE; HEALTH; HEALTH STATUS; HUMAN; LONGITUDINAL STUDY; MALE; MIDDLE AGED; QUALITY OF LIFE; QUESTIONNAIRE; REGRESSION ANALYSIS; STATISTICAL MODEL; STATISTICS;

AGED; DIABETES MELLITUS; FEMALE; HEALTH; HEALTH STATUS; HUMANS; LINEAR MODELS; LONGITUDINAL STUDIES; MALE; MIDDLE AGED; QUALITY OF LIFE; QUESTIONNAIRES; REGRESSION ANALYSIS; STROKE;

EID: 84866182969     PISSN: None     EISSN: 14712288     Source Type: Journal    
DOI: 10.1186/1471-2288-12-144     Document Type: Article

References (46)

1. Reporting quality of life in clinical trials: a CONSORT extension. Calvert M, Blazeby J, Revicki D, Moher D, Brundage M, Lancet 2011 378 9804 1684 1685
2. Comparison of population health status in six european countries: results of a representative survey using the EQ-5D questionnaire. Konig HH, Bernert S, Angermeyer MC, Matschinger H, Martinez M, Vilagut G, Haro JM, de Girolamo G, de Graaf R, Kovess V, Alonso J, Med Care 2009 47 2 255 261
3. Regression estimators for generic health-related quality of life and quality-adjusted life years. Basu A, Manca A, Med Decis Making 2012 32 1 56 69
4. Analysis of health utility data when some subjects attain the upper bound of 1: are Tobit and CLAD models appropriate? Pullenayegum EM, Tarride JE, Xie F, Goeree R, Gerstein HC, O'Reilly D, Value Health 2010 13 4 487 494
5. A comparison of methods for analyzing health-related quality-of-life measures. Austin PC, Value Health 2002 5 4 329 337 (Pubitemid 36998745)
6. Some methodological issues with the analysis of preference-based EQ-5D index score. Li L, Fu AZ, Health Serv Outcomes Res Method 2009 9 162 176
7. Beta Regression or Modeling Rates and Proportions. Ferrari SLP, Cribari-Neto F, J Appl Statist 2004 31 7 799 815 (Pubitemid 39173835)
8. A better lemon squeezer? Maximum-likelihood regression with beta-distributed dependent variables. Smithson M, Verkuilen J, Psychol Methods 2006 11 1 54 71 (Pubitemid 44084651)
9. Recovery rates, default probabilities and the credit cycle. Bruche M, González-Aguado C, J Banking Finance 2010 34 4 754 764
10. Analysis of SF-6D index data: is beta regression appropriate? Hunger M, Baumert J, Holle R, Value Health 2011 14 5 759 767
11. Health-related quality of life after cardiac surgery. Koch CG, Khandwala F, Blackstone EH, Semin Cardiothorac Vasc Anesth 2008 12 3 203 217
12. Repeated measures ANOVA, R.I.P.? McCulloch CE, Chance 2005 18 3 29 33
13. Wearing hip protectors does not reduce health-related quality of life in older people. Schaafsma FG, Kurrle SE, Quine S, Lockwood K, Cameron ID, Age Ageing 2012 41 1 121 125
14. Longitudinal health-related quality of life outcomes and related factors after pediatric SCT. Barrera M, Atenafu E, Hancock K, Bone Marrow Transplant 2009 44 4 249 256
15. Using individual growth model to analyze the change in quality of life from adolescence to adulthood. Chen H, Cohen P, Health Qual Life Outcomes 2006 4 10
16. Mixed and mixture regression models for continuous bounded responses using the beta distribution. Verkuilen J, Smithson M, J Educ Behav Stat 2012 37 1 82 113
17. Modeling change in skewed variables using mixed beta regression models. Zimprich D, Res Hum Dev 2010 7 1 9 26
18. Fitzmaurice GM, Laird NM, Ware JH, Applied Longitudinal Analysis Wiley, New York 2 2011
19. Comparison of population-averaged and subject-specific approaches for analyzing repeated binary outcomes. Hu FB, Goldberg J, Hedeker D, Flay BR, Pentz MA, Am J Epidemiol 1998 147 7 694 703 (Pubitemid 28180313)
20. KORA-a research platform for population based health research. Holle R, Happich M, Lowel H, Wichmann HE, Gesundheitswesen 2005 67 Suppl 1 19 25
21. The estimation of a preference-based measure of health from the SF-12. Brazier JE, Roberts J, Med Care 2004 42 9 851 859 (Pubitemid 39456916)
22. The stroke impact scale version 2.0. evaluation of reliability, validity, and sensitivity to change. Duncan PW, Wallace D, Lai SM, Johnson D, Embretson S, Laster LJ, Stroke 1999 30 10 2131 2140 (Pubitemid 29473260)
23. Validity, reliability and responsiveness of the EQ-5D in German stroke patients undergoing rehabilitation. Hunger M, Sabariego C, Stollenwerk B, Cieza A, Leidl R, Qual Life Res 2011 21 7 1205 1216
24. Current trends in the length of stay in neurological early rehabilitation. Rollnik JD, Janosch U, Dtsch Arztebl Int 2010 107 16 286 292
25. Brown LD, Fundamentals of statistical exponential families: with applications in statistical decision theory. Volume 9 Hayward, California: Institute of Mathematical Statistics-Lecture Notes 1986
26. Beta Regression in R. Cribari-Neto F, Zeileis A, J Stat Softw 2010 34 2 1 24
27. The statistical analysis of compositional data. Aitchison J, J Roy Stat Soc B Met 1982 44 2 139 177
28. Choosing marginal or random-effects models for longitudinal binary responses: application to self-reported disability among older persons. Carriere I, Bouyer J, BMC Med Res Methodol 2002 2 15
29. Fixed effects, random effects and GEE: what are the differences? Gardiner JC, Luo Z, Roman LA, Stat Med 2009 28 2 221 239
30. The impact of literacy on health-related quality of life measurement and outcomes in cancer outpatients. Hahn EA, Cella D, Dobrez DG, Weiss BD, Du H, Lai JS, Victorson D, Garcia SF, Qual Life Res 2007 16 3 495 507 (Pubitemid 46363688)
31. Utility values for symptomatic non-severe hypoglycaemia elicited from persons with and without diabetes in Canada and the United Kingdom. Levy AR, Christensen TL, Johnson JA, Health Qual Life Outcomes 2008 6 73
32. Econometric methods for fractional response variables with an application to 401(k) plan participation rates. Papke LE, Wooldridge JM, J Appl Econometrics 1996 11 619 632
33. Longitudinal Data Analysis Using Generalized Linear Models. Liang KY, Zeger S, Biometrika 1986 73 1 13 22
34. Longitudinal data analysis for discrete and continuous outcomes. Zeger SL, Liang KY, Biometrics 1986 42 1 121 130
35. Molenberghs G, Verbeke G, Models for Discrete Longitudinal Data New York: Springer 2005
36. Missing data methods in longitudinal studies: a review. Ibrahim JG, Molenberghs G, Test (Madr) 2009 18 1 1 43
37. Little RJA, Rubin DB, Statistical analysis with missing data New York: Wiley 2 2002
38. Review of software to fit generalized estimating equation (gee) regression models. Horton NJ, Lipsitz SR, Am Stat 1999 53 160 169
39. GEE with Gaussian estimation of the correlations when data are incomplete. Lipsitz SR, Molenberghs G, Fitzmaurice GM, Ibrahim J, Biometrics 2000 56 2 528 536 (Pubitemid 30422645)
40. Analysis of semiparametric regression models for repeated outcomes in the presence of missing data. Robins JM, Rotnitzky A, Zhao LP, J Am Stat Assoc 1995 90 429 106 121
41. Generalized linear mixed models: a review and some extensions. Dean CB, Nielsen JD, Lifetime Data Anal 2007 13 4 497 512
42. Cox DR, Snell EJ, Analysis of Binary Data Boca Raton: Chapman & Hall 2 1989
43. On beta regression residuals. Espinheira PL, Ferrari SLP, Cribari-Neto F, J Appl Statist 2008 35 407 419
44. Recovery of functional status after stroke. a postrehabilitation follow-up study. Ferrucci L, Bandinelli S, Guralnik JM, Lamponi M, Bertini C, Falchini M, Baroni A, Stroke 1993 24 2 200 205 (Pubitemid 23043456)
45. Prognosis and prognostic factors in ADL-dependent stroke patients during their first in-patient rehabilitation-a prospective multicentre study. Frank B, Schlote A, Hasenbein U, Wallesch CW, Disabil Rehabil 2006 28 21 1311 1318 (Pubitemid 44530417)
46. Longitudinal changes in health-related quality of life of people with diabetes compared to those without chronic conditions. Johnson JA, Pickard AS, Conner-Spady B, Proceedings of the 17th EuroQol Plenary Meeting Pamplona, Spain, Badia X, 2010 193 206