Joint modeling of self-rated health and changes in physical functioning

Journal of the American Statistical Association

Volumn 104, Issue 487, 2009, Pages 912-928

  Hubbard, Rebecca A ^a   Inoue, Lurdes Y T ^b,c   Diehr, Paula ^b  

^a CENTER FOR HEALTH STUDIES   (United States)

^b UNIVERSITY OF WASHINGTON   (United States)

^c Fred Hutchinson Cancer Research Center   (United States)

Author keywords

Disability; Functional status; Joint modeling; Markov process; Nonhomogeneous; Self rated health

Indexed keywords

EID: 70349767335     PISSN: 01621459     EISSN: None     Source Type: Journal    
DOI: 10.1198/jasa.2009.ap08423     Document Type: Article

References (32)

1. Anderson, R. T., James, M. K., Miller, M. E., Worley, A. S., and Longino, C. F. (1998), "The Timing of Change: Patterns in Transitions in Functional Status Among Elderly Persons, " Journal of Gerontology, 53B, S17-S27.
2. Bailis, D. S., Segall, A., and Chipperfield, J. G. (2003), "Two Views of Self- Rated General Health Status, " Social Science and Medicine, 56, 203-217.
3. Beckett, L. A., Brock, D. B., Lemke, J. H., deLeon, C. F. M., Guralnik, J. M., Fillenbaum, G. G., Branch, L. G., Wetle, T. T., and Evans, D. A. (1996), "Analysis of Change in Self-Reported Physical Function Among Older Persons in Four Population Studies, " American Journal of Epidemiology, 143, 766-778.
4. Benyamini, Y., and Idler, E. L. (1999), "Community Studies Reporting Association Between Self-Rated Health and Mortality, Additional Studies, 1995 to 1998, " Research on Aging, 21, 392-401.
5. Cox, D. R., and Miller, H. D. (1965), The Theory of Stochastic Processes, New York: Chapman & Hall.
6. Diehr, P., Williamson, J., Patrick, D. L., Bild, D. E., and Burke, G. L. (2001), "Patterns of Self-Rated Health in Older Adults Before and After Sentinel Health Events, " Journal of the American Geriatrics Society, 49, 36-44.
7. Ferraro, K. F., and Wilmoth, J. M. (2000), "Measuring Morbidity: Disease Counts, Binary Variables, and Statistical Power, " Journals of Gerontology, Series B, 55, S173-S189.
8. Ferraro, K., Farmer, M., and Wybraniec, J. (1997), "Health Trajectories: Long- Term Dynamics Among Black and White Adults, " American Sociological Association, 38, 38-54.
9. Fonda, S. J., Clipp, E. C., and Maddox, G. L. (2002), "Patterns in Functioning Among Residents of an Affordable Assisted Living Housing Facility, " Gerontologist, 42, 178-187.
10. Fried, L. P., Borhani, N. O., Enright, P., Furberg, C. D., Gardin, J.M., Kronmal, R. A., Kuller, L. H., Manolio, T. A., Mittelmark, M. B., and Newman, A. (1991), "The Cardiovascular Health Study: Design and Rationale, " Annals of Epidemiology, 1, 263-276.
11. Gentleman, R. G., Lawless, J. F., Lindsey, J., and Yan, P. (1994), "Multistate Markov Models for Analysing Incomplete Disease History Data, With Illustrations for HIV Disease, " Statistics in Medicine, 13, 805-821.
12. Hosmer, D.W., and Lemeshow, S. (1980), "Goodness of Fit Tests for the Multiple Logistic Regression Model, " Communications in Statistics-Theory and Methods, 9, 1043-1069.
13. Hubbard, R. A. (2007), "Modeling a Non-Homogeneous Markov Process via Time Transformation, " unpublished doctoral thesis, University ofWashington.
14. Hubbard, R. A., Inoue, L. Y. T., and Fann, J. R. (2008), "Modeling a Non- Homogeneous Markov Process via Time Transformation, " Biometrics, 64, 843-850.
15. Idler, E. L., and Benyamini, Y. (1997), "Self-Rated Health andMortality: A Review of Twenty-Seven Community Studies, " Journal of Health and Social Behavior, 38, 21-37.
16. Idler, E. L., Russell, L. B., and Davis, D. (2000), "Survival, Functional Limitations, and Self-Rated Health in the NHANES I Epidemiologic Follow-up Study, 1992, " American Journal of Epidemiology, 152, 874-883.
17. Izmirlian, G., Brock, D., Ferrucci, L., and Phillips, C. (2000), "Active Life Expectancy From Annual Follow-up Data With Missing Responses, " Biometrics, 56, 244-248.
18. Kalbfleisch, J. D., and Lawless, J. F. (1985), "The Analysis of Panel Data Under aMarkov Assumption, " Journal of the American Statistical Association, 80, 863-871.
19. Kay, R. (1986), "A Markov Model for Analysing Cancer Markers and Disease States in Survival Studies, " Biometrics, 42, 855-865.
20. Klein, J. P., Klotz, J. H., and Grever, M. R. (1984), "A Biological Marker Model for Predicting Disease Transitions, " Biometrics, 40, 927-936.
21. Leinonen, R., Heikkinen, E., and Jylha, M. (2001), "Predictors of Decline in Self-Assessments of Health Among Older People-A 5-Year Longitudinal Study, " Social Science and Medicine, 52, 1329-1341.
22. Liang, J., Shaw, B. A., Bennett, J. M., and Krause, N. (2007), "Intertwining Courses of Functional Status and Subjective Health Among Older Japanese, " Journals of Gerontology, Series B, 62, S340-S348.
23. Manor, O., Matthews, S., and Power, C. (2000), "Dichotomous or Categorical Response? Analysing Self-Rated Health and Lifetime Social Class, " International Journal of Epidemiology, 29, 149-157.
24. Miller, T. R., and Wolinsky, F. D. (2007), "Self-Rated Health Trajectories and Mortality Among Older Adults, " Journal of Gerontology, 62B, S22-S27.
25. Mor, V., Wilcox, V., Rakowski, W., and Hiris, J. (1994), "Functional Transitions Among the Elderly-Patterns, Predictors, and Related Hospital Use, " American Journal of Public Health, 84, 1274-1280.
26. Pan, S. L., Wu, H. M., Yen, A. M. F., and Chen, T. H. H. (2007), "A Markov Regression Random-Effects Model for Remission of Functional Disability in Patients Following a First Stroke: A Bayesian Approach, " Statistics in Medicine, 26, 5335-5353.
27. Peres, K., Verret, C., Alioum, A., and Barberger-Gateau, P. (2005), "The Disablement Process: Factors Associated With Progression of Disability and Recovery in French Elderly People, " Disability and Rehabilitation, 27, 263-276.
28. Perez-Ocon, R., Ruiz-Castro, J. E., and Gamiz-Perez, M. L. (2001), "Non- Homogeneous Markov Models in the Analysis of Survival After Breast Cancer, " Journal of the Royal Statistical Society, Ser. C, 50, 111-124.
29. Porell, F. W., and Wiltiades, H. B. (2001), "Disability Outcomes of Older Medicare HMO Enrollees and Fee-for-Service Medicare Beneficiaries, " Journal of the American Geriatrics Society, 49, 615-631.
30. Shooshtari, S., Menec, V., and Tate, R. (2007), "Comparing Predictors of Positive and Negative Self-Rated Health Between Younger (25-54) and Older (55+) Canadian Adults-A Longitudinal Study of Well-Being, " Research on Aging, 29, 512-554.
31. Strawbridge, W. J., Kaplan, G. A., Camacho, T., and Cohen, R. D. (1992), "The Dynamics of Disability and Functional Change in an Elderly Cohort: Results Form the Alameda County Study, " Journal of the American Geriatrics Society, 40, 799-806.
32. Tsiatis, A. A., and Davidian, M. (2004), "Joint Modeling of Longitudinal and Time-to-Event Data: An Overview, " Statistica Sinica, 14, 809-834. (Pubitemid 39499214)