Estimating disease progression using panel data

Biostatistics

Volumn 11, Issue 2, 2010, Pages 304-316

  Mandel, Micha ^a  

^a HEBREW UNIVERSITY OF JERUSALEM   (Israel)

Author keywords

Hitting time; Markov model; Multiple sclerosis; Phase type distribution; Progression; Transition model

Indexed keywords

BETA INTERFERON; BETA1A INTERFERON; IMMUNOLOGIC FACTOR;

ALGORITHM; ARTICLE; COMPUTER SIMULATION; CONFIDENCE INTERVAL; DISABILITY; DISEASE COURSE; HOSPITALIZATION; HUMAN; MULTIPLE SCLEROSIS; PHASE 3 CLINICAL TRIAL; PROBABILITY; STATISTICAL MODEL;

ALGORITHMS; CLINICAL TRIALS, PHASE III AS TOPIC; COMPUTER SIMULATION; CONFIDENCE INTERVALS; DISABILITY EVALUATION; DISEASE PROGRESSION; HUMANS; IMMUNOLOGIC FACTORS; INTERFERON-BETA; MARKOV CHAINS; MODELS, STATISTICAL; MULTIPLE SCLEROSIS; PROBABILITY; SEVERITY OF ILLNESS INDEX;

EID: 77749279435     PISSN: 14654644     EISSN: 14684357     Source Type: Journal    
DOI: 10.1093/biostatistics/kxp057     Document Type: Article

References (18)

1. ALBERT, P. S. (1994). A Markov model for sequences of ordinal data from a relapsing-remitting disease. Biometrics 50, 51-60.
2. COOK, R. J., KALBFLEISCH, J. D. AND YI, G. Y. (2002). A generalized mover-stayer model for panel data. Bio-statistics 3, 407-420.
3. DAVISON, A. C. AND HINKLEY, D. V. (1997). Bootstrap Methods and Their Applications. New York: Cambridge University Press.
4. GAUTHIER, S. A., MANDEL, M., GUTTMANN, C. R. G., GLANZ, B. I., KHOURY, S. J., BETENSKY, R. A. AND WEINER, H. L. (2007). Predicting short-term disability in multiple sclerosis. Neurology 68, 2059-2065.
5. GENTLEMAN, R. C. (2006). A user guide to panel. Technical Report 12. New Zealand: Department of Statistics, University of Auckland.
6. GENTLEMAN, R. C., LAWLESS, J. F., LINDSEY, J. C. AND YAN, P. (1994). Multistate Markov-models for analyzing incomplete disease history data with illustrations for HIV disease. Statistics in Medicine 13, 805-821.
7. HOUGAARD, P. (2000). Analysis of Multivariate Survival Data. Berlin: Springer.
8. JACOBS, L. D., COOKFAIR, D. L., RUDICK, R. A. and others (1996). Intramuscular interferon beta-1a for disease progression in relapsing multiple sclerosis. Annals of Neurology 39, 285-294.
9. KALBFLEISCH, J. D. AND LAWLESS, J. F. (1985). The analysis of panel data under a Markov assumption. Journal of the American Statistical Association 80, 863-871.
10. KALBFLEISCH, J. D. AND LAWLESS, J. F. (1989). Some statistical methods for panel life history data. In: Singh, A. and Whitridge, P. (editors), Proceedings of the Statistics Canada Symposium on the Analysis of Data in Time. Ottawa, ON: Statistics Canada, pp. 185-192.
11. KANG, M. AND LAGAKOS, S. W. (2007). Statistical methods for panel data from a semi-Markov process, with application to HPV. Biostatistics 8, 252-264.
12. KOSOROK, M. R. AND CHAO, W.-H. (1995). Further details on the analysis of longitudinal ordinal response data in continuous time. Techincal Report 92, Madison, WI: Department of Biostatistics, University of Wisconsin.
13. KOSOROK, M. R. AND CHAO, W.-H. (1996). The analysis of longitudinal ordinal response data in continuous time. Journal of the American Statistical Association 91, 807-817.
14. MANDEL, M. AND BETENSKY, R. A. (2008). Estimating time-to-event from longitudinal ordinal data using random-effects Markov models: application to multiple sclerosis progression. Biostatistics 9, 750-764.
15. MANDEL, M., GAUTHIER, S. A., GUTTMANN, C. R. G., WEINER, H. L. AND BETENSKY, R. A. (2007). Estimating time to event from longitudinal categorical data: an analysis of multiple sclerosis progression. Journal of the American Statistical Association 102, 1254-1266.
16. NEUTS, M. F. (1981). Matrix-Geometric Solutions in Stochastic Models: An Algorithmic Approach. Baltimore, MD: The Johns Hopkins University Press.
17. NORRIS, J. R. (1997). Markov Chains. Cambridge: Cambridge University Press.
18. RUDICK, R. A., FISHER, E., LEE, J.-C., SIMON, J. AND JACOBS, L. (1999). Use of the brain parenchymal fraction to measure whole brain atrophy in relapsing-remitting MS. Neurology 53, 1698-1704.