Joint Modeling of Longitudinal and Time-to-Event Data

Software/Programs to Fit Joint Models

Author Book or Article Programming Language Book Example (Link to Download Code)
Li, N., Elashoff, R. M., Li, G., and Saver, J. Joint modeling of longitudinal ordinal data and competing risks survival times and analysis of the NINDS rt‐PA stroke trial. Statistics in medicine, 29(5), 546-557. C Download C code
Rizopoulos, D. [138] Joint models for longitudinal and time-to-event data with applications in R. CRC Press, 2012 The R package JM Download JM package
Li, Z., Tosteson, T.D. and Bakitas, M.A. [108] Joint modeling quality of life and survival using a terminal decline model in palliative care studies. Statistics in Medicine (2013) 32, 1394-1406. SAS The Enable II Study (Example 4.7)
Diggle, P. and Kenward, M.G. [37] Informative drop-out in longitudinal data analysis. Applied Statistics (1994) 43, 49-93 SAS The Milk Protein Trial (Example 4.8)
Sun, J., Sun, L. and Liu, D. [155] Regression analysis of longitudinal data in the presence of informative observation and censoring times. Journal of the American Statistical Association (2007) 102, 1397-1406. Matlab and Fortran The Bladder Cancer Study (Example 4.16)
Elashoff, R., Li, G. and Li, N. [43] A joint model for longitudinal measurements and survival data in the presence of multiple failure types. Biometrics (2008) 64, 762-771. C The Scleroderma Lung Study (Example 5.1)
Rizopoulos, D. and Ghosh, P. [139] A Bayesian semiparametric multivariate joint model for multiple longitudinal outcomes and a time-to-event. Statistics in Medicine (2011) 30, 1366-1380. R and WinBUGS/JAGS The Renal Graft Failure Study (Example 6.1)
Proust-Lima, C., et al. [132] Joint modelling of multivariate longitudinal outcomes and a time-to-event: A nonlinear latent class approach. Computational Statistics and Data Analysis (2009) 53, 1142-1154. Fortran90 The PAQUID Study (Example 6.2)
Xu, C., Hadjipantelis, P. and Wang, J. Semiparametric Joint Modeling of Survival and Longitudinal Data The R package JSM Download JSM package