American Journal of Epidemiology Advance Access published online on September 17, 2007
American Journal of Epidemiology, doi:10.1093/aje/kwm231
| ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Invited Commentary: Effect Modification by Time-varying Covariates
1 Department of Epidemiology, Harvard School of Public Health, Boston, MA
2 Department of Biostatistics, Harvard School of Public Health, Boston, MA
3 Department of Economics, Universidad Di Tella, Buenos Aires, Argentina
Correspondence to Dr. Miguel A. Hernán, Department of Epidemiology, Harvard School of Public Health, 677 Huntington Avenue, Boston, MA 02115 (e-mail: miguel_hernan{at}post.harvard.edu).
Received for publication November 21, 2006. Accepted for publication March 9, 2007.
Marginal structural models (MSMs) allow estimation of effect modification by baseline covariates, but they are less useful for estimating effect modification by evolving time-varying covariates. Rather, structural nested models (SNMs) were specifically designed to estimate effect modification by time-varying covariates. In their paper, Petersen et al. (Am J Epidemiol 2007;000:000–00) describe history-adjusted MSMs as a generalized form of MSM and argue that history-adjusted MSMs allow a researcher to easily estimate effect modification by time-varying covariates. However, history-adjusted MSMs can result in logically incompatible parameter estimates and hence in contradictory substantive conclusions. Here the authors propose a more restrictive definition of history-adjusted MSMs than the one provided by Petersen et al. and compare the advantages and disadvantages of using history-adjusted MSMs, as opposed to SNMs, to examine effect modification by time-dependent covariates.
causality; confounding factors (epidemiology); longitudinal studies; nested model; observational data; structural model; time-dependent covariate
Abbreviations: MSM, marginal structural model; SNM, structural nested model
![]()
CiteULike
Connotea
Del.icio.us What's this?
This article has been cited by other articles:
![]() |
R. W. Platt, E. F. Schisterman, and S. R. Cole Time-modified Confounding Am. J. Epidemiol., September 15, 2009; 170(6): 687 - 694. [Abstract] [Full Text] [PDF] |
||||
![]() |
M. L. Petersen and M. J. van der Laan Petersen et al. Respond to "Effect Modification by Time-varying Covariates" Am. J. Epidemiol., November 1, 2007; 166(9): 1003 - 1004. [Full Text] [PDF] |
||||
