Effect of highly active antiretroviral therapy on time to acquired immunodeficiency syndrome or death using marginal structural models

Am J Epidemiol. 2003 Oct 1;158(7):687-94. doi: 10.1093/aje/kwg206.

Abstract

To estimate the net (i.e., overall) effect of highly active antiretroviral therapy (HAART) on time to acquired immunodeficiency syndrome (AIDS) or death, the authors used inverse probability-of-treatment weighted estimation of a marginal structural model, which can appropriately adjust for time-varying confounders affected by prior treatment or exposure. Human immunodeficiency virus (HIV)-positive men and women (n = 1,498) were followed in two ongoing cohort studies between 1995 and 2002. Sixty-one percent (n = 918) of the participants initiated HAART during 6,763 person-years of follow-up, and 382 developed AIDS or died. Strong confounding by indication for HAART was apparent; the unadjusted hazard ratio for AIDS or death was 0.98. The hazard ratio from a standard time-dependent Cox model that included time-varying CD4 cell count, HIV RNA level, and other time-varying and fixed covariates as regressors was 0.81 (95% confidence interval: 0.61, 1.07). In contrast, the hazard ratio from a marginal structural survival model was 0.54 (robust 95% confidence interval: 0.38, 0.78), suggesting a clinically meaningful net benefit of HAART. Standard Cox analysis failed to detect a clear net benefit, because it does not appropriately adjust for time-dependent covariates, such as HIV RNA level and CD4 cell count, that are simultaneously confounders and intermediate variables.

Publication types

  • Research Support, U.S. Gov't, P.H.S.

MeSH terms

  • Acquired Immunodeficiency Syndrome / drug therapy*
  • Acquired Immunodeficiency Syndrome / mortality*
  • Adult
  • Antiretroviral Therapy, Highly Active / statistics & numerical data*
  • CD4 Lymphocyte Count / statistics & numerical data
  • Confounding Factors, Epidemiologic
  • Disease Progression
  • Female
  • Follow-Up Studies
  • Humans
  • Incidence
  • Logistic Models
  • Male
  • Models, Statistical*
  • Observation
  • Proportional Hazards Models
  • Prospective Studies
  • RNA / blood
  • Survival Analysis
  • Time Factors
  • Treatment Outcome
  • United States / epidemiology

Substances

  • RNA