Marginal Structural Models to Assess Delays in Second-Line HIV Treatment Initiation in South Africa

PLoS One. 2016 Aug 22;11(8):e0161469. doi: 10.1371/journal.pone.0161469. eCollection 2016.

Abstract

Background: South African HIV treatment guidelines call for patients who fail first-line antiretroviral therapy (ART) to be switched to second-line ART, yet logistical issues, clinician decisions and patient preferences make delay in switching to second-line likely. We explore the impact of delaying second-line ART after first-line treatment failure on rates of death and virologic failure.

Methods: We include patients with documented virologic failure on first-line ART from an observational cohort of 9 South African clinics. We explored predictors of delayed second-line switch and used marginal structural models to analyze rates of death following first-line failure by categorical time to switch to second-line. Cox proportional hazards models were used to examine virologic failure on second-line ART among patients who switched to second-line.

Results: 5895 patients failed first-line ART, and 63% switched to second-line. Among patients who switched, median time to switch was 3.4 months (IQR: 1.1-8.7 months). Longer time to switch was associated with higher CD4 counts, lower viral loads and more missed visits prior to first-line failure. Worse outcomes were associated with delay in second-line switch among patients with a peak CD4 count on first-line treatment ≤100 cells/mm3. Among these patients, marginal structural models showed increased risk of death (adjusted HR for switch in 6-12 months vs. 0-1.5 months = 1.47 (95% CI: 0.94-2.29), and Cox models showed increased rates of second-line virologic failure despite the presence of survivor bias (adjusted HR for switch in 3-6 months vs. 0-1.5 months = 2.13 (95% CI: 1.01-4.47)).

Conclusions: Even small delays in switch to second-line ART were associated with increased death and second-line failure among patients with low CD4 counts on first-line. There is opportunity for healthcare providers to switch patients to second-line more quickly.

Publication types

  • Multicenter Study
  • Observational Study

MeSH terms

  • Adult
  • Anti-HIV Agents / therapeutic use*
  • Antiretroviral Therapy, Highly Active
  • CD4 Lymphocyte Count
  • CD4-Positive T-Lymphocytes / immunology
  • CD4-Positive T-Lymphocytes / virology
  • Cohort Studies
  • Drug Substitution / mortality
  • Drug Substitution / statistics & numerical data*
  • Female
  • HIV Infections / drug therapy*
  • HIV Infections / immunology
  • HIV Infections / mortality
  • HIV Infections / virology
  • Humans
  • Male
  • Patient Compliance / psychology
  • Patient Compliance / statistics & numerical data*
  • Proportional Hazards Models
  • South Africa
  • Time Factors
  • Treatment Failure
  • Viral Load

Substances

  • Anti-HIV Agents