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16th International HIV Drug Resistance Workshop12-16 June 2007, Barbados |
EVOLVING WAVES OF SINGLE, DUAL AND TRIPLE CLASS RESISTANCE IN SAN FRANCISCO
Antivir Ther. 2007; 12:S45 (abstract no. 38)
S Blower
1, R Smith1, J Okano1, E Bodine1 and J Kahn2
1David Geffen School of Medicine at UCLA, Los Angeles, CA, USA; 2UCSF, San Francisco, CA, USA
BACKGROUND: Over the past twenty years in San Francisco single-, dual- and triple-class resistant strains of HIV have evolved. Here, we reconstruct and predict the evolution of single-, dual- and triple-class resistant strains in this city. We also address the question: has the evolution of multiple-drug-resistant (MDR) strains increased the severity of the epidemic? Finally, we identify key drivers of MDRHIV.
METHODS: We use a multistrain mathematical model to make our evolutionary predictions. Our model includes: transmitted resistance, acquired resistance, and amplified resistance (which is the result of salvage therapies). We model 25 years of evolution (1987–2012) of 80,000 strains; 10,000 wild-type strains and 70,000 resistant strains that vary in fitness and drug susceptibility. By using clinical, virological and behavioral data to estimate the value of the case reproduction number (R0), we quantify the effect of MDRHIV on epidemic severity. We use Classification and Regression Trees (CART) to identify the key drivers of MDRHIV in San Francisco.
RESULTS: Our historical reconstructions, from 1987 to 2007, reveal the impact of the past three eras of treatment (i.e., eras of mono-, dual- and triple-therapy) on the complex evolution of drug resistance in San Francisco. Our reconstructions show complex waves of single-, dual- and triple-class resistance rising, falling, and finally stabilizing over the past 20 years. However, our predictions show MDRHIV levels are likely to decrease over the next 5 years. We estimate that R0, in the era of triple therapy, equals 2.95 (median; interquartile range (IQR) 1.95–4.46) indicating that the evolution of MDRHIV has reduced epidemic severity; as we estimate that the pretreatment value of R0 was 4.34 (median; IQR 2.85–6.63). Our CART analysis reveals that, surprisingly, the key drivers of MDRHIV are the viral load of individuals infected with wild-type strains who are either (i) not yet treatmenteligible, or (ii) untreated but treatment-eligible.
CONCLUSIONS: In San Francisco the severity of the epidemic has decreased since the introduction of therapy; levels of MDRHIV are likely to fall over the next five years. Initiating treatment earlier in individuals infected with wild-type strains could lead to sudden and dramatic decreases in levels of MDR.
2007-06-12
38
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