Taking side effects into account for HIV medication.

IEEE Trans Biomed Eng

"Grupo de Sistemas No Lineales", Institutode Desarrollo Tecnológico para la Industria Química, Facultad de Ingeniería Qímica (Universidad Nacional del Litoral, Consejo Nacional de Investigaciones Científicas y Técnicas), 3000 Santa Fe, Argentina.

Published: September 2010

AI Article Synopsis

  • - The study proposes a new method to design HIV therapies that minimize side effects using a mathematical model that tracks the impact on healthy and infected T-cells as well as viral load.
  • - It develops a control system that optimizes drug dosages based on continuous monitoring of blood results, aiming to balance effective treatment and reduced collateral damage.
  • - The findings suggest that while initial and final doses can be higher, adjusting the dosing strategy over time creates a stable health outcome, though it may lead to higher viral loads than recommended at the end of the treatment.

Article Abstract

A control-theoretic approach to the problem of designing "low-side-effects" therapies for HIV patients based on highly active drugs is substantiated here. The evolution of side effects during treatment is modeled by an extra differential equation coupled to the dynamics of virions, healthy T-cells, and infected ones. The new equation reflects the dependence of collateral damages on the amount of each dose administered to the patient and on the evolution of the viral load detected by periodical blood analysis. The cost objective accounts for recommended bounds on healthy cells and virions, and also penalizes the appearance of collateral morbidities caused by the medication. The optimization problem is solved by a hybrid dynamic programming scheme that adhere to discrete-time observation and control actions, but by maintaining the continuous-time setup for predicting states and side effects. The resulting optimal strategies employ less drugs than those prescribed by previous optimization studies, but maintaining high doses at the beginning and the end of each period of six months. If an inverse discount rate is applied to favor early actions, and under a mild penalization of the final viral load, then the optimal doses are found to be high at the beginning and decrease afterward, thus causing an apparent stabilization of the main variables. But in this case, the final viral load turns higher than acceptable.

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Source
http://dx.doi.org/10.1109/TBME.2010.2049845DOI Listing

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