Optimizing thymic recovery in HIV patients through multidrug therapies

被引:12
作者
Costanza, V. [1 ]
Rivadeneira, P. S. [1 ]
Biafore, F. L. [2 ]
D'Attellis, C. E. [2 ,3 ]
机构
[1] INTEC UNL CONICET, Grp Sistemas No Lineales, RA-3000 Santa Fe, Argentina
[2] Univ Favaloro, Fac Ingn, Dept Matemat, RA-1093 Buenos Aires, DF, Argentina
[3] UNSAM, Escuela Ciencia & Tecnol, Ctr Matemat Aplicada, RA-1650 San Martin, Pcia De Buenos, Argentina
关键词
HIV; Antiretroviral drugs; Optimal control; Nonlinear dynamics; Dynamic Programming; ACTIVE ANTIRETROVIRAL THERAPY; HUMAN-IMMUNODEFICIENCY-VIRUS; INFECTED PATIENTS; DYNAMICS; INTERRUPTION; PERFORMANCE; ZIDOVUDINE; NAIVE;
D O I
10.1016/j.bspc.2012.06.002
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
An optimal control approach based on an enlarged nonlinear model for the dynamics of HIV infection and thymic function is composed to simulate and evaluate antiretroviral therapies. In addition to the relevant biological agents, an extra state variable is included, associated with the thymus capacity for healthy cells production. The methodology contemplates eventual deleterious effects of drugs over children's thymus recovery. The intake of 'Reverse Transcriptase Inhibitors' and 'Protease Inhibitors' are modeled as two independent control variables, each affecting a different term in the dynamics, so extending the prevailing pure-HAART-therapy analysis. The objective function designed here is also more inclusive than usual, accounting for the costs of the two drug families involved and for the thymus deterioration, in addition to penalizing eventual virus excess and healthy cells deficits. The search for the best combined therapy is treated as an optimal control problem. A hybrid version of Dynamic Programming for continuous and discrete variables is used to treat the problem numerically. Long time-horizons are explored, aiming to avoid typical peaks in drug prescriptions found at the beginning and at the end of the optimization periods. Results indicate that certain combinations of drugs are more convenient than pure protocols when the value of thymus functioning is relevant, specially for children patients. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:90 / 97
页数:8
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