Combine operations research with molecular biology to stretch pharmacogenomics and personalized medicine-A case study on HIV/AIDS

被引:5
|
作者
Joly, Marcel [1 ,2 ,3 ]
Pinto, Jose M. [1 ,4 ]
Rondo, Patricia H. C. [3 ]
Rodrigues, Rosangela [5 ]
Ferreira, Joao L. P. [5 ]
Cavalcanti, Jaqueline S. [5 ]
Brigido, Luis F. M. [5 ]
Odloak, Darci [1 ]
机构
[1] Univ Sao Paulo, Dept Chem Engn, BR-05508970 Sao Paulo, SP, Brazil
[2] Petrobras Petr Brasileiro SA, Ctr Excellence Appl Ind Automat Technol, BR-05508970 Sao Paulo, SP, Brazil
[3] Univ Sao Paulo, Sch Publ Hlth, BR-01246904 Sao Paulo, SP, Brazil
[4] Polytech Univ, Othmer Jacobs Dept Chem & Biol Engn, Metrotech Ctr 6, Brooklyn, NY 11201 USA
[5] Adolfo Lutz Inst Sao Paulo, Virol Ctr, Retrovirus Lab, BR-01246902 Sao Paulo, Brazil
基金
巴西圣保罗研究基金会;
关键词
Therapy; Public health; Mixed integer programming; Large-scale optimization; DRUG-RESISTANCE MUTATIONS; HIV-INFECTED PATIENTS; ANTIRETROVIRAL THERAPY; OPTIMIZATION; EVOLUTION; DYNAMICS; PATHOGENESIS; ADOLESCENTS; LYMPHOCYTES; ETRAVIRINE;
D O I
10.1016/j.compchemeng.2015.05.017
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The dramatic reduction in morbidity and mortality associated with the use of highly active antiretroviral therapy has created new challenges for clinicians: AIDS has become a chronic, potentially life-threatening, condition in many clinical instances. In this paper, a novel system engineering approach based on mixed-integer linear programming (MILP) is presented to support HIV/AIDS clinicians when formulating real-world therapeutic plans for heavily treatment-experienced patients under variable settings. Our results suggest that, while current practices (standard protocols and/or subjective recommendations based on the clinician's experience) can generally provide satisfactory management of drug resistance in the short-term, optimization-based therapy planning has a far greater potential to achieve this goal over expanded time horizons thereby changing paradigms and rethinking best practices in the HIV/AIDS clinical arena. Moreover, the ability of this methodology to address other viral pathologies (e.g., hepatitis B and C virus) can make this work appeal to a broader audience. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:114 / 129
页数:16
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