Optimal control problems of epidemic systems with parameter uncertainties: Application to a malaria two-age-classes transmission model with asymptomatic carriers

被引:27
作者
Mwanga, Gasper G. [1 ]
Haario, Heikki [1 ]
Capasso, Vicenzo [1 ,2 ]
机构
[1] Lappeenranta Univ Technol, Dept Math & Phys, FI-53851 Lappeenranta, Finland
[2] Univ Carlos III Madrid, Escuela Politecn Super, Gregorio Milian Inst Fluid Dynam Nanosci & Ind Ma, Leganes 28911, Spain
关键词
Malaria; Nonlinear ODE models; Optimal control; Parameter uncertainty; MCMC; ANTIMALARIAL-DRUG RESISTANCE; PARASITEMIA; PREVALENCE; INFECTION; SPREAD; AREAS;
D O I
10.1016/j.mbs.2014.11.005
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The main scope of this paper is to study the optimal control practices of malaria, by discussing the implementation of a catalog of optimal control strategies in presence of parameter uncertainties, which is typical of infectious diseases data. In this study we focus on a deterministic mathematical model for the transmission of malaria, including in particular asymptomatic carriers and two age classes in the human population. A partial qualitative analysis of the relevant ODE system has been carried out, leading to a realistic threshold parameter. For the deterministic model under consideration, four possible control strategies have been analyzed: the use of Long-lasting treated mosquito nets, indoor residual spraying, screening and treatment of symptomatic and asymptomatic individuals. The numerical results show that using optimal control the disease,can be brought to a stable disease free equilibrium when all four controls are used. The Incremental Cost-Effectiveness Ratio (ICER) for all possible combinations of the disease-control measures is determined. The numerical simulations of the optimal control in the presence of parameter uncertainty demonstrate the robustness of the optimal control: the main conclusions of the, optimal control remain unchanged, even if inevitable variability remains in the control profiles. The results provide a promising framework for the designing of cost-effective strategies for disease controls with multiple interventions, even under considerable uncertainty of model parameters. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 31 条
[11]   Determining important parameters in the spread of malaria through the sensitivity analysis of a mathematical model [J].
Chitnis, Nakul ;
Hyman, James M. ;
Cushing, Jim M. .
BULLETIN OF MATHEMATICAL BIOLOGY, 2008, 70 (05) :1272-1296
[12]   High prevalence of asymptomatic Plasmodium falciparum infection in Gabonese adults [J].
Dal-Bianco, Matthias P. ;
Koester, Kai B. ;
Kombila, Ulrich D. ;
Kun, Jurgen F. J. ;
Grobusch, Martin P. ;
Ngoma, Ghyslain Mombo ;
Matsiegui, Pierre B. ;
Supan, Christian ;
Salazar, Carmen L. Ospina ;
Missinou, Michel A. ;
Issifou, Saadou ;
Lell, Bertrand ;
Kremsner, Peter .
AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE, 2007, 77 (05) :939-942
[13]  
DIETZ K, 1974, B WORLD HEALTH ORGAN, V50, P347
[14]  
Eke R., 2006, NIGERIA ANN AFR MED, V5, P42
[15]   Determination of the processes driving the acquisition of immunity to malaria using a mathematical transmission model [J].
Filipe, Joao A. N. ;
Riley, Eleanor M. ;
Drakeley, Christopher J. ;
Sutherland, Colin J. ;
Ghani, Azra C. .
PLOS COMPUTATIONAL BIOLOGY, 2007, 3 (12) :2569-2579
[16]   An individual-based model of Plasmodium falciparum malaria transmission on the coast of Kenya [J].
Gu, WD ;
Killeen, GF ;
Mbogo, CM ;
Regens, JL ;
Githure, JI ;
Beier, JC .
TRANSACTIONS OF THE ROYAL SOCIETY OF TROPICAL MEDICINE AND HYGIENE, 2003, 97 (01) :43-50
[17]   Low recovery rates stabilize malaria endemicity in areas of low transmission in coastal Kenya [J].
Gu, WD ;
Mbogo, CM ;
Githure, JI ;
Regens, JL ;
Killeen, GF ;
Swalm, CM ;
Yan, GY ;
Beier, JC .
ACTA TROPICA, 2003, 86 (01) :71-81
[18]   DRAM: Efficient adaptive MCMC [J].
Haario, Heikki ;
Laine, Marko ;
Mira, Antonietta ;
Saksman, Eero .
STATISTICS AND COMPUTING, 2006, 16 (04) :339-354
[19]  
Harris I, 2010, MALARIA J, V9, P29
[20]   Sustainability and optimal control of an exploited prey predator system through provision of alternative food to predator [J].
Kar, T. K. ;
Ghosh, Bapan .
BIOSYSTEMS, 2012, 109 (02) :220-232