Individual-based models provide powerful tools to model complex interactions characterized by individual variability. This paper presents an object-oriented design for individual-based modelling of Plasmodium falciparum malaria transmission. Two kinds of objects, human and mosquito, that exhibit variability among individuals for parameters such as recovery and survival rates are defined. The model tracks the dynamics of human hosts and adult female mosquitoes individually. Immunity, modelled as a function of exposure history, is represented by reduced susceptibility and increased recovery rate. The model was calibrated using epidemiological data collected at 30 sites along the coast of Kenya. The sites were grouped into low, intermediate and high transmission based on mean daily human-biting rates. Simulation results show that malaria transmission was stable even in low transmission areas where the human-biting rate is approximately 0.5 bite per day. The model was used to examine the effect of infection control programmes that aim at interrupting transmission by reducing human-vector contact rates and implementing active case detection and drug treatment of infections. With this intervention, local elimination of malaria is likely with a probability of extinction of approximately 0.8 in low transmission areas. However, a small amount of immigration (> 0.3%) by infected people into the community could prevent local extinction of the parasite. In intermediate and high transmission areas, reduction in prevalence is short-lived and the probability of local elimination is low, even at high coverage levels of the intervention.
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Takatsugu Okai
Chim W. Chan
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h-index: 0
机构:
Department of Parasitology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Chim W. Chan
Achyut KC
论文数: 0引用数: 0
h-index: 0
机构:
Department of Parasitology and Entomology, Muhimbili University of Health and Allied Sciences, Dar es SalaamDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Achyut KC
Protus Omondi
论文数: 0引用数: 0
h-index: 0
机构:
Ubuntu Health, Atlanta, GADepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Protus Omondi
Kelvin Musyoka
论文数: 0引用数: 0
h-index: 0
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Kelvin Musyoka
James Kongere
论文数: 0引用数: 0
h-index: 0
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
James Kongere
Wataru Kagaya
论文数: 0引用数: 0
h-index: 0
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Wataru Kagaya
Gordon Okomo
论文数: 0引用数: 0
h-index: 0
机构:
Department of Eco-Epidemiology, Institute of Tropical Medicine (NEKKEN), Nagasaki University, NagasakiDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Gordon Okomo
Bernard N. Kanoi
论文数: 0引用数: 0
h-index: 0
机构:
Homa Bay County Ministry of Health, Homa BayDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Bernard N. Kanoi
Yasutoshi Kido
论文数: 0引用数: 0
h-index: 0
机构:
Centre for Malaria Elimination, Mount Kenya University, ThikaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Yasutoshi Kido
Jesse Gitaka
论文数: 0引用数: 0
h-index: 0
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Jesse Gitaka
Akira Kaneko
论文数: 0引用数: 0
h-index: 0
机构:
Centre for Malaria Elimination, Mount Kenya University, ThikaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Wamae, Kevin
Wambua, Juliana
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Wambua, Juliana
Nyangweso, George
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h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Nyangweso, George
Mwambingu, Gabriel
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h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Mwambingu, Gabriel
Osier, Faith
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h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Osier, Faith
Ndung'u, Francis
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Univ Oxford, Churchill Hosp, Nuffield Dept Med, Ctr Clin Vaccinol & Trop Med, Oxford, EnglandKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Ndung'u, Francis
Bejon, Philip
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Univ Oxford, Churchill Hosp, Nuffield Dept Med, Ctr Clin Vaccinol & Trop Med, Oxford, EnglandKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Bejon, Philip
Ochola-Oyier, Lynette Isabella
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Univ Nairobi, Ctr Biotechnol & Bioinformat, Nairobi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
机构:
Univ Bamako, Fac Med Pharm & Odontostomatol, Malaria Res & Training Ctr, BP 1805, Bamako, MaliUniv Miami, Miller Sch Med, Dept Publ Hlth Sci, Miami, FL 33136 USA
Traore, Sekou F.
Doumbia, Seydou
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bamako, Fac Med Pharm & Odontostomatol, Malaria Res & Training Ctr, BP 1805, Bamako, MaliUniv Miami, Miller Sch Med, Dept Publ Hlth Sci, Miami, FL 33136 USA
Doumbia, Seydou
Beier, John C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Miami, Miller Sch Med, Dept Publ Hlth Sci, Miami, FL 33136 USAUniv Miami, Miller Sch Med, Dept Publ Hlth Sci, Miami, FL 33136 USA
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Takatsugu Okai
Chim W. Chan
论文数: 0引用数: 0
h-index: 0
机构:
Department of Parasitology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Chim W. Chan
Achyut KC
论文数: 0引用数: 0
h-index: 0
机构:
Department of Parasitology and Entomology, Muhimbili University of Health and Allied Sciences, Dar es SalaamDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Achyut KC
Protus Omondi
论文数: 0引用数: 0
h-index: 0
机构:
Ubuntu Health, Atlanta, GADepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Protus Omondi
Kelvin Musyoka
论文数: 0引用数: 0
h-index: 0
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Kelvin Musyoka
James Kongere
论文数: 0引用数: 0
h-index: 0
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
James Kongere
Wataru Kagaya
论文数: 0引用数: 0
h-index: 0
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Wataru Kagaya
Gordon Okomo
论文数: 0引用数: 0
h-index: 0
机构:
Department of Eco-Epidemiology, Institute of Tropical Medicine (NEKKEN), Nagasaki University, NagasakiDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Gordon Okomo
Bernard N. Kanoi
论文数: 0引用数: 0
h-index: 0
机构:
Homa Bay County Ministry of Health, Homa BayDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Bernard N. Kanoi
Yasutoshi Kido
论文数: 0引用数: 0
h-index: 0
机构:
Centre for Malaria Elimination, Mount Kenya University, ThikaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Yasutoshi Kido
Jesse Gitaka
论文数: 0引用数: 0
h-index: 0
机构:
Department of Virology, Graduate School of Medicine, Osaka Metropolitan University, OsakaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
Jesse Gitaka
Akira Kaneko
论文数: 0引用数: 0
h-index: 0
机构:
Centre for Malaria Elimination, Mount Kenya University, ThikaDepartment of Virology, Graduate School of Medicine, Osaka Metropolitan University, Osaka
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Wamae, Kevin
Wambua, Juliana
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Wambua, Juliana
Nyangweso, George
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Nyangweso, George
Mwambingu, Gabriel
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Mwambingu, Gabriel
Osier, Faith
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Osier, Faith
Ndung'u, Francis
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Univ Oxford, Churchill Hosp, Nuffield Dept Med, Ctr Clin Vaccinol & Trop Med, Oxford, EnglandKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Ndung'u, Francis
Bejon, Philip
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Univ Oxford, Churchill Hosp, Nuffield Dept Med, Ctr Clin Vaccinol & Trop Med, Oxford, EnglandKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Bejon, Philip
Ochola-Oyier, Lynette Isabella
论文数: 0引用数: 0
h-index: 0
机构:
Kenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
Univ Nairobi, Ctr Biotechnol & Bioinformat, Nairobi, KenyaKenya Med Res Inst Wellcome Trust Res Programme, POB 230-80108, Kilifi, Kenya
机构:
Univ Bamako, Fac Med Pharm & Odontostomatol, Malaria Res & Training Ctr, BP 1805, Bamako, MaliUniv Miami, Miller Sch Med, Dept Publ Hlth Sci, Miami, FL 33136 USA
Traore, Sekou F.
Doumbia, Seydou
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bamako, Fac Med Pharm & Odontostomatol, Malaria Res & Training Ctr, BP 1805, Bamako, MaliUniv Miami, Miller Sch Med, Dept Publ Hlth Sci, Miami, FL 33136 USA
Doumbia, Seydou
Beier, John C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Miami, Miller Sch Med, Dept Publ Hlth Sci, Miami, FL 33136 USAUniv Miami, Miller Sch Med, Dept Publ Hlth Sci, Miami, FL 33136 USA