Modeling the dynamics of Plasmodium falciparum gametocytes in humans during malaria infection

被引:25
|
作者
Cao, Pengxing [1 ]
Collins, Katharine A. [2 ,3 ]
Zaloumis, Sophie [4 ]
Wattanakul, Thanaporn [5 ,6 ]
Tarning, Joel [5 ,6 ]
Simpson, Julie A. [4 ]
McCarthy, James [3 ]
McCaw, James M. [1 ,4 ,7 ]
机构
[1] Univ Melbourne, Sch Math & Stat, Melbourne, Vic, Australia
[2] Radboud Univ Nijmegen Med Ctr, Dept Med Microbiol, Nijmegen, Netherlands
[3] QIMR Berghofer Med Res Inst, Brisbane, Qld, Australia
[4] Univ Melbourne, Melbourne Sch Populat & Global Hlth, Ctr Epidemiol & Biostat, Melbourne, Vic, Australia
[5] Mahidol Univ, Fac Trop Med, Mahidol Oxford Trop Med Res Unit, Bangkok, Thailand
[6] Univ Oxford, Nuffield Dept Med, Ctr Trop Med & Global Hlth, Oxford, England
[7] Peter Doherty Inst Infect & Immun, Epidemiol, Parkville, Vic, Australia
来源
ELIFE | 2019年 / 8卷
基金
英国医学研究理事会; 澳大利亚研究理事会;
关键词
D O I
10.7554/eLife.49058
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Renewed efforts to eliminate malaria have highlighted the potential to interrupt human-to-mosquito transmission a process mediated by gametocyte kinetics in human hosts. Here we study the in vivo dynamics of Plasmodium falciparum gametocytes by establishing a framework which incorporates improved measurements of parasitemia, a novel gametocyte dynamics model and model fitting using Bayesian hierarchical inference. We found that the model provides an excellent fit to the clinical data from 17 volunteers infected with P. falciparum (3D7 strain) and reliably predicts observed gametocytemia. We estimated the sexual commitment rate and gametocyte sequestration time to be 0.54% (95% credible interval: 0.30-1.00%) per asexual replication cycle and 8.39 (6.54-10.59) days respectively. We used the data-calibrated model to investigate human-to-mosquito transmissibility, providing a method to link within-human host infection kinetics to epidemiological-scale infection and transmission patterns.
引用
收藏
页数:21
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