Transmission and Control of Plasmodium knowlesi: A Mathematical Modelling Study
File(s)
Author(s)
Imai, N
White, MT
Ghani, AC
Drakeley, CJ
Type
Journal Article
Abstract
Introduction: Plasmodium knowlesi is now recognised as a leading cause of malaria in Malaysia. As humans come into
increasing contact with the reservoir host (long-tailed macaques) as a consequence of deforestation, assessing the potential
for a shift from zoonotic to sustained P. knowlesi transmission between humans is critical.
Methods: A multi-host, multi-site transmission model was developed, taking into account the three areas (forest, farm, and
village) where transmission is thought to occur. Latin hypercube sampling of model parameters was used to identify
parameter sets consistent with possible prevalence in macaques and humans inferred from observed data. We then explore
the consequences of increasing human-macaque contact in the farm, the likely impact of rapid treatment, and the use of
long-lasting insecticide-treated nets (LLINs) in preventing wider spread of this emerging infection.
Results: Identified model parameters were consistent with transmission being sustained by the macaques with spill over infections
into the human population and with high overall basic reproduction numbers (up to 2267). The extent to which macaques forage
in the farms had a non-linear relationship with human infection prevalence, the highest prevalence occurring when macaques
forage in the farms but return frequently to the forest where they experience higher contact with vectors and hence sustain
transmission. Only one of 1,046 parameter sets was consistent with sustained human-to-human transmission in the absence of
macaques, although with a low human reproduction number (R0H = 1.04). Simulations showed LLINs and rapid treatment provide
personal protection to humans with maximal estimated reductions in human prevalence of 42% and 95%, respectively.
Conclusion: This model simulates conditions where P. knowlesi transmission may occur and the potential impact of control
measures. Predictions suggest that conventional control measures are sufficient at reducing the risk of infection in humans,
but they must be actively implemented if P. knowlesi is to be controlled.
increasing contact with the reservoir host (long-tailed macaques) as a consequence of deforestation, assessing the potential
for a shift from zoonotic to sustained P. knowlesi transmission between humans is critical.
Methods: A multi-host, multi-site transmission model was developed, taking into account the three areas (forest, farm, and
village) where transmission is thought to occur. Latin hypercube sampling of model parameters was used to identify
parameter sets consistent with possible prevalence in macaques and humans inferred from observed data. We then explore
the consequences of increasing human-macaque contact in the farm, the likely impact of rapid treatment, and the use of
long-lasting insecticide-treated nets (LLINs) in preventing wider spread of this emerging infection.
Results: Identified model parameters were consistent with transmission being sustained by the macaques with spill over infections
into the human population and with high overall basic reproduction numbers (up to 2267). The extent to which macaques forage
in the farms had a non-linear relationship with human infection prevalence, the highest prevalence occurring when macaques
forage in the farms but return frequently to the forest where they experience higher contact with vectors and hence sustain
transmission. Only one of 1,046 parameter sets was consistent with sustained human-to-human transmission in the absence of
macaques, although with a low human reproduction number (R0H = 1.04). Simulations showed LLINs and rapid treatment provide
personal protection to humans with maximal estimated reductions in human prevalence of 42% and 95%, respectively.
Conclusion: This model simulates conditions where P. knowlesi transmission may occur and the potential impact of control
measures. Predictions suggest that conventional control measures are sufficient at reducing the risk of infection in humans,
but they must be actively implemented if P. knowlesi is to be controlled.
Date Issued
2014-07-24
Date Acceptance
2014-05-12
Citation
PLOS Neglected Tropical Diseases, 2014, 8 (7)
ISSN
1935-2735
Publisher
Public Library of Science
Journal / Book Title
PLOS Neglected Tropical Diseases
Volume
8
Issue
7
Copyright Statement
© 2014 Imai et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted
use, distribution, and reproduction in any medium, provided the original author and source are credited.
use, distribution, and reproduction in any medium, provided the original author and source are credited.
License URL
Sponsor
Medical Research Council (MRC)
Grant Number
MR/K010174/1B
Subjects
Science & Technology
Life Sciences & Biomedicine
Infectious Diseases
Parasitology
Tropical Medicine
PARASITOLOGY
TROPICAL MEDICINE
ANOPHELES-LATENS
MALARIA PARASITE
HUMAN INFECTIONS
P. FALCIPARUM
HUMANS
MALAYSIA
MOSQUITOS
VECTORS
SARAWAK
MACAQUES
Publication Status
Published
Article Number
e2978