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1.
Elife ; 82019 10 22.
Article in English | MEDLINE | ID: mdl-31638575

ABSTRACT

Human movement into insect vector and wildlife reservoir habitats determines zoonotic disease risks; however, few data are available to quantify the impact of land use on pathogen transmission. Here, we utilise GPS tracking devices and novel applications of ecological methods to develop fine-scale models of human space use relative to land cover to assess exposure to the zoonotic malaria Plasmodium knowlesi in Malaysian Borneo. Combining data with spatially explicit models of mosquito biting rates, we demonstrate the role of individual heterogeneities in local space use in disease exposure. At a community level, our data indicate that areas close to both secondary forest and houses have the highest probability of human P. knowlesi exposure, providing quantitative evidence for the importance of ecotones. Despite higher biting rates in forests, incorporating human movement and space use into exposure estimates illustrates the importance of intensified interactions between pathogens, insect vectors and people around habitat edges.


Subject(s)
Ecology , Insect Bites and Stings/epidemiology , Malaria/transmission , Zoonoses/transmission , Adolescent , Adult , Animals , Anopheles , Borneo , Cross-Sectional Studies , Ecosystem , Female , Forests , Humans , Insect Vectors , Malaria/parasitology , Male , Middle Aged , Models, Theoretical , Plasmodium knowlesi , Young Adult
2.
Lancet Planet Health ; 3(4): e179-e186, 2019 04.
Article in English | MEDLINE | ID: mdl-31029229

ABSTRACT

BACKGROUND: Land use changes disrupt ecosystems, altering the transmission of vector-borne diseases. These changes have been associated with increasing incidence of zoonotic malaria caused by Plasmodium knowlesi; however, the population-level distributions of infection and exposure remain unknown. We aimed to measure prevalence of serological exposure to P knowlesi and assess associated risk factors. METHODS: We did an environmentally stratified, population-based, cross-sectional survey across households in the Kudat, Kota Marudu, Pitas, and Ranau districts in northern Sabah, Malaysia, encompassing a range of ecologies. Using blood samples, the transmission intensity of P knowlesi and other malaria species was measured by specific antibody prevalence and infection detected using molecular methods. Proportions and configurations of land types were extracted from maps derived from satellite images; a data-mining approach was used to select variables. A Bayesian hierarchical model for P knowlesi seropositivity was developed, incorporating questionnaire data about individual and household-level risk factors with selected landscape factors. FINDINGS: Between Sept 17, 2015, and Dec 12, 2015, 10 100 individuals with a median age of 25 years (range 3 months to 105 years) were sampled from 2849 households in 180 villages. 5·1% (95% CI 4·8-5·4) were seropositive for P knowlesi, and marked historical decreases were observed in the transmission of Plasmodium falciparum and Plasmodium vivax. Nine Plasmodium spp infections were detected. Age, male sex, contact with macaques, forest use, and raised house construction were positively associated with P knowlesi exposure, whereas residing at higher geographical elevations and use of insecticide were protective. Agricultural and forest variables, such as proportions and fragmentation of land cover types, predicted exposure at different spatial scales from households. INTERPRETATION: Although few infections were detected, P knowlesi exposure was observed in all demographic groups and was associated with occupational factors. Results suggest that agricultural expansion and forest fragmentation affect P knowlesi exposure, supporting linkages between land use change and P knowlesi transmission. FUNDING: UK Medical Research Council, Natural Environment Research Council, Economic and Social Research Council, and Biotechnology and Biosciences Research Council.


Subject(s)
Malaria/transmission , Plasmodium knowlesi/immunology , Adolescent , Adult , Aged , Aged, 80 and over , Animals , Asymptomatic Infections/epidemiology , Child , Child, Preschool , Cross-Sectional Studies , Female , Humans , Infant , Malaria/epidemiology , Malaria/parasitology , Malaysia/epidemiology , Male , Middle Aged , Prevalence , Risk Factors , Seroepidemiologic Studies , Young Adult , Zoonoses/epidemiology , Zoonoses/parasitology , Zoonoses/transmission
3.
PLoS Negl Trop Dis ; 12(6): e0006432, 2018 06.
Article in English | MEDLINE | ID: mdl-29902171

ABSTRACT

BACKGROUND: Primarily impacting poor, rural populations, the zoonotic malaria Plasmodium knowlesi is now the main cause of human malaria within Malaysian Borneo. While data is increasingly available on symptomatic cases, little is known about community-level patterns of exposure and infection. Understanding the true burden of disease and associated risk factors within endemic communities is critical for informing evidence-based control measures. METHODOLOGY/PRINCIPAL FINDINGS: We conducted comprehensive surveys in three areas where P. knowlesi transmission is reported: Limbuak, Pulau Banggi and Matunggung, Kudat, Sabah, Malaysia and Bacungan, Palawan, the Philippines. Infection prevalence was low with parasites detected by PCR in only 0.2% (4/2503) of the population. P. knowlesi PkSERA3 ag1 antibody responses were detected in 7.1% (95% CI: 6.2-8.2%) of the population, compared with 16.1% (14.6-17.7%) and 12.6% (11.2-14.1%) for P. falciparum and P. vivax. Sero-prevalence was low in individuals <10 years old for P. falciparum and P. vivax consistent with decreased transmission of non-zoonotic malaria species. Results indicated marked heterogeneity in transmission intensity between sites and P. knowlesi exposure was associated with agricultural work (OR 1.63; 95% CI 1.07-2.48) and higher levels of forest cover (OR 2.40; 95% CI 1.29-4.46) and clearing (OR 2.14; 95% CI 1.35-3.40) around houses. Spatial patterns of P. knowlesi exposure differed from exposure to non-zoonotic malaria and P. knowlesi exposed individuals were younger on average than individuals exposed to non-zoonotic malaria. CONCLUSIONS/SIGNIFICANCE: This is the first study to describe serological exposure to P. knowlesi and associated risk factors within endemic communities. Results indicate community-level patterns of infection and exposure differ markedly from demographics of reported cases, with higher levels of exposure among women and children. Further work is needed to understand these variations in risk across a wider population and spatial scale.


Subject(s)
Malaria/epidemiology , Plasmodium knowlesi/isolation & purification , Seroepidemiologic Studies , Adolescent , Adult , Animals , Antibodies, Protozoan/blood , Asymptomatic Infections/epidemiology , Child , Farmers , Female , Forests , Humans , Malaria/immunology , Malaria/parasitology , Malaria/transmission , Malaysia/epidemiology , Male , Middle Aged , Philippines/epidemiology , Plasmodium knowlesi/genetics , Plasmodium knowlesi/immunology , Polymerase Chain Reaction , Public Health , Risk Factors , Young Adult , Zoonoses
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