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Lorenz C, Castro MC, Trindade PMP, Nogueira ML, de Oliveira Lage M, Quintanilha JA, Parra MC, Dibo MR, Fávaro EA, Guirado MM, Chiaravalloti-Neto F. Predicting Aedes aegypti infestation using landscape and thermal features. Sci Rep 2020; 10:21688. [PMID: 33303912 PMCID: PMC7729962 DOI: 10.1038/s41598-020-78755-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 11/30/2020] [Indexed: 11/15/2022] Open
Abstract
Identifying Aedes aegypti breeding hotspots in urban areas is crucial for the design of effective vector control strategies. Remote sensing techniques offer valuable tools for mapping habitat suitability. In this study, we evaluated the association between urban landscape, thermal features, and mosquito infestations. Entomological surveys were conducted between 2016 and 2019 in Vila Toninho, a neighborhood of São José do Rio Preto, São Paulo, Brazil, in which the numbers of adult female Ae. aegypti were recorded monthly and grouped by season for three years. We used data from 2016 to 2018 to build the model and data from summer of 2019 to validate it. WorldView-3 satellite images were used to extract land cover classes, and land surface temperature data were obtained using the Landsat-8 Thermal Infrared Sensor (TIRS). A multilevel negative binomial model was fitted to the data, which showed that the winter season has the greatest influence on decreases in mosquito abundance. Green areas and pavements were negatively associated, and a higher cover of asbestos roofs and exposed soil was positively associated with the presence of adult females. These features are related to socio-economic factors but also provide favorable breeding conditions for mosquitos. The application of remote sensing technologies has significant potential for optimizing vector control strategies, future mosquito suppression, and outbreak prediction.
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Affiliation(s)
- Camila Lorenz
- Department of Epidemiology, School of Public Health - University of Sao Paulo, Av. Dr. Arnaldo, São Paulo, SP, 715, Brazil.
| | - Marcia C Castro
- Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Patricia M P Trindade
- Southern Regional Centre of the National Institute for Space Research (INPE), Santa Maria, RS, Brazil
| | - Maurício L Nogueira
- Virology Research Laboratory, Faculty of Medicine of São José do Rio Preto, São José do Rio Preto, SP, Brazil
| | - Mariana de Oliveira Lage
- Scientific Division of Management, Environmental Science and Technology of the Institute of Energy and Environment - IEE of University of Sao Paulo, São Paulo, SP, Brazil
| | - José A Quintanilha
- Scientific Division of Management, Environmental Science and Technology of the Institute of Energy and Environment - IEE of University of Sao Paulo, São Paulo, SP, Brazil
| | - Maisa C Parra
- Virology Research Laboratory, Faculty of Medicine of São José do Rio Preto, São José do Rio Preto, SP, Brazil
| | - Margareth R Dibo
- Entomology Laboratory, Endemics Control Superintendence, São Paulo, SP, Brazil
| | - Eliane A Fávaro
- Virology Research Laboratory, Faculty of Medicine of São José do Rio Preto, São José do Rio Preto, SP, Brazil
| | - Marluci M Guirado
- Vectors Laboratory, Endemics Control Superintendence, São José do Rio Preto, SP, Brazil
| | - Francisco Chiaravalloti-Neto
- Department of Epidemiology, School of Public Health - University of Sao Paulo, Av. Dr. Arnaldo, São Paulo, SP, 715, Brazil
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Morandeira NS, Castesana PS, Cardo MV, Salomone VN, Vadell MV, Rubio A. An interdisciplinary approach to assess human health risk in an urban environment: A case study in temperate Argentina. Heliyon 2019; 5:e02555. [PMID: 31687482 PMCID: PMC6820090 DOI: 10.1016/j.heliyon.2019.e02555] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2019] [Revised: 07/18/2019] [Accepted: 09/27/2019] [Indexed: 11/25/2022] Open
Abstract
Unplanned urbanization increases the exposure of people to environmental hazards. Within a landscape ecology framework, this study is a diagnosis of human health risk in San Martín, an urban district of Buenos Aires, Argentina. Risk was estimated by combining four hazard indexes (water and air pollution, and mosquito and rodent infestation) and a vulnerability index. Each index was obtained by integrating environmental and socio-demographic layers in a Geographic Information System. Spatial autocorrelation was assessed for each hazard, vulnerability and risk indexes using Moran's tests. Also, spatial associations between pairs of variables were addressed by means of Geographically Weighted Regressions. The robustness of hazard and vulnerability indexes was checked by a sensitivity analysis. In General San Martín district, 83.3% of the population is exposed to relatively high levels of at least one hazard; 7.4% is exposed to relatively high levels of all hazards (11.5% of the total area) and only 16.7% lives in areas of relatively low levels of all hazards (15.4% of the total area). Areas where hazard intensity was relatively high corresponded to those areas where the most vulnerable population lives, enhancing human health risk. The models for hazards and vulnerability were reasonably robust to changes in the weights of the variables considered. Our results highlight the spatially heterogeneous nature of human health risk in an urban landscape, and reveal the location of critical risk hotspots where reduction or mitigation actions should be focused.
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Affiliation(s)
- Natalia Soledad Morandeira
- Instituto de Investigación e Ingeniería Ambiental, UNSAM, CONICET, 3iA, Campus Miguelete, 25 de mayo and Francia, 1650, General San Martín, Provincia de Buenos Aires, Argentina
| | - Paula Soledad Castesana
- Instituto de Investigación e Ingeniería Ambiental, UNSAM, CONICET, 3iA, Campus Miguelete, 25 de mayo and Francia, 1650, General San Martín, Provincia de Buenos Aires, Argentina
- Facultad Regional Buenos Aires, Universidad Tecnológica Nacional (UTN), Medrano 951, 1179, Ciudad Autónoma de Buenos Aires, Argentina
| | - María Victoria Cardo
- Instituto de Investigación e Ingeniería Ambiental, UNSAM, CONICET, 3iA, Campus Miguelete, 25 de mayo and Francia, 1650, General San Martín, Provincia de Buenos Aires, Argentina
| | - Vanesa Natalia Salomone
- Instituto de Investigación e Ingeniería Ambiental, UNSAM, CONICET, 3iA, Campus Miguelete, 25 de mayo and Francia, 1650, General San Martín, Provincia de Buenos Aires, Argentina
| | - María Victoria Vadell
- Instituto de Investigación e Ingeniería Ambiental, UNSAM, CONICET, 3iA, Campus Miguelete, 25 de mayo and Francia, 1650, General San Martín, Provincia de Buenos Aires, Argentina
| | - Alejandra Rubio
- Instituto de Investigación e Ingeniería Ambiental, UNSAM, CONICET, 3iA, Campus Miguelete, 25 de mayo and Francia, 1650, General San Martín, Provincia de Buenos Aires, Argentina
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Shragai T, Harrington LC. Aedes albopictus (Diptera: Culicidae) on an Invasive Edge: Abundance, Spatial Distribution, and Habitat Usage of Larvae and Pupae Across Urban and Socioeconomic Environmental Gradients. JOURNAL OF MEDICAL ENTOMOLOGY 2019; 56:472-482. [PMID: 30566612 DOI: 10.1093/jme/tjy209] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2018] [Indexed: 06/09/2023]
Abstract
The Asian tiger mosquito [Aedes albopictus (Skuse)] is an invasive species of public health importance that is currently expanding its range in the Northeast United States. Effective Ae. albopictus control depends on a thorough understanding of factors influencing their abundance, spatial distribution, and habitat preference. We conducted a series of container surveys for Ae. albopictus larvae/pupae over 2 yr across nine sites in neighborhoods along its invasive range in southern New York. Selected sites represented a gradient of percent impervious surface and median household income. Two hypotheses were tested: 1) Ae. albopictus larval/pupal abundance increases and spatial distribution becomes less clustered as site-level median income decreases and percent impervious surface increases because of increased larval habitat quality and availability; and 2) container-level characteristics are predictive of Ae. albopictus larval/pupal infestation across a range of sites. In 2016, neither median household income nor impervious surface predicted Ae. albopictus abundance. In 2017, sites with greater impervious surface were more heavily infested by some measures. In both years, Ae. albopictus larval/pupal spatial distribution as measured by K-function was more clustered in with greater median household income. Most container characteristics were either not predictive of Ae. albopictus or varied between years. Based on the variability of predictive container characteristics, we conclude that identification of key containers is not useful in this region. However, Ae. albopictus can be nonhomogenously distributed or abundant based on income level and impervious surface. Improved control of immatures should consider these regional predictors of Ae. albopictus populations.
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Affiliation(s)
- Talya Shragai
- Department of Entomology, Cornell University, Ithaca, NY
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Carbajo AE, Cardo MV, Vezzani D. Past, present and future of Aedes aegypti in its South American southern distribution fringe: What do temperature and population tell us? Acta Trop 2019; 190:149-156. [PMID: 30458122 DOI: 10.1016/j.actatropica.2018.11.017] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2018] [Revised: 10/30/2018] [Accepted: 11/15/2018] [Indexed: 11/30/2022]
Abstract
Aedes aegypti (Diptera: Culicidae) (Linnaeus) is currently the major threat among arbovirus vectors in the Americas. We examined its past, present, and future distribution patterns in the South American fringe in association with environmental and demographic variables at two spatial scales. We updated the database of the occurrence of Ae. aegypti per locality and modelled by GLMM the past occurrence (until 2000) and its expansion (2001-2017) as a function of air temperature, precipitation, altitude, and population. We also conducted a field survey in 7 pairs of urban/rural cemeteries along the entire temperature range within the expansion region. At both scales, mean annual air temperature and human population were significantly associated with the distribution of Ae. aegypti. Projection of the expansion models for 2030 under two climatic change scenarios showed a vast infestation, mainly driven by the shift of the 16 °C isotherm. We postulate a quantitative compromise between air temperature and human population associated with vector occurrence, along with potential thresholds for their mutual favourability.
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Affiliation(s)
- A E Carbajo
- Universidad Nacional de San Martín, Instituto de Investigación e Ingeniería Ambiental, Laboratorio de Ecología de Enfermedades Transmitidas por Vectores, General San Martín, Buenos Aires, Argentina; Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos Aires, Argentina.
| | - M V Cardo
- Universidad Nacional de San Martín, Instituto de Investigación e Ingeniería Ambiental, Laboratorio de Ecología de Enfermedades Transmitidas por Vectores, General San Martín, Buenos Aires, Argentina; Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos Aires, Argentina
| | - D Vezzani
- Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos Aires, Argentina; Instituto Multidisciplinario sobre Ecosistemas y Desarrollo Sustentable, Universidad Nacional del Centro de la Provincia de Buenos Aires - CIC, Tandil, Provincia de Buenos Aires, Argentina
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Cardo M, Rubio A, Junges M, Vezzani D, Carbajo A. Heterogeneous distribution of Culex pipiens, Culex quinquefasciatus and their hybrids along the urbanisation gradient. Acta Trop 2018; 178:229-235. [PMID: 29198600 DOI: 10.1016/j.actatropica.2017.11.017] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2017] [Revised: 11/14/2017] [Accepted: 11/26/2017] [Indexed: 10/18/2022]
Abstract
The mosquitoes of the Culex pipiens complex, hereafter referred to as the Pipiens Assemblage, are vectors of arbovirus of worldwide concern including West Nile and St. Louis encephalitis. Given their distinct eco-physiology and vectorial capacity, accurate specimen identification and insight in the environmental drivers of their distribution are essential for the understanding of disease transmission patterns. Using a PCR-based identification protocol, we characterized the spatial distribution of Cx. pipiens, Cx. quinquefasciatus and their hybrids developing in used tyres located within the overlapping region in South America as a function of different estimators of the urbanisation gradient. Out of 84 samples collected from tyre piles of 20 sites, we identified 369 larvae which corresponded predominantly to Cx. quinquefasciatus (76.4% of immatures) all along the gradient but more frequent at the urban end. Cx. pipiens (21.4%) was more conspicuous at the low urbanised end but was also present in highly urbanised sites, whereas hybrids were collected in very low numbers (2.2%). The urbanisation estimator best associated with the heterogeneous occurrence of the Pipiens Assemblage members was the proportion of impervious surface 1km around each tyre pile, which explained 41.7% of the variability in the data, followed closely by the distance to the Capital City (38.3%). Cumulative annual precipitation, population number in a 1km radius around each pile and distance to the de la Plata River were significantly associated with the distribution of the Pipiens Assemblage at lower explanation percentages (20-23%). A thorough understanding of the ecological basis and environmental associations of the distribution of Pipiens Assemblage members will enable forecasting population trends in changing environments to develop effective control measures for mosquitoes and the diseases they transmit.
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Sallam MF, Fizer C, Pilant AN, Whung PY. Systematic Review: Land Cover, Meteorological, and Socioeconomic Determinants of Aedes Mosquito Habitat for Risk Mapping. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2017; 14:E1230. [PMID: 29035317 PMCID: PMC5664731 DOI: 10.3390/ijerph14101230] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/22/2017] [Revised: 09/29/2017] [Accepted: 10/06/2017] [Indexed: 01/11/2023]
Abstract
Asian tiger and yellow fever mosquitoes (Aedes albopictus and Ae. aegypti) are global nuisances and are competent vectors for viruses such as Chikungunya (CHIKV), Dengue (DV), and Zika (ZIKV). This review aims to analyze available spatiotemporal distribution models of Aedes mosquitoes and their influential factors. A combination of five sets of 3-5 keywords were used to retrieve all relevant published models. Five electronic search databases were used: PubMed, MEDLINE, EMBASE, Scopus, and Google Scholar through 17 May 2017. We generated a hierarchical decision tree for article selection. We identified 21 relevant published studies that highlight different combinations of methodologies, models and influential factors. Only a few studies adopted a comprehensive approach highlighting the interaction between environmental, socioeconomic, meteorological and topographic systems. The selected articles showed inconsistent findings in terms of number and type of influential factors affecting the distribution of Aedes vectors, which is most likely attributed to: (i) limited availability of high-resolution data for physical variables, (ii) variation in sampling methods; Aedes feeding and oviposition behavior; (iii) data collinearity and statistical distribution of observed data. This review highlights the need and sets the stage for a rigorous multi-system modeling approach to improve our knowledge about Aedes presence/abundance within their flight range in response to the interaction between environmental, socioeconomic, and meteorological systems.
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Affiliation(s)
- Mohamed F Sallam
- Resilient Environment and Health, Agriculture and Water Solutions, National Exposure Research laboratory/System Exposure Division, Oak Ridge Institute for Science and Education, 109 T.W. Alexander Dr., Research Triangle Park, NC 27711, USA.
| | - Chelsea Fizer
- Oak Ridge Associated Universities, Contractor to US EPA, Office of Research and Development, National Exposure Research Laboratory, Environmental Protection Agency, 109 T.W. Alexander Drive, Research Triangle Park, NC 27711, USA.
| | - Andrew N Pilant
- Office of Research and Development, National Exposure Research Laboratory, Environmental Protection Agency, 109 T.W, Oak Ridge Associated Universities, Alexander Drive, Research Triangle Park, Oak Ridge, NC 27711, USA.
| | - Pai-Yei Whung
- Office of Research and Development, National Exposure Research Laboratory, Environmental Protection Agency, 109 T.W, Oak Ridge Associated Universities, Alexander Drive, Research Triangle Park, Oak Ridge, NC 27711, USA.
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Cardo MV, Rubio A, Junges M, Vezzani D, Carbajo AE. Distribution of the members of the Pipiens Assemblage in the sympatric area from Argentina: which is where and when? Mem Inst Oswaldo Cruz 2016; 111:676-685. [PMID: 27783720 PMCID: PMC5125050 DOI: 10.1590/0074-02760160148] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2016] [Accepted: 08/18/2016] [Indexed: 11/23/2022] Open
Abstract
Given their medical and veterinary relevance, the members of the Pipiens Assemblage are a worldwide target of ecological research. The distribution of Culex pipiens s.s. and Cx. quinquefasciatus converge in Buenos Aires, Argentina, where hybrids have been detected. Each member of the assemblage exhibits a distinct eco-physiological behaviour that can affect its efficiency in pathogen transmission. Our aim was to identify the environmental drivers for the spatio-temporal distribution of each member, focusing on latitudinal and urbanisation gradients. Immatures of mosquitoes were surveyed in artificial containers found within 11 public cemeteries, raised up to the adult stage and identified by their male genitalia. The distribution of each member was associated with the environment in a Generalized Linear Model. The variable accounting for most of the heterogeneity was latitude; Cx. quinquefasciatus was collected more frequently at northern cemeteries, whereas Cx. pipiens and hybrids were more likely at the southern extreme. The urbanisation gradient was also associated with the occurrence of Cx. quinquefasciatus and hybrids at the high and low end, respectively. Other relevant variables were cemetery total area, the proportion with graves and the presence of plastic flowers in the containers. The spatial distribution of the members of the Pipiens Assemblage within the sympatric region in South America is driven by environmental features. The information presented herein provides essential baseline data for surveillance programs and control activities.
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Affiliation(s)
- María V Cardo
- Universidad Nacional de San Martín, Laboratorio de Ecología de
Enfermedades Transmitidas por Vectores (2eTV), 3iA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos
Aires, Argentina
| | - Alejandra Rubio
- Universidad Nacional de San Martín, Laboratorio de Ecología de
Enfermedades Transmitidas por Vectores (2eTV), 3iA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos
Aires, Argentina
| | - Melania Junges
- Universidad Nacional de San Martín, Laboratorio de Ecología de
Enfermedades Transmitidas por Vectores (2eTV), 3iA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos
Aires, Argentina
| | - Darío Vezzani
- Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos
Aires, Argentina
- Universidad Nacional del Centro de la Provincia de Buenos Aires,
Facultad de Ciencias Exactas, Instituto Multidisciplinario sobre Ecosistemas y
Desarrollo Sustentable, Tandil, Argentina
| | - Aníbal E Carbajo
- Universidad Nacional de San Martín, Laboratorio de Ecología de
Enfermedades Transmitidas por Vectores (2eTV), 3iA, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos
Aires, Argentina
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Correlating Remote Sensing Data with the Abundance of Pupae of the Dengue Virus Mosquito Vector, Aedes aegypti, in Central Mexico. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION 2014. [DOI: 10.3390/ijgi3020732] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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