Effects of the El Nino-Southern Oscillation and seasonal weather conditions on Aedes aegypti infestation in the State of Sao Paulo (Brazil): A Bayesian spatio-temporal study
Background Seasonal fluctuations in weather are recognized as factors that affect both Aedes (Ae.) aegypti mosquitoes and the diseases they carry, such as dengue fever. The El Nino-Southern Oscillation (ENSO) is widely regarded as one of the most impactful atmospheric phenomena on Earth, characterized by the interplay of shifting ocean temperatures, trade wind intensity, and atmospheric pressure, resulting in extensive alterations in climate conditions. In this study, we investigate the influence of ENSO and local weather conditions on the spatio-temporal variability of Ae. aegypti infestation index. Methods We collected seasonal entomological survey data of immature forms of Ae. aegypti mosquitoes (Breteau index), as well as data on temperature, rainfall and the Oceanic Nino Index (ONI) for the period 2008-2018 over the 645 municipalities of the subtropical State of Sao Paulo (Brazil). We grounded our analytical approach on a Bayesian framework and we used a hierarchical spatio-temporal model to study the relationship between ENSO tracked by ONI, seasonal weather fluctuations and the larval index, while adjusting for population density and wealth inequalities. Results Our results showed a relevant positive effect for El Nino on the Ae. aegypti larval index. In particular, we found that the number of positive containers would be expected to increase by 1.30-unit (95% Credible Intervals (CI): 1.23 to 1.37) with El Ni & ntilde;o events (i.e., >= 1 degrees C, moderate to strong) respect to neutral (and weak) events. We also found that seasonal rainfall exceeding 153.12 mm appears to have a notable impact on vector index, leading potentially to the accumulation of ample water in outdoor discarded receptacles, supporting the aquatic phase of mosquito development. Additionally, seasonal temperature above 23.30 degrees C was found positively associated to the larval index. Although the State of S & atilde;o Paulo as a whole has characteristics favourable to proliferation of the vector, there were specific areas with a greater tendency for mosquito infestation, since the most vulnerable areas are predominantly situated in the central and northern regions of the state, with hot spots of abundance in the south, especially during El Nino events. Our findings also indicate that social disparities present in the municipalities contributes to Ae. aegypti proliferation. Conclusions Considering the anticipated rise in both the frequency and intensity of El Nino events in the forthcoming decades as a consequence of climate change, the urgency to enhance our ability to track and diminish arbovirus outbreaks is crucial.
机构:
Univ Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
Univ Estadual Norte Fluminense, Macae, BrazilUniv Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
Santos, Eliane Barbosa
de Freitas, Edmilson Dias
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Univ Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, BrazilUniv Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
de Freitas, Edmilson Dias
Abou Rafee, Sameh Adib
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Univ Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, BrazilUniv Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
Abou Rafee, Sameh Adib
Fujita, Thais
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Univ Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, BrazilUniv Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
Fujita, Thais
Rudke, Anderson Paulo
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Univ Tecnol Fed Parana, Curitiba, Parana, BrazilUniv Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
Rudke, Anderson Paulo
Martins, Leila Droprinchinski
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Univ Tecnol Fed Parana, Curitiba, Parana, BrazilUniv Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
Martins, Leila Droprinchinski
Ferreira de Souza, Rodrigo Augusto
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Univ Estadual Amazonas, Manaus, Amazonas, BrazilUniv Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
Ferreira de Souza, Rodrigo Augusto
Martins, Jorge Alberto
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Univ Tecnol Fed Parana, Curitiba, Parana, BrazilUniv Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, Sao Paulo, Brazil
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Univ Estado Amazonas, Escola Super Tecnol, Av Darcy Vargas,1200,Parque 10 Novembro, BR-69065020 Manaus, Amazonas, BrazilUniv Valle, Fac Humanidades, Dept Geog, Cali, Colombia
Andreoli de Souza, Rita Valeria
Kayano, Mary Toshie
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Inst Nat Pesquisas Espaciais, Ctr Previsao Tempo & Estudos Climat, Div Modelagem & Desenvolvimento, Av Astronautas 1758, BR-12227010 Sao Jose Dos Campos, SP, BrazilUniv Valle, Fac Humanidades, Dept Geog, Cali, Colombia
机构:
China Three Gorges Univ, Coll Hydraul & Environm Engn, Yichang 443000, Peoples R China
China Renewable Energy Engn Inst, Beijing 100120, Peoples R ChinaChina Three Gorges Univ, Coll Hydraul & Environm Engn, Yichang 443000, Peoples R China
机构:
Univ Sao Paulo, Dept Social Med, FMRP, BR-14049900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Social Med, FMRP, BR-14049900 Ribeirao Preto, SP, Brazil
da Roza, Daiane Leite
Gullaci Guimaraes Caccia-Bava, Maria do Carmo
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Univ Sao Paulo, Dept Social Med, FMRP, BR-14049900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Social Med, FMRP, BR-14049900 Ribeirao Preto, SP, Brazil
Gullaci Guimaraes Caccia-Bava, Maria do Carmo
Martinez, Edson Zangiacomi
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Univ Sao Paulo, Dept Social Med, FMRP, BR-14049900 Ribeirao Preto, SP, BrazilUniv Sao Paulo, Dept Social Med, FMRP, BR-14049900 Ribeirao Preto, SP, Brazil
机构:
Ctr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USACtr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USA
Barrera, Roberto
Acevedo, Veronica
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Ctr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USACtr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USA
Acevedo, Veronica
Amador, Manuel
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Ctr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USACtr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USA
Amador, Manuel
Marzan, Melissa
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Dept Hlth Puerto Rico, 1111 Av Tte Cesar Luis Gonzalez, San Juan, PR 00927 USACtr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USA
Marzan, Melissa
Adams, Laura E.
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Ctr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USACtr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USA
Adams, Laura E.
Paz-Bailey, Gabriela
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Ctr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USACtr Dis Control & Prevent, Dengue Branch, DVBID, 1324 Calle, San Juan, PR 00920 USA