Generalized linear models applied to the analysis of the effectiveness of the Sterile Insect Technique
DOI:
https://doi.org/10.15392/2319-0612.2024.2352Keywords:
Dengue, Multivariate Linear Regression, Ionizing radiationAbstract
Aedes aegypti mosquito, popularly known as the dengue mosquito, represents a serious public health problem, because it is the vector responsible for several serious diseases such as Chikungunya fever, Zika virus and Dengue, the latter of which has a higher incidence in the Brazilian population. That mosquito has a high capacity for adaptation in the most diverse types of environments, mainly in places with high population density and lack of basic sanitation, factors that favor its proliferation. The control methods used by the epidemiological surveillance agencies are divided into three modalities: mechanical control, chemical control and biological control. Among the biological control methods, the Sterile Insect Technique (SIT) technique stands out, which consists of introducing sterile males into the mosquito population. This article presents reproduction analyzes of a population of natural mosquitoes compared to a population of mosquitoes with the insertion of males sterilized by ionizing radiation, seeking to observe the impact caused by this control method. The statistical analyzes showed the Negative Binomial regression model presented a better fit to the daily egg count data, when this model was compared to the Poisson model. In addition, the introduction of irradiated males decreases the average oviposition rate by approximately 30%.
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AUGUSTO, L. G. S. et al. Aedes aegypti control in Brazil. The Lancet, v. 387, n. 10023, p. 1052-1053, 2016. DOI: https://doi.org/10.1016/S0140-6736(16)00626-7
ARAÚJO, H. R. C. et al. Aedes aegypti control strategies in Brazil: incorporation of new technologies to overcome the persistence of dengue epidemics. Insects, v. 6, n. 2, p. 576-594, 2015. DOI: https://doi.org/10.3390/insects6020576
BRASIL. MINISTÉRIO DA SAÚDE. FUNDAÇÃO NACIONAL DE SAÚDE. Dengue instruções para pessoal de combate ao vetor: manual de normas técnicas, Brasília, Ministério da Saúde, 2001.
CAVALCANTE, K. R. L. J.; TAUIL, P. L. Risk of re-emergence of urban yellow fever in Brazil. Epidemiologia e Serviços de Saúde, v. 26, p. 617-620, 2017. DOI: https://doi.org/10.5123/S1679-49742017000300018
LIMA-CAMARA, T. N. Emerging arboviruses and public health challenges in Brazil. Revista de saúde pública, v. 50, p. 36, 2016. DOI: https://doi.org/10.1590/S1518-8787.2016050006791
MANIERO, V. C. et al. Epidemiological surveillance of main vector borne arboviral diseases in Brazil: a brief review. Brazilian Journal of Veterinary Medicine, v. 43, n. 1, p. e001420-e001420, 2021. DOI: https://doi.org/10.29374/2527-2179.bjvm001420
SILVA, M. M. O. et al. Concomitant transmission of dengue, chikungunya, and Zika viruses in Brazil: clinical and epidemiological findings from surveillance for acute febrile illness. Clinical Infectious Diseases, v. 69, n. 8, p. 1353-1359, 2019. DOI: https://doi.org/10.1093/cid/ciy1083
SHOPE, R. E.; MEEGAN, J. M. Arboviruses. In: Viral Infections of Humans. Springer, Boston, MA, 1997. p. 151-183. DOI: https://doi.org/10.1007/978-1-4899-0036-4_6
SIQUEIRA JR, J. B. et al. Dengue and dengue hemorrhagic fever, Brazil, 1981–2002. Emerging infectious diseases, v. 11, n. 1, p. 48, 2005. DOI: https://doi.org/10.3201/eid1101.031091
CRISTINO, A. C. Estudo para estimação das taxas do modelo matemático para prever o comportamento populacional do mosquito transmissor da dengue, Trabalho de Conclusão de Curso, Bacharelado em Física Médica, Universidade Estadual Paulista "Júlio de Mesquita Filho", Instituto de Biociências de Botucatu, Botucatu, 2015.
ESTEVA, L.; YANG, H. M. Mathematical model to assess the control of Aedes aegypti mosquitoes by the sterile insect technique. Mathematical Biosciences, v. 198, n. 2, p. 132-147, 2005. DOI: https://doi.org/10.1016/j.mbs.2005.06.004
SECRETARIA DE VIGILÂNCIA EM SAÚDE E AMBIENTE, MINISTÉRIO DA SAÚDE. Monitoramento das arboviroses urbanas: semanas epidemiológicas 1 a 35 de 2023, 2022. Boletim Epidemiológico Número 13, Vol.54, Brasil, nov. 2023.
TAUIL, P. L. Perspectivas de controle de doenças transmitidas por vetores no Brasil, Revista da Sociedade Brasileira de Medicina Tropical, v. 39, n. 3, p. 275-277, 2006. DOI: https://doi.org/10.1590/S0037-86822006000300010
JUPATANAKUL, N. et al. Engineered Aedes aegypti JAK/STAT pathway mediated immunity to dengue virus, PLoS neglected tropical diseases, v. 11, n. 1, p.e0005187, 2017. DOI: https://doi.org/10.1371/journal.pntd.0005187
KNIPLING, E. F. et al. Genetic control of insects of public health importance. Bulletin of the World Health Organization, v. 38, n. 3, p. 421, 1968.
KLASSEN, W.; CURTIS, C. F.; HENDRICHS, J. History of the sterile insect technique. In: Sterile insect technique. CRC Press, 2021. p. 1-44. DOI: https://doi.org/10.1201/9781003035572-1
BAKRI, A. et al. Sterilizing insects with ionizing radiation. Sterile Insect Technique: Principles and Practice in Area-Wide Integrated Pest Management, p. 355-398, 2005. DOI: https://doi.org/10.1201/9781003035572-11
HALL, E. J.; GIACCIA, A. J. Radiobiology for the Radiologist., 7ª edição, 2012.
BOGITSH, B. J.; CARTER, C. E.; OELTMANN, T. N. Human parasitology. Academic Press, 2018.
NELSON, M .J. et al. Aedes aegypti: Biology and ecology. 1986.
MUDELE, O. et al. Modeling dengue vector population with earth observation data and a generalized linear model. Acta Tropica, v. 215, p. 105809, 2021. DOI: https://doi.org/10.1016/j.actatropica.2020.105809
MYERS, R. H.; MONTGOMERY, D. C. A tutorial on generalized linear models. Journal of Quality Technology, v. 29, n. 3, p. 274-291, 1997. DOI: https://doi.org/10.1080/00224065.1997.11979769
PAULA, G. A. Modelos de Regressão com Apoio Computacional, p. 281-311, Instituto de Matemática e Estatística, Universidade de São Paulo, 2013.
PAULA, G. A. Algoritmos de Modelos de Regressão, Available at: https://www.ime.usp.br/~giapaula/textoregressao.htm. Acessed: 2 out. 2020.
DO NASCIMENTO, L. A. et al. Análise estatística de um delineamento de experimento para esterilização por radiação de mosquitos Aedes aegypti. Brazilian Journal of Radiation Sciences, v. 7, n. 3, 2019. DOI: https://doi.org/10.15392/bjrs.v7i3.809
RANATHUNGE, T. et al. Development of the Sterile Insect Techinique to control the dengue vector Aedes aegypti (Linnaeus) in Sri Lanka. PLoS One, v. 17, n. 4, 2022. DOI: https://doi.org/10.1371/journal.pone.0265244
LIMA, K. F. A. Avaliação biológica de machos esterilizados por radiação gama, para utilização em programas de controle populacional de Aedes aegypti (Diptera: Culicidae). Dissertação de Mestrado, Mestrado em Biociências e Biotecnologia em Saúde, Centro de Pesquisas Aggeu Magalhães, Fundação Oswaldo Cruz, Recife, 2015.
LEES, R. S. et al. Back to the future: the sterile insect technique against mosquito disease vectors. Current Opinion in Insect Science. v. 10, p. 156-162, 2015. DOI: https://doi.org/10.1016/j.cois.2015.05.011
GATO, R. et al. Sterile Insect Technique: Successful Suppression of an Aedes aegypti Field Population in Cuba. Insects. v. 12, n. 5, 2021. DOI: https://doi.org/10.3390/insects12050469
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