Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | |
Tipo de documento: | Dissertação |
Idioma: | por |
Título da fonte: | Biblioteca Digital de Teses e Dissertações da UERJ |
Texto Completo: | http://www.bdtd.uerj.br/handle/1/19348 |
Resumo: | Visceral leishmaniasis (VL) is a systemic vector-borne disease. In Brazil, it caused by the protozoan Leishmania infantum and is transmitted by sandflies of the genus Lutzomyia, with dogs as the principal source of infection in urban areas. Historically, VL was known as a rural endemic disease, since the 80's it has become endemic and epidemic in large Brazilian cities. Since then, many factors were hypothesised as driving VL expansion, as socioeconomic, climatic and environmental variables. More specifically, concerning deforestation and human-made actions in the environment, most studies tend to be qualitative in nature or use traditional reductionist approaches, ignoring the complexities that are inherent of vector-borne zoonotic infectious diseases. The present study aimed to investigate the effect of deforestation in the occurrence of Lutzomyia longipalpis, canine visceral leishmaniasis (CVL), and human visceral leishmaniasis (HVL), taking as a motivating example the São Paulo state (Brazil). To this end, we chose a counterfactual approach to estimate the effects (overall, direct and indirect) of deforestation in the occurrence of vector/CVL/HVL. We did it in two steps; first, we estimated the parameters through a double Metropolis-Hastings algorithm and, finally, we estimated the causal effects through a Gibbs sampler, using the autognet package in R. We observe that deforested cities show 2.63, 2.07, and 3.18 higher odds of vector/CVL/HVL occurrence, respectively, when compared to non-deforested municipalities. We also see a significant influence of vector, CVL, and HVL presence in the neighbours in its appearance in previous naive cities, 6.67, 4.26, 4,27 respectively. Lastly, under hypothetical changes in deforestation's prevalence from 50% to 0% in the whole state, is expected a decrease in its prevalence of the vector, LVC and LVH of 11%, 6.67% and 29.87% respectively. Deforestation in the occurrence of infectious diseases and, more specifically, VL importance, is two-folded: (i) changing's the ecosystem equilibrium and community structure, allowing its vector to reproduce and colonise; (ii) promoting a close contact through the VL cycle components. In such a way, for correct control of VL and infectious disease as a whole, it is essential an eco-friendly development with viable solutions for trade-offs between agriculture, urbanization and conservation. |
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Struchiner, Cláudio JoséWerneck, Guilherme LoureiroSevá, Anaiá da PaixãoBraga , José UeleresReichenheim, Michael EduardoCarvalho, Luiz Max Fagundes dehttp://lattes.cnpq.br/9338000010851060Santos, Cleber Vinicius Brito doscleber.vini@yahoo.com.br2023-04-11T13:51:12Z2020-03-05SANTOS, Cleber Vinicius Brito dos. Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual. 2020. 86 f. Dissertação (Mestrado em Saúde Coletiva) - Instituto de Medicina Social Hesio Cordeiro, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, 2020.http://www.bdtd.uerj.br/handle/1/19348Visceral leishmaniasis (VL) is a systemic vector-borne disease. In Brazil, it caused by the protozoan Leishmania infantum and is transmitted by sandflies of the genus Lutzomyia, with dogs as the principal source of infection in urban areas. Historically, VL was known as a rural endemic disease, since the 80's it has become endemic and epidemic in large Brazilian cities. Since then, many factors were hypothesised as driving VL expansion, as socioeconomic, climatic and environmental variables. More specifically, concerning deforestation and human-made actions in the environment, most studies tend to be qualitative in nature or use traditional reductionist approaches, ignoring the complexities that are inherent of vector-borne zoonotic infectious diseases. The present study aimed to investigate the effect of deforestation in the occurrence of Lutzomyia longipalpis, canine visceral leishmaniasis (CVL), and human visceral leishmaniasis (HVL), taking as a motivating example the São Paulo state (Brazil). To this end, we chose a counterfactual approach to estimate the effects (overall, direct and indirect) of deforestation in the occurrence of vector/CVL/HVL. We did it in two steps; first, we estimated the parameters through a double Metropolis-Hastings algorithm and, finally, we estimated the causal effects through a Gibbs sampler, using the autognet package in R. We observe that deforested cities show 2.63, 2.07, and 3.18 higher odds of vector/CVL/HVL occurrence, respectively, when compared to non-deforested municipalities. We also see a significant influence of vector, CVL, and HVL presence in the neighbours in its appearance in previous naive cities, 6.67, 4.26, 4,27 respectively. Lastly, under hypothetical changes in deforestation's prevalence from 50% to 0% in the whole state, is expected a decrease in its prevalence of the vector, LVC and LVH of 11%, 6.67% and 29.87% respectively. Deforestation in the occurrence of infectious diseases and, more specifically, VL importance, is two-folded: (i) changing's the ecosystem equilibrium and community structure, allowing its vector to reproduce and colonise; (ii) promoting a close contact through the VL cycle components. In such a way, for correct control of VL and infectious disease as a whole, it is essential an eco-friendly development with viable solutions for trade-offs between agriculture, urbanization and conservation.A leishmaniose visceral (LV) é uma doença sistêmica de transmissão vetorial. No Brasil, ela é causada pelo protozoário Leishmania infantum e é transmitida por flebotomíneos do gênero Lutzomyia, tendo os cães como a principal fonte de infecção em áreas urbanas. Historicamente a LV era conhecida como uma doença endêmica rural, porém desde a década de 1980, ela atingiu proporções endêmicas e epidêmicas em grandes cidades brasileiras. Desde então vários fatores são considerados como norteadores da expansão da LV, como variáveis socioeconômicas, climáticas e ambientais. Mais especificamente sobre o efeito do desmatamento e perturbações antrópicas no ambiente, a maioria do que se encontra na literatura tem natureza qualitativa ou utiliza de abordagens reducionistas, sem considerar a complexidade da dinâmica de uma doença infecciosa de transmissão vetorial e de caráter zoonóticos. Na presente dissertação, investigamos o efeito do desmatamento na ocorrência de Lutzomyia longipalpis (Lu. longipalpis), leishmaniose visceral canina (LVC) e leishmaniose visceral humana (LVH), tomando como exemplo o estado de São Paulo. Para isso, utilizamos uma abordagem contrafactual para estimar os efeitos (geral, direto e indireto) do desmatamento na ocorrência do Lu. longipalpis/LVC/LVH. Isso foi feito em dois passos, primeiro estimamos os parâmetros por meio de um algoritmo de Metropolis-Hastings duplo e, por fim, estimamos os efeitos causais através de um amostrador de Gibbs, por meio do pacote autognet no R.Vimos que municípios desmatados apresentam 2.63, 2.07 e 3.18 maiores chances de apresentar o vetor, LVC e LVH, respectivamente quando comparados com os municípios que não apresentaram desmatamento. Foi observada também uma forte influência da presença do vetor, LVC e LVH dos municípios vizinhos na ocorrência dos mesmos em municípios previamente livres dos desfechos (6.67, 4.26 e 4.27). Já sob mudanças hipotéticas de prevalência do desmatamento de 50% para 0% no estado, são esperadas quedas na prevalência do vetor, LVC e LVH de 11%, 6.67% e 29.87% respectivamente. O desmatamento influi na ocorrência do vetor, doença em cães e humanos por duas principais vias, (i) alterando o funcionamento do ecossistema e estrutura da comunidade, permitindo a reprodução e colonização do vetor; e (ii) promovendo uma aproximação entre todos os componentes do ciclo da LV. De tal modo, para correto controle da LV e doenças infecciosas como um todo, é imprescindível um desenvolvimento ecologicamente correto com soluções viáveis para as compensações entre a agricultura, urbanização e conservação. urbanização e conservação.Submitted by Marcia CB/C (marciagraziadio@yahoo.com.br) on 2023-04-11T13:51:12Z No. of bitstreams: 1 Dissertação - Cleber Vinicius Brito dos Santos - 2020 - Completa.pdf: 2463221 bytes, checksum: c466b2d0fe1633797384f7a9ed2f9b9f (MD5)Made available in DSpace on 2023-04-11T13:51:12Z (GMT). No. of bitstreams: 1 Dissertação - Cleber Vinicius Brito dos Santos - 2020 - Completa.pdf: 2463221 bytes, checksum: c466b2d0fe1633797384f7a9ed2f9b9f (MD5) Previous issue date: 2020-03-05Conselho Nacional de Desenvolvimento Científico e Tecnológico - CNPqapplication/pdfporUniversidade do Estado do Rio de JaneiroPrograma de Pós-Graduação em Saúde ColetivaUERJBrasilCentro Biomédico::Instituto de Medicina Social Hesio CordeiroCausal inferenceVector-borne diseasesNeglected tropical diseasesEmerging infectious diseasesBayesian inferencePotential outcomesOne healthInferência causalDoenças transmitidas por vetoresDoenças tropicais negligenciadasDoenças emergentes e reermergentesInferência BayesianaDesfechos potenciaisSaúde únicaCIENCIAS DA SAUDE::SAUDE COLETIVAComo o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactualHow deforestation influence tha occurrence of Visceral Leishmaniasis? A counterfactual approachinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisinfo:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações da UERJinstname:Universidade do Estado do Rio de Janeiro (UERJ)instacron:UERJORIGINALDissertação - Cleber Vinicius Brito dos Santos - 2020 - Completa.pdfDissertação - Cleber Vinicius Brito dos Santos - 2020 - Completa.pdfapplication/pdf2463221http://www.bdtd.uerj.br/bitstream/1/19348/2/Dissertac%CC%A7a%CC%83o+-+Cleber+Vinicius+Brito+dos+Santos+-+2020+-+Completa.pdfc466b2d0fe1633797384f7a9ed2f9b9fMD52LICENSElicense.txtlicense.txttext/plain; charset=utf-82123http://www.bdtd.uerj.br/bitstream/1/19348/1/license.txte5502652da718045d7fcd832b79fca29MD511/193482024-02-26 20:29:04.213oai:www.bdtd.uerj.br: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Biblioteca Digital de Teses e Dissertaçõeshttp://www.bdtd.uerj.br/PUBhttps://www.bdtd.uerj.br:8443/oai/requestbdtd.suporte@uerj.bropendoar:29032024-02-26T23:29:04Biblioteca Digital de Teses e Dissertações da UERJ - Universidade do Estado do Rio de Janeiro (UERJ)false |
dc.title.por.fl_str_mv |
Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual |
dc.title.alternative.eng.fl_str_mv |
How deforestation influence tha occurrence of Visceral Leishmaniasis? A counterfactual approach |
title |
Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual |
spellingShingle |
Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual Santos, Cleber Vinicius Brito dos Causal inference Vector-borne diseases Neglected tropical diseases Emerging infectious diseases Bayesian inference Potential outcomes One health Inferência causal Doenças transmitidas por vetores Doenças tropicais negligenciadas Doenças emergentes e reermergentes Inferência Bayesiana Desfechos potenciais Saúde única CIENCIAS DA SAUDE::SAUDE COLETIVA |
title_short |
Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual |
title_full |
Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual |
title_fullStr |
Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual |
title_full_unstemmed |
Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual |
title_sort |
Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual |
author |
Santos, Cleber Vinicius Brito dos |
author_facet |
Santos, Cleber Vinicius Brito dos cleber.vini@yahoo.com.br |
author_role |
author |
author2 |
cleber.vini@yahoo.com.br |
author2_role |
author |
dc.contributor.advisor1.fl_str_mv |
Struchiner, Cláudio José |
dc.contributor.advisor-co1.fl_str_mv |
Werneck, Guilherme Loureiro |
dc.contributor.advisor-co2.fl_str_mv |
Sevá, Anaiá da Paixão |
dc.contributor.referee1.fl_str_mv |
Braga , José Ueleres |
dc.contributor.referee2.fl_str_mv |
Reichenheim, Michael Eduardo |
dc.contributor.referee3.fl_str_mv |
Carvalho, Luiz Max Fagundes de |
dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/9338000010851060 |
dc.contributor.author.fl_str_mv |
Santos, Cleber Vinicius Brito dos cleber.vini@yahoo.com.br |
contributor_str_mv |
Struchiner, Cláudio José Werneck, Guilherme Loureiro Sevá, Anaiá da Paixão Braga , José Ueleres Reichenheim, Michael Eduardo Carvalho, Luiz Max Fagundes de |
dc.subject.eng.fl_str_mv |
Causal inference Vector-borne diseases Neglected tropical diseases Emerging infectious diseases Bayesian inference Potential outcomes One health |
topic |
Causal inference Vector-borne diseases Neglected tropical diseases Emerging infectious diseases Bayesian inference Potential outcomes One health Inferência causal Doenças transmitidas por vetores Doenças tropicais negligenciadas Doenças emergentes e reermergentes Inferência Bayesiana Desfechos potenciais Saúde única CIENCIAS DA SAUDE::SAUDE COLETIVA |
dc.subject.por.fl_str_mv |
Inferência causal Doenças transmitidas por vetores Doenças tropicais negligenciadas Doenças emergentes e reermergentes Inferência Bayesiana Desfechos potenciais Saúde única |
dc.subject.cnpq.fl_str_mv |
CIENCIAS DA SAUDE::SAUDE COLETIVA |
description |
Visceral leishmaniasis (VL) is a systemic vector-borne disease. In Brazil, it caused by the protozoan Leishmania infantum and is transmitted by sandflies of the genus Lutzomyia, with dogs as the principal source of infection in urban areas. Historically, VL was known as a rural endemic disease, since the 80's it has become endemic and epidemic in large Brazilian cities. Since then, many factors were hypothesised as driving VL expansion, as socioeconomic, climatic and environmental variables. More specifically, concerning deforestation and human-made actions in the environment, most studies tend to be qualitative in nature or use traditional reductionist approaches, ignoring the complexities that are inherent of vector-borne zoonotic infectious diseases. The present study aimed to investigate the effect of deforestation in the occurrence of Lutzomyia longipalpis, canine visceral leishmaniasis (CVL), and human visceral leishmaniasis (HVL), taking as a motivating example the São Paulo state (Brazil). To this end, we chose a counterfactual approach to estimate the effects (overall, direct and indirect) of deforestation in the occurrence of vector/CVL/HVL. We did it in two steps; first, we estimated the parameters through a double Metropolis-Hastings algorithm and, finally, we estimated the causal effects through a Gibbs sampler, using the autognet package in R. We observe that deforested cities show 2.63, 2.07, and 3.18 higher odds of vector/CVL/HVL occurrence, respectively, when compared to non-deforested municipalities. We also see a significant influence of vector, CVL, and HVL presence in the neighbours in its appearance in previous naive cities, 6.67, 4.26, 4,27 respectively. Lastly, under hypothetical changes in deforestation's prevalence from 50% to 0% in the whole state, is expected a decrease in its prevalence of the vector, LVC and LVH of 11%, 6.67% and 29.87% respectively. Deforestation in the occurrence of infectious diseases and, more specifically, VL importance, is two-folded: (i) changing's the ecosystem equilibrium and community structure, allowing its vector to reproduce and colonise; (ii) promoting a close contact through the VL cycle components. In such a way, for correct control of VL and infectious disease as a whole, it is essential an eco-friendly development with viable solutions for trade-offs between agriculture, urbanization and conservation. |
publishDate |
2020 |
dc.date.issued.fl_str_mv |
2020-03-05 |
dc.date.accessioned.fl_str_mv |
2023-04-11T13:51:12Z |
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dc.identifier.citation.fl_str_mv |
SANTOS, Cleber Vinicius Brito dos. Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual. 2020. 86 f. Dissertação (Mestrado em Saúde Coletiva) - Instituto de Medicina Social Hesio Cordeiro, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, 2020. |
dc.identifier.uri.fl_str_mv |
http://www.bdtd.uerj.br/handle/1/19348 |
identifier_str_mv |
SANTOS, Cleber Vinicius Brito dos. Como o desmatamento influencia a ocorrência de leishmaniose visceral? Uma abordagem contrafactual. 2020. 86 f. Dissertação (Mestrado em Saúde Coletiva) - Instituto de Medicina Social Hesio Cordeiro, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, 2020. |
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UERJ |
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Brasil |
dc.publisher.department.fl_str_mv |
Centro Biomédico::Instituto de Medicina Social Hesio Cordeiro |
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Universidade do Estado do Rio de Janeiro |
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