Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors

Detalhes bibliográficos
Autor(a) principal: Glaucia Fernandes Cota
Data de Publicação: 2021
Outros Autores: Astrid Christine Erber, Eva Schernhammer, Taynãna César Simões
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFMG
Texto Completo: https://doi.org/10.1371/journal.pntd.0009567
http://hdl.handle.net/1843/55282
https://orcid.org/0000-0003-0538-7403
https://orcid.org/0000-0001-5252-9676
https://orcid.org/0000-0002-4337-9415
https://orcid.org/0000-0002-5849-343X
Resumo: Background: In Brazil, case-fatality from visceral leishmaniasis (VL) is high and characterized by wide differences between the various political-economic units, the federated units (FUs). This study was designed to investigate the association between factors at the both FU and individual levels with the risk of dying from VL, after analysing the temporal trend and the spatial dependency for VL case-fatality. Methodology: The analysis was based on individual and aggregated data of the Reportable Disease Information System-SINAN (Brazilian Ministry of Health). The temporal and spatial distributions of the VL case-fatality between 2007 and 2017 (27 FUs as unit of analysis) were considered together with the individual characteristics and many other variables at the FU level (socioeconomic, demographic, access to health and epidemiological indicators) in a mixed effects models or multilevel modeling, assuming a binomial outcome distribution (death from VL). Findings: A linear increasing temporal tendency (4%/year) for VL case-fatality was observed between 2007 and 2017. There was no similarity between the case-fatality rates of neighboring FUs (non-significant spatial term), although these rates were heterogeneous in this spatial scale of analysis. In addition to the known individual risk factors age, female gender, disease’s severity, bacterial co-infection and disease duration, low level schooling and unavailability of emergency beds and health professionals (the last two only in univariate analysis) were identified as possibly related to VL death risk. Lower VL incidence was also associated to VL case-fatality, suggesting that unfamiliarity with the disease may delay appropriate medical management: VL patients with fatal outcome were notified and had VL treatment started 6 and 3 days later, respectively, in relation to VL cured patients. Access to garbage collection, marker of social and economic development, seems to be protective against the risk of dying from VL. Part of the observed VL case-fatality variability in Brazil could not be explained by the studied variables, suggesting that factors linked to the intra FU environment may be involved. Conclusions: This study aimed to identify epidemiological conditions and others related to access to the health system possibly linked to VL case-fatality, pointing out new prognostic determinants subject to intervention.
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spelling 2023-06-23T19:31:47Z2023-06-23T19:31:47Z2021-07-01157https://doi.org/10.1371/journal.pntd.00095671935-2735http://hdl.handle.net/1843/55282https://orcid.org/0000-0003-0538-7403https://orcid.org/0000-0001-5252-9676https://orcid.org/0000-0002-4337-9415https://orcid.org/0000-0002-5849-343XBackground: In Brazil, case-fatality from visceral leishmaniasis (VL) is high and characterized by wide differences between the various political-economic units, the federated units (FUs). This study was designed to investigate the association between factors at the both FU and individual levels with the risk of dying from VL, after analysing the temporal trend and the spatial dependency for VL case-fatality. Methodology: The analysis was based on individual and aggregated data of the Reportable Disease Information System-SINAN (Brazilian Ministry of Health). The temporal and spatial distributions of the VL case-fatality between 2007 and 2017 (27 FUs as unit of analysis) were considered together with the individual characteristics and many other variables at the FU level (socioeconomic, demographic, access to health and epidemiological indicators) in a mixed effects models or multilevel modeling, assuming a binomial outcome distribution (death from VL). Findings: A linear increasing temporal tendency (4%/year) for VL case-fatality was observed between 2007 and 2017. There was no similarity between the case-fatality rates of neighboring FUs (non-significant spatial term), although these rates were heterogeneous in this spatial scale of analysis. In addition to the known individual risk factors age, female gender, disease’s severity, bacterial co-infection and disease duration, low level schooling and unavailability of emergency beds and health professionals (the last two only in univariate analysis) were identified as possibly related to VL death risk. Lower VL incidence was also associated to VL case-fatality, suggesting that unfamiliarity with the disease may delay appropriate medical management: VL patients with fatal outcome were notified and had VL treatment started 6 and 3 days later, respectively, in relation to VL cured patients. Access to garbage collection, marker of social and economic development, seems to be protective against the risk of dying from VL. Part of the observed VL case-fatality variability in Brazil could not be explained by the studied variables, suggesting that factors linked to the intra FU environment may be involved. Conclusions: This study aimed to identify epidemiological conditions and others related to access to the health system possibly linked to VL case-fatality, pointing out new prognostic determinants subject to intervention.Introdução: No Brasil, a letalidade da leishmaniose visceral (LV) é alta e caracterizada por grandes diferenças entre as diversas unidades político-econômicas, as unidades federadas (UFs). Este estudo foi desenhado para investigar a associação entre fatores tanto no nível da UF quanto no nível individual com o risco de morrer por LV, após analisar a tendência temporal e a dependência espacial para a letalidade por LV. Metodologia: A análise foi baseada em dados individuais e agregados do Sistema de Informação de Agravos de Notificação-SINAN (Ministério da Saúde). As distribuições temporais e espaciais da letalidade por LV entre 2007 e 2017 (27 UFs como unidade de análise) foram consideradas juntamente com as características individuais e muitas outras variáveis ​​no nível da UF (indicadores socioeconômicos, demográficos, de acesso à saúde e epidemiológicos) em modelos de efeitos mistos ou modelagem multinível, assumindo uma distribuição de resultados binomial (morte por LV). Resultados: Observou-se uma tendência temporal linear crescente (4%/ano) para letalidade por LV entre 2007 e 2017. Não houve similaridade entre as taxas de letalidade das UFs vizinhas (termo espacial não significativo), embora essas taxas fossem heterogêneo nessa escala espacial de análise. Além dos fatores de risco individuais conhecidos idade, sexo feminino, gravidade da doença, coinfecção bacteriana e duração da doença, baixa escolaridade e indisponibilidade de leitos de emergência e profissionais de saúde (os dois últimos apenas na análise univariada) foram identificados como possivelmente relacionados a risco de morte por LV. A menor incidência de LV também foi associada à letalidade de LV, sugerindo que o desconhecimento da doença pode atrasar o tratamento médico adequado: pacientes com LV com desfecho fatal foram notificados e tiveram tratamento para LV iniciado 6 e 3 dias depois, respectivamente, em relação aos pacientes com LV curados . O acesso à coleta de lixo, marcador de desenvolvimento social e econômico, parece ser protetor contra o risco de morrer por LV. Parte da variabilidade observada na letalidade da LV no Brasil não pôde ser explicada pelas variáveis ​​estudadas, sugerindo que fatores ligados ao ambiente intra-UF podem estar envolvidos. Conclusões: Este estudo teve como objetivo identificar condições epidemiológicas e outras relacionadas ao acesso ao sistema de saúde possivelmente vinculadas à letalidade da LV, apontando novos determinantes prognósticos passíveis de intervenção.CNPq - Conselho Nacional de Desenvolvimento Científico e TecnológicoengUniversidade Federal de Minas GeraisUFMGBrasilHCL - HOSPITAL DAS CLINICASPlos Neglected Tropical DiseasesLeishmaniose visceralMortalidadeEstudos epidemiológicosBrasilSistemas de saúdeFatores socioeconômicosIndicadores demográficosVisceral leishmaniasisCase-fatalityBrazilEpidemiological conditionsHealth systemInequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factorsDesigualdades na letalidade da leishmaniose visceral no Brasil: uma modelagem multinível considerando espaço, tempo, individual e fatores contextuaisinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://journals.plos.org/plosntds/article?id=10.1371/journal.pntd.0009567Glaucia Fernandes CotaAstrid Christine ErberEva SchernhammerTaynãna César Simõesapplication/pdfinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFMGinstname:Universidade Federal de Minas Gerais (UFMG)instacron:UFMGLICENSELicense.txtLicense.txttext/plain; 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dc.title.pt_BR.fl_str_mv Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors
dc.title.alternative.pt_BR.fl_str_mv Desigualdades na letalidade da leishmaniose visceral no Brasil: uma modelagem multinível considerando espaço, tempo, individual e fatores contextuais
title Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors
spellingShingle Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors
Glaucia Fernandes Cota
Visceral leishmaniasis
Case-fatality
Brazil
Epidemiological conditions
Health system
Leishmaniose visceral
Mortalidade
Estudos epidemiológicos
Brasil
Sistemas de saúde
Fatores socioeconômicos
Indicadores demográficos
title_short Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors
title_full Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors
title_fullStr Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors
title_full_unstemmed Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors
title_sort Inequalities of visceral leishmaniasis case fatality in Brazil: a multilevel modeling considering space, time, individual and contextual factors
author Glaucia Fernandes Cota
author_facet Glaucia Fernandes Cota
Astrid Christine Erber
Eva Schernhammer
Taynãna César Simões
author_role author
author2 Astrid Christine Erber
Eva Schernhammer
Taynãna César Simões
author2_role author
author
author
dc.contributor.author.fl_str_mv Glaucia Fernandes Cota
Astrid Christine Erber
Eva Schernhammer
Taynãna César Simões
dc.subject.por.fl_str_mv Visceral leishmaniasis
Case-fatality
Brazil
Epidemiological conditions
Health system
topic Visceral leishmaniasis
Case-fatality
Brazil
Epidemiological conditions
Health system
Leishmaniose visceral
Mortalidade
Estudos epidemiológicos
Brasil
Sistemas de saúde
Fatores socioeconômicos
Indicadores demográficos
dc.subject.other.pt_BR.fl_str_mv Leishmaniose visceral
Mortalidade
Estudos epidemiológicos
Brasil
Sistemas de saúde
Fatores socioeconômicos
Indicadores demográficos
description Background: In Brazil, case-fatality from visceral leishmaniasis (VL) is high and characterized by wide differences between the various political-economic units, the federated units (FUs). This study was designed to investigate the association between factors at the both FU and individual levels with the risk of dying from VL, after analysing the temporal trend and the spatial dependency for VL case-fatality. Methodology: The analysis was based on individual and aggregated data of the Reportable Disease Information System-SINAN (Brazilian Ministry of Health). The temporal and spatial distributions of the VL case-fatality between 2007 and 2017 (27 FUs as unit of analysis) were considered together with the individual characteristics and many other variables at the FU level (socioeconomic, demographic, access to health and epidemiological indicators) in a mixed effects models or multilevel modeling, assuming a binomial outcome distribution (death from VL). Findings: A linear increasing temporal tendency (4%/year) for VL case-fatality was observed between 2007 and 2017. There was no similarity between the case-fatality rates of neighboring FUs (non-significant spatial term), although these rates were heterogeneous in this spatial scale of analysis. In addition to the known individual risk factors age, female gender, disease’s severity, bacterial co-infection and disease duration, low level schooling and unavailability of emergency beds and health professionals (the last two only in univariate analysis) were identified as possibly related to VL death risk. Lower VL incidence was also associated to VL case-fatality, suggesting that unfamiliarity with the disease may delay appropriate medical management: VL patients with fatal outcome were notified and had VL treatment started 6 and 3 days later, respectively, in relation to VL cured patients. Access to garbage collection, marker of social and economic development, seems to be protective against the risk of dying from VL. Part of the observed VL case-fatality variability in Brazil could not be explained by the studied variables, suggesting that factors linked to the intra FU environment may be involved. Conclusions: This study aimed to identify epidemiological conditions and others related to access to the health system possibly linked to VL case-fatality, pointing out new prognostic determinants subject to intervention.
publishDate 2021
dc.date.issued.fl_str_mv 2021-07-01
dc.date.accessioned.fl_str_mv 2023-06-23T19:31:47Z
dc.date.available.fl_str_mv 2023-06-23T19:31:47Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1843/55282
dc.identifier.doi.pt_BR.fl_str_mv https://doi.org/10.1371/journal.pntd.0009567
dc.identifier.issn.pt_BR.fl_str_mv 1935-2735
dc.identifier.orcid.pt_BR.fl_str_mv https://orcid.org/0000-0003-0538-7403
https://orcid.org/0000-0001-5252-9676
https://orcid.org/0000-0002-4337-9415
https://orcid.org/0000-0002-5849-343X
url https://doi.org/10.1371/journal.pntd.0009567
http://hdl.handle.net/1843/55282
https://orcid.org/0000-0003-0538-7403
https://orcid.org/0000-0001-5252-9676
https://orcid.org/0000-0002-4337-9415
https://orcid.org/0000-0002-5849-343X
identifier_str_mv 1935-2735
dc.language.iso.fl_str_mv eng
language eng
dc.relation.ispartof.pt_BR.fl_str_mv Plos Neglected Tropical Diseases
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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dc.publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.publisher.initials.fl_str_mv UFMG
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv HCL - HOSPITAL DAS CLINICAS
publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFMG
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