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Bayesian Modeling and Estimation of Spatial Risk for Hospitalization and Mortality from Ischemic Heart Disease in Paraná, Brazil.

Publication ,  Journal Article
de Carvalho Dutra, A; Silva, LL; Dos Santos, AGA; do Lago Franco, R; Forato, GAC; Bergamini, M; Borba, IM; de Campos, EV; Staton, CA; Nihei, OK ...
Published in: Glob Heart
2024

OBJECTIVE: Despite significant advancements in understanding risk factors and treatment strategies, ischemic heart disease (IHD) remains the leading cause of mortality worldwide, particularly within specific regions in Brazil, where the disease is a burden. Therefore, the aim of this study was to estimate the risk of hospitalization and mortality from IHD in the state of Paraná (Brazil), using spatial analysis to identify areas with higher risk based on socioeconomic, demographic and health variables. METHODS: This is an ecological study based on secondary and retrospective IHD hospitalization and mortality data obtained from the Brazilian Hospitalization and Mortality Information Systems during the 2010-2021 period. Data were analyzed for 399 municipalities and 22 health regions in the state of Paraná. To assess the spatial patterns of the disease and identify relative risk (RR) areas, we constructed a risk model by Bayesian inference using the R-INLA and SpatialEpi packages in R software. RESULTS: A total of 333,229 hospitalizations and 73,221 deaths occurred in the analyzed period, and elevated RR of hospitalization (RR = 27.412, CI 21.801; 34.466) and mortality (RR = 15.673, CI 2.148; 114.319) from IHD occurred in small-sized municipalities. In addition, medium-sized municipalities also presented elevated RR of hospitalization (RR = 6.533, CI 1.748; 2.006) and mortality (RR = 6.092, CI 1.451; 2.163) from IHD. Hospitalization and mortality rates were higher in white men aged 40-59 years. A negative association was found between Municipal Performance Index (IPDM) and IHD hospitalization and mortality. CONCLUSION: Areas with increased risk of hospitalization and mortality from IHD were found in small and medium-sized municipalities in the state of Paraná, Brazil. These results suggest a deficit in health care attention for IHD cases in these areas, potentially due to a low distribution of health care resources.

Duke Scholars

Published In

Glob Heart

DOI

EISSN

2211-8179

Publication Date

2024

Volume

19

Issue

1

Start / End Page

63

Location

England

Related Subject Headings

  • Survival Rate
  • Risk Factors
  • Risk Assessment
  • Retrospective Studies
  • Myocardial Ischemia
  • Middle Aged
  • Male
  • Humans
  • Hospitalization
  • Female
 

Citation

APA
Chicago
ICMJE
MLA
NLM
de Carvalho Dutra, A., Silva, L. L., Dos Santos, A. G. A., do Lago Franco, R., Forato, G. A. C., Bergamini, M., … de Andrade, L. (2024). Bayesian Modeling and Estimation of Spatial Risk for Hospitalization and Mortality from Ischemic Heart Disease in Paraná, Brazil. Glob Heart, 19(1), 63. https://doi.org/10.5334/gh.1347
Carvalho Dutra, Amanda de, Lincoln Luis Silva, Amanda Gubert Alves Dos Santos, Rogério do Lago Franco, Giane Aparecida Chaves Forato, Marcela Bergamini, Isadora Martins Borba, et al. “Bayesian Modeling and Estimation of Spatial Risk for Hospitalization and Mortality from Ischemic Heart Disease in Paraná, Brazil.Glob Heart 19, no. 1 (2024): 63. https://doi.org/10.5334/gh.1347.
de Carvalho Dutra A, Silva LL, Dos Santos AGA, do Lago Franco R, Forato GAC, Bergamini M, et al. Bayesian Modeling and Estimation of Spatial Risk for Hospitalization and Mortality from Ischemic Heart Disease in Paraná, Brazil. Glob Heart. 2024;19(1):63.
de Carvalho Dutra, Amanda, et al. “Bayesian Modeling and Estimation of Spatial Risk for Hospitalization and Mortality from Ischemic Heart Disease in Paraná, Brazil.Glob Heart, vol. 19, no. 1, 2024, p. 63. Pubmed, doi:10.5334/gh.1347.
de Carvalho Dutra A, Silva LL, Dos Santos AGA, do Lago Franco R, Forato GAC, Bergamini M, Borba IM, de Campos EV, Staton CA, Marquezoni DP, Nihei OK, Vissoci JRN, de Andrade L. Bayesian Modeling and Estimation of Spatial Risk for Hospitalization and Mortality from Ischemic Heart Disease in Paraná, Brazil. Glob Heart. 2024;19(1):63.
Journal cover image

Published In

Glob Heart

DOI

EISSN

2211-8179

Publication Date

2024

Volume

19

Issue

1

Start / End Page

63

Location

England

Related Subject Headings

  • Survival Rate
  • Risk Factors
  • Risk Assessment
  • Retrospective Studies
  • Myocardial Ischemia
  • Middle Aged
  • Male
  • Humans
  • Hospitalization
  • Female