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Bayesian Spatial Modeling of Anemia among Children under 5 Years in Guinea
Anemia is a major public health problem in Africa, affecting an increasing number of children under five years. Guinea is one of the most affected countries. In 2018, the prevalence rate in Guinea was 75% for children under five years. This study sought to identify the factors associated with anemia...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8296283/ https://www.ncbi.nlm.nih.gov/pubmed/34203582 http://dx.doi.org/10.3390/ijerph18126447 |
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author | Barry, Thierno Souleymane Ngesa, Oscar Onyango, Nelson Owuor Mwambi, Henry |
author_facet | Barry, Thierno Souleymane Ngesa, Oscar Onyango, Nelson Owuor Mwambi, Henry |
author_sort | Barry, Thierno Souleymane |
collection | PubMed |
description | Anemia is a major public health problem in Africa, affecting an increasing number of children under five years. Guinea is one of the most affected countries. In 2018, the prevalence rate in Guinea was 75% for children under five years. This study sought to identify the factors associated with anemia and to map spatial variation of anemia across the eight (8) regions in Guinea for children under five years, which can provide guidance for control programs for the reduction of the disease. Data from the Guinea Multiple Indicator Cluster Survey (MICS5) 2016 was used for this study. A total of 2609 children under five years who had full covariate information were used in the analysis. Spatial binomial logistic regression methodology was undertaken via Bayesian estimation based on Markov chain Monte Carlo (MCMC) using WinBUGS software version 1.4. The findings in this study revealed that 77% of children under five years in Guinea had anemia, and the prevalences in the regions ranged from 70.32% (Conakry) to 83.60% (NZerekore) across the country. After adjusting for non-spatial and spatial random effects in the model, older children (48–59 months) (OR: 0.47, CI [0.29 0.70]) were less likely to be anemic compared to those who are younger (0–11 months). Children whose mothers had completed secondary school or above had a 33% reduced risk of anemia (OR: 0.67, CI [0.49 0.90]), and children from household heads from the Kissi ethnic group are less likely to have anemia than their counterparts whose leaders are from Soussou (OR: 0.48, CI [0.23 0.92]). |
format | Online Article Text |
id | pubmed-8296283 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82962832021-07-23 Bayesian Spatial Modeling of Anemia among Children under 5 Years in Guinea Barry, Thierno Souleymane Ngesa, Oscar Onyango, Nelson Owuor Mwambi, Henry Int J Environ Res Public Health Article Anemia is a major public health problem in Africa, affecting an increasing number of children under five years. Guinea is one of the most affected countries. In 2018, the prevalence rate in Guinea was 75% for children under five years. This study sought to identify the factors associated with anemia and to map spatial variation of anemia across the eight (8) regions in Guinea for children under five years, which can provide guidance for control programs for the reduction of the disease. Data from the Guinea Multiple Indicator Cluster Survey (MICS5) 2016 was used for this study. A total of 2609 children under five years who had full covariate information were used in the analysis. Spatial binomial logistic regression methodology was undertaken via Bayesian estimation based on Markov chain Monte Carlo (MCMC) using WinBUGS software version 1.4. The findings in this study revealed that 77% of children under five years in Guinea had anemia, and the prevalences in the regions ranged from 70.32% (Conakry) to 83.60% (NZerekore) across the country. After adjusting for non-spatial and spatial random effects in the model, older children (48–59 months) (OR: 0.47, CI [0.29 0.70]) were less likely to be anemic compared to those who are younger (0–11 months). Children whose mothers had completed secondary school or above had a 33% reduced risk of anemia (OR: 0.67, CI [0.49 0.90]), and children from household heads from the Kissi ethnic group are less likely to have anemia than their counterparts whose leaders are from Soussou (OR: 0.48, CI [0.23 0.92]). MDPI 2021-06-15 /pmc/articles/PMC8296283/ /pubmed/34203582 http://dx.doi.org/10.3390/ijerph18126447 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Barry, Thierno Souleymane Ngesa, Oscar Onyango, Nelson Owuor Mwambi, Henry Bayesian Spatial Modeling of Anemia among Children under 5 Years in Guinea |
title | Bayesian Spatial Modeling of Anemia among Children under 5 Years in Guinea |
title_full | Bayesian Spatial Modeling of Anemia among Children under 5 Years in Guinea |
title_fullStr | Bayesian Spatial Modeling of Anemia among Children under 5 Years in Guinea |
title_full_unstemmed | Bayesian Spatial Modeling of Anemia among Children under 5 Years in Guinea |
title_short | Bayesian Spatial Modeling of Anemia among Children under 5 Years in Guinea |
title_sort | bayesian spatial modeling of anemia among children under 5 years in guinea |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8296283/ https://www.ncbi.nlm.nih.gov/pubmed/34203582 http://dx.doi.org/10.3390/ijerph18126447 |
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