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Effects of Socio-Environmental Factors on Malaria Infection in Pakistan: A Bayesian Spatial Analysis
The role of socio-environmental factors in shaping malaria dynamics is complex and inconsistent. Effects of socio-environmental factors on malaria in Pakistan at district level were examined. Annual malaria cases data were obtained from Directorate of Malaria Control Program, Pakistan. Meteorologica...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6517989/ https://www.ncbi.nlm.nih.gov/pubmed/30995744 http://dx.doi.org/10.3390/ijerph16081365 |
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author | Umer, Muhammad Farooq Zofeen, Shumaila Majeed, Abdul Hu, Wenbiao Qi, Xin Zhuang, Guihua |
author_facet | Umer, Muhammad Farooq Zofeen, Shumaila Majeed, Abdul Hu, Wenbiao Qi, Xin Zhuang, Guihua |
author_sort | Umer, Muhammad Farooq |
collection | PubMed |
description | The role of socio-environmental factors in shaping malaria dynamics is complex and inconsistent. Effects of socio-environmental factors on malaria in Pakistan at district level were examined. Annual malaria cases data were obtained from Directorate of Malaria Control Program, Pakistan. Meteorological data were supplied by Pakistan Meteorological Department. A major limitation was the use of yearly, rather than monthly/weekly malaria data in this study. Population data, socio-economic data and education score data were downloaded from internet. Bayesian conditional autoregressive model was used to find the statistical association of socio-environmental factors with malaria in Pakistan. From 136/146 districts in Pakistan, >750,000 confirmed malaria cases were included, over a three years’ period (2013–2015). Socioeconomic status ((posterior mean value −3.965, (2.5% quintile, −6.297%), (97.5% quintile, −1.754%)) and human population density (−7.41 × 10(−4), −0.001406%, −1.05 × 10(−4) %) were inversely related, while minimum temperature (0.1398, 0.05275%, 0.2145%) was directly proportional to malaria in Pakistan during the study period. Spatial random effect maps presented that moderate relative risk (RR, 0.75 to 1.24) and high RR (1.25 to 1.99) clusters were scattered throughout the country, outnumbering the ones’ with low RR (0.23 to 0.74). Socio-environmental variables influence annual malaria incidence in Pakistan and needs further evaluation. |
format | Online Article Text |
id | pubmed-6517989 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-65179892019-05-31 Effects of Socio-Environmental Factors on Malaria Infection in Pakistan: A Bayesian Spatial Analysis Umer, Muhammad Farooq Zofeen, Shumaila Majeed, Abdul Hu, Wenbiao Qi, Xin Zhuang, Guihua Int J Environ Res Public Health Article The role of socio-environmental factors in shaping malaria dynamics is complex and inconsistent. Effects of socio-environmental factors on malaria in Pakistan at district level were examined. Annual malaria cases data were obtained from Directorate of Malaria Control Program, Pakistan. Meteorological data were supplied by Pakistan Meteorological Department. A major limitation was the use of yearly, rather than monthly/weekly malaria data in this study. Population data, socio-economic data and education score data were downloaded from internet. Bayesian conditional autoregressive model was used to find the statistical association of socio-environmental factors with malaria in Pakistan. From 136/146 districts in Pakistan, >750,000 confirmed malaria cases were included, over a three years’ period (2013–2015). Socioeconomic status ((posterior mean value −3.965, (2.5% quintile, −6.297%), (97.5% quintile, −1.754%)) and human population density (−7.41 × 10(−4), −0.001406%, −1.05 × 10(−4) %) were inversely related, while minimum temperature (0.1398, 0.05275%, 0.2145%) was directly proportional to malaria in Pakistan during the study period. Spatial random effect maps presented that moderate relative risk (RR, 0.75 to 1.24) and high RR (1.25 to 1.99) clusters were scattered throughout the country, outnumbering the ones’ with low RR (0.23 to 0.74). Socio-environmental variables influence annual malaria incidence in Pakistan and needs further evaluation. MDPI 2019-04-16 2019-04 /pmc/articles/PMC6517989/ /pubmed/30995744 http://dx.doi.org/10.3390/ijerph16081365 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Umer, Muhammad Farooq Zofeen, Shumaila Majeed, Abdul Hu, Wenbiao Qi, Xin Zhuang, Guihua Effects of Socio-Environmental Factors on Malaria Infection in Pakistan: A Bayesian Spatial Analysis |
title | Effects of Socio-Environmental Factors on Malaria Infection in Pakistan: A Bayesian Spatial Analysis |
title_full | Effects of Socio-Environmental Factors on Malaria Infection in Pakistan: A Bayesian Spatial Analysis |
title_fullStr | Effects of Socio-Environmental Factors on Malaria Infection in Pakistan: A Bayesian Spatial Analysis |
title_full_unstemmed | Effects of Socio-Environmental Factors on Malaria Infection in Pakistan: A Bayesian Spatial Analysis |
title_short | Effects of Socio-Environmental Factors on Malaria Infection in Pakistan: A Bayesian Spatial Analysis |
title_sort | effects of socio-environmental factors on malaria infection in pakistan: a bayesian spatial analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6517989/ https://www.ncbi.nlm.nih.gov/pubmed/30995744 http://dx.doi.org/10.3390/ijerph16081365 |
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