Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Umer, Muhammad Farooq, Zofeen, Shumaila, Majeed, Abdul, Hu, Wenbiao, Qi, Xin, Zhuang, Guihua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
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
_version_ 1783418369771307008
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
work_keys_str_mv AT umermuhammadfarooq effectsofsocioenvironmentalfactorsonmalariainfectioninpakistanabayesianspatialanalysis
AT zofeenshumaila effectsofsocioenvironmentalfactorsonmalariainfectioninpakistanabayesianspatialanalysis
AT majeedabdul effectsofsocioenvironmentalfactorsonmalariainfectioninpakistanabayesianspatialanalysis
AT huwenbiao effectsofsocioenvironmentalfactorsonmalariainfectioninpakistanabayesianspatialanalysis
AT qixin effectsofsocioenvironmentalfactorsonmalariainfectioninpakistanabayesianspatialanalysis
AT zhuangguihua effectsofsocioenvironmentalfactorsonmalariainfectioninpakistanabayesianspatialanalysis