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Potential Effects of Climatic Parameters on Human Brucellosis in Fars Province, Iran, during 2009-2015
BACKGROUND: Human brucellosis is widespread in Fars province. The present study aimed to investigate the effect of climate on its incidence and determine the areas prone to the infection. METHODS: Monthly meteorological data and the incidence rate of human brucellosis during 2009-2015 were collected...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Shiraz University of Medical Sciences
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6885718/ https://www.ncbi.nlm.nih.gov/pubmed/31875081 http://dx.doi.org/10.30476/ijms.2019.44968 |
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author | Faramarzi, Hossein Nasiri, Maryam Khosravi, Mahmood Keshavarzi, Abouzar Rezaei Ardakani, Ahmad Reza |
author_facet | Faramarzi, Hossein Nasiri, Maryam Khosravi, Mahmood Keshavarzi, Abouzar Rezaei Ardakani, Ahmad Reza |
author_sort | Faramarzi, Hossein |
collection | PubMed |
description | BACKGROUND: Human brucellosis is widespread in Fars province. The present study aimed to investigate the effect of climate on its incidence and determine the areas prone to the infection. METHODS: Monthly meteorological data and the incidence rate of human brucellosis during 2009-2015 were collected and their correlation was studied using Pearson’s correlation coefficient. Additionally, the multiple regression method and multi-layer perceptron neural network model were used to predict the incidence of human brucellosis. In order to analyze the data SPSS software (version 16.0), MATLAB software (version 8.1), and GIS software (version 10.4) were used. RESULTS: Pearson’s regression analysis, on a monthly basis, showed a significant indirect correlation between the incidence of human brucellosis (with a time lag of up to 5 months) and climatic parameters (minimum temperature: -0.72 and evaporation: -0.73) in Abadeh (Fars, Iran). Moreover, there was a significant direct correlation (P<0.001) between the incidence of human brucellosis and the maximum relative humidity (+0.67) and rainfall (+0.48). The incidence of human brucellosis in Abadeh was predicted by using artificial neural network models (4 layers, 4 neurons in each layer), the Levenberg-Marquardt training algorithm, and Sigmoid transfer function. It was determined that a correlation rate of 0.89 in the training level and 0.8 in the test level (with the lowest error rate) were the best values in multi-layer perceptron modeling. CONCLUSION: Climatic parameters are important factors in determining the incidence rate of human brucellosis in Fars province. Climate conditions provide a favorable environment for the spread of human brucellosis in this area. |
format | Online Article Text |
id | pubmed-6885718 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Shiraz University of Medical Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-68857182019-12-24 Potential Effects of Climatic Parameters on Human Brucellosis in Fars Province, Iran, during 2009-2015 Faramarzi, Hossein Nasiri, Maryam Khosravi, Mahmood Keshavarzi, Abouzar Rezaei Ardakani, Ahmad Reza Iran J Med Sci Original Article BACKGROUND: Human brucellosis is widespread in Fars province. The present study aimed to investigate the effect of climate on its incidence and determine the areas prone to the infection. METHODS: Monthly meteorological data and the incidence rate of human brucellosis during 2009-2015 were collected and their correlation was studied using Pearson’s correlation coefficient. Additionally, the multiple regression method and multi-layer perceptron neural network model were used to predict the incidence of human brucellosis. In order to analyze the data SPSS software (version 16.0), MATLAB software (version 8.1), and GIS software (version 10.4) were used. RESULTS: Pearson’s regression analysis, on a monthly basis, showed a significant indirect correlation between the incidence of human brucellosis (with a time lag of up to 5 months) and climatic parameters (minimum temperature: -0.72 and evaporation: -0.73) in Abadeh (Fars, Iran). Moreover, there was a significant direct correlation (P<0.001) between the incidence of human brucellosis and the maximum relative humidity (+0.67) and rainfall (+0.48). The incidence of human brucellosis in Abadeh was predicted by using artificial neural network models (4 layers, 4 neurons in each layer), the Levenberg-Marquardt training algorithm, and Sigmoid transfer function. It was determined that a correlation rate of 0.89 in the training level and 0.8 in the test level (with the lowest error rate) were the best values in multi-layer perceptron modeling. CONCLUSION: Climatic parameters are important factors in determining the incidence rate of human brucellosis in Fars province. Climate conditions provide a favorable environment for the spread of human brucellosis in this area. Shiraz University of Medical Sciences 2019-11 /pmc/articles/PMC6885718/ /pubmed/31875081 http://dx.doi.org/10.30476/ijms.2019.44968 Text en Copyright: © Shiraz University of Medical Sciences http://creativecommons.org/licenses/by-nc-sa/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-Share Alike 3.0 Unported, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Faramarzi, Hossein Nasiri, Maryam Khosravi, Mahmood Keshavarzi, Abouzar Rezaei Ardakani, Ahmad Reza Potential Effects of Climatic Parameters on Human Brucellosis in Fars Province, Iran, during 2009-2015 |
title | Potential Effects of Climatic Parameters on Human Brucellosis in Fars Province, Iran, during 2009-2015
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title_full | Potential Effects of Climatic Parameters on Human Brucellosis in Fars Province, Iran, during 2009-2015
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title_fullStr | Potential Effects of Climatic Parameters on Human Brucellosis in Fars Province, Iran, during 2009-2015
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title_full_unstemmed | Potential Effects of Climatic Parameters on Human Brucellosis in Fars Province, Iran, during 2009-2015
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title_short | Potential Effects of Climatic Parameters on Human Brucellosis in Fars Province, Iran, during 2009-2015
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title_sort | potential effects of climatic parameters on human brucellosis in fars province, iran, during 2009-2015 |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6885718/ https://www.ncbi.nlm.nih.gov/pubmed/31875081 http://dx.doi.org/10.30476/ijms.2019.44968 |
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