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A cointegration analysis of rabies cases and weather components in Davao City, Philippines from 2006 to 2017
Rabies is a lethal viral disease and dogs are the major disease reservoir in the Philippines. Spatio-temporal variations in environmental factors are known to affect disease dynamics. Some rabies-affected countries considered investigating the role of weather components in driving rabies cases and i...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7446973/ https://www.ncbi.nlm.nih.gov/pubmed/32841247 http://dx.doi.org/10.1371/journal.pone.0236278 |
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author | Lachica, Zython Paul T. Peralta, Johanna Marie Diamante, Eliezer O. Murao, Lyre Anni E. Mata, May Anne E. Alviola IV, Pedro A. |
author_facet | Lachica, Zython Paul T. Peralta, Johanna Marie Diamante, Eliezer O. Murao, Lyre Anni E. Mata, May Anne E. Alviola IV, Pedro A. |
author_sort | Lachica, Zython Paul T. |
collection | PubMed |
description | Rabies is a lethal viral disease and dogs are the major disease reservoir in the Philippines. Spatio-temporal variations in environmental factors are known to affect disease dynamics. Some rabies-affected countries considered investigating the role of weather components in driving rabies cases and it has helped them to strategize their control efforts. In this study, cointegration analysis was conducted between the monthly reported rabies cases and the weather components, such as temperature and precipitation, to verify the effect of weather components on rabies incidence in Davao City, Philippines. With the Engle-Granger cointegration tests, we found that rabies cases are cointegrated into each of the weather components. It was further validated, using the Granger causality test, that each weather component predicts the rabies cases and not vice versa. Moreover, we performed the Johansen cointegration test to show that the weather components simultaneously affect the number of rabies cases, which allowed us to estimate a vector-error correction model for rabies incidence as a function of temperature and precipitation. Our analyses showed that canine rabies in Davao City was weather-sensitive, which implies that rabies incidence could be projected using established long-run relationship among reported rabies cases, temperature, and precipitation. This study also provides empirical evidence that can guide local health officials in formulating preventive strategies for rabies control and eradication based on weather patterns. |
format | Online Article Text |
id | pubmed-7446973 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-74469732020-08-31 A cointegration analysis of rabies cases and weather components in Davao City, Philippines from 2006 to 2017 Lachica, Zython Paul T. Peralta, Johanna Marie Diamante, Eliezer O. Murao, Lyre Anni E. Mata, May Anne E. Alviola IV, Pedro A. PLoS One Research Article Rabies is a lethal viral disease and dogs are the major disease reservoir in the Philippines. Spatio-temporal variations in environmental factors are known to affect disease dynamics. Some rabies-affected countries considered investigating the role of weather components in driving rabies cases and it has helped them to strategize their control efforts. In this study, cointegration analysis was conducted between the monthly reported rabies cases and the weather components, such as temperature and precipitation, to verify the effect of weather components on rabies incidence in Davao City, Philippines. With the Engle-Granger cointegration tests, we found that rabies cases are cointegrated into each of the weather components. It was further validated, using the Granger causality test, that each weather component predicts the rabies cases and not vice versa. Moreover, we performed the Johansen cointegration test to show that the weather components simultaneously affect the number of rabies cases, which allowed us to estimate a vector-error correction model for rabies incidence as a function of temperature and precipitation. Our analyses showed that canine rabies in Davao City was weather-sensitive, which implies that rabies incidence could be projected using established long-run relationship among reported rabies cases, temperature, and precipitation. This study also provides empirical evidence that can guide local health officials in formulating preventive strategies for rabies control and eradication based on weather patterns. Public Library of Science 2020-08-25 /pmc/articles/PMC7446973/ /pubmed/32841247 http://dx.doi.org/10.1371/journal.pone.0236278 Text en © 2020 Lachica et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Lachica, Zython Paul T. Peralta, Johanna Marie Diamante, Eliezer O. Murao, Lyre Anni E. Mata, May Anne E. Alviola IV, Pedro A. A cointegration analysis of rabies cases and weather components in Davao City, Philippines from 2006 to 2017 |
title | A cointegration analysis of rabies cases and weather components in Davao City, Philippines from 2006 to 2017 |
title_full | A cointegration analysis of rabies cases and weather components in Davao City, Philippines from 2006 to 2017 |
title_fullStr | A cointegration analysis of rabies cases and weather components in Davao City, Philippines from 2006 to 2017 |
title_full_unstemmed | A cointegration analysis of rabies cases and weather components in Davao City, Philippines from 2006 to 2017 |
title_short | A cointegration analysis of rabies cases and weather components in Davao City, Philippines from 2006 to 2017 |
title_sort | cointegration analysis of rabies cases and weather components in davao city, philippines from 2006 to 2017 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7446973/ https://www.ncbi.nlm.nih.gov/pubmed/32841247 http://dx.doi.org/10.1371/journal.pone.0236278 |
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