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High Mean Water Vapour Pressure Promotes the Transmission of Bacillary Dysentery
Bacillary dysentery is an infectious disease caused by Shigella dysenteriae, which has a seasonal distribution. External environmental factors, including climate, play a significant role in its transmission. This paper identifies climate-related risk factors and their role in bacillary dysentery tra...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4422751/ https://www.ncbi.nlm.nih.gov/pubmed/25946209 http://dx.doi.org/10.1371/journal.pone.0124478 |
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author | Li, Guo-Zheng Shao, Feng-Feng Zhang, Hao Zou, Chun-Pu Li, Hui-Hui Jin, Jue |
author_facet | Li, Guo-Zheng Shao, Feng-Feng Zhang, Hao Zou, Chun-Pu Li, Hui-Hui Jin, Jue |
author_sort | Li, Guo-Zheng |
collection | PubMed |
description | Bacillary dysentery is an infectious disease caused by Shigella dysenteriae, which has a seasonal distribution. External environmental factors, including climate, play a significant role in its transmission. This paper identifies climate-related risk factors and their role in bacillary dysentery transmission. Harbin, in northeast China, with a temperate climate, and Quzhou, in southern China, with a subtropical climate, are chosen as the study locations. The least absolute shrinkage and selectionator operator is applied to select relevant climate factors involved in the transmission of bacillary dysentery. Based on the selected relevant climate factors and incidence rates, an AutoRegressive Integrated Moving Average (ARIMA) model is established successfully as a time series prediction model. The numerical results demonstrate that the mean water vapour pressure over the previous month results in a high relative risk for bacillary dysentery transmission in both cities, and the ARIMA model can successfully perform such a prediction. These results provide better explanations for the relationship between climate factors and bacillary dysentery transmission than those put forth in other studies that use only correlation coefficients or fitting models. The findings in this paper demonstrate that the mean water vapour pressure over the previous month is an important predictor for the transmission of bacillary dysentery. |
format | Online Article Text |
id | pubmed-4422751 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-44227512015-05-12 High Mean Water Vapour Pressure Promotes the Transmission of Bacillary Dysentery Li, Guo-Zheng Shao, Feng-Feng Zhang, Hao Zou, Chun-Pu Li, Hui-Hui Jin, Jue PLoS One Research Article Bacillary dysentery is an infectious disease caused by Shigella dysenteriae, which has a seasonal distribution. External environmental factors, including climate, play a significant role in its transmission. This paper identifies climate-related risk factors and their role in bacillary dysentery transmission. Harbin, in northeast China, with a temperate climate, and Quzhou, in southern China, with a subtropical climate, are chosen as the study locations. The least absolute shrinkage and selectionator operator is applied to select relevant climate factors involved in the transmission of bacillary dysentery. Based on the selected relevant climate factors and incidence rates, an AutoRegressive Integrated Moving Average (ARIMA) model is established successfully as a time series prediction model. The numerical results demonstrate that the mean water vapour pressure over the previous month results in a high relative risk for bacillary dysentery transmission in both cities, and the ARIMA model can successfully perform such a prediction. These results provide better explanations for the relationship between climate factors and bacillary dysentery transmission than those put forth in other studies that use only correlation coefficients or fitting models. The findings in this paper demonstrate that the mean water vapour pressure over the previous month is an important predictor for the transmission of bacillary dysentery. Public Library of Science 2015-05-06 /pmc/articles/PMC4422751/ /pubmed/25946209 http://dx.doi.org/10.1371/journal.pone.0124478 Text en © 2015 Li 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Li, Guo-Zheng Shao, Feng-Feng Zhang, Hao Zou, Chun-Pu Li, Hui-Hui Jin, Jue High Mean Water Vapour Pressure Promotes the Transmission of Bacillary Dysentery |
title | High Mean Water Vapour Pressure Promotes the Transmission of Bacillary Dysentery |
title_full | High Mean Water Vapour Pressure Promotes the Transmission of Bacillary Dysentery |
title_fullStr | High Mean Water Vapour Pressure Promotes the Transmission of Bacillary Dysentery |
title_full_unstemmed | High Mean Water Vapour Pressure Promotes the Transmission of Bacillary Dysentery |
title_short | High Mean Water Vapour Pressure Promotes the Transmission of Bacillary Dysentery |
title_sort | high mean water vapour pressure promotes the transmission of bacillary dysentery |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4422751/ https://www.ncbi.nlm.nih.gov/pubmed/25946209 http://dx.doi.org/10.1371/journal.pone.0124478 |
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