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Spatial Variation in Humidity and the Onset of Seasonal Influenza Across the Contiguous United States
In recent years, environmental factors, particularly humidity, have been used to inform influenza prediction models. This study aims to quantify the relationship between humidity and influenza incidence at the state‐level in the contiguous United States. Piecewise segmented regressions were performe...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8808265/ https://www.ncbi.nlm.nih.gov/pubmed/35136850 http://dx.doi.org/10.1029/2021GH000469 |
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author | Serman, E. Thrastarson, H. Th. Franklin, M. Teixeira, J. |
author_facet | Serman, E. Thrastarson, H. Th. Franklin, M. Teixeira, J. |
author_sort | Serman, E. |
collection | PubMed |
description | In recent years, environmental factors, particularly humidity, have been used to inform influenza prediction models. This study aims to quantify the relationship between humidity and influenza incidence at the state‐level in the contiguous United States. Piecewise segmented regressions were performed on specific humidity data from NASA's Atmospheric Infrared Sounder (AIRS) and incident influenza estimates from Google Flu Trends to identify threshold values of humidity that signal the onset of an influenza outbreak. Our results suggest that influenza incidence increases after reaching a humidity threshold that is state‐specific. A linear regression showed that the state‐specific thresholds were associated with annual average humidity conditions (R (2) = 0.9). Threshold values statistically significantly varied by region (F‐statistic = 8.274, p < 0.001) and of their 36 pairwise combinations, 13 pairs had at least marginally statistically significant differences in their means. All of the significant comparisons included either the South or Southeast region, which had higher humidity threshold values. Results from this study improve our understanding of the significance of humidity in the transmission of influenza and reinforce the need for local and regional conditions to be considered in this relationship. Ultimately this could help researchers to produce more accurate forecasts of seasonal influenza onset and provide health officials with better information prior to outbreaks. |
format | Online Article Text |
id | pubmed-8808265 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88082652022-02-07 Spatial Variation in Humidity and the Onset of Seasonal Influenza Across the Contiguous United States Serman, E. Thrastarson, H. Th. Franklin, M. Teixeira, J. Geohealth Research Article In recent years, environmental factors, particularly humidity, have been used to inform influenza prediction models. This study aims to quantify the relationship between humidity and influenza incidence at the state‐level in the contiguous United States. Piecewise segmented regressions were performed on specific humidity data from NASA's Atmospheric Infrared Sounder (AIRS) and incident influenza estimates from Google Flu Trends to identify threshold values of humidity that signal the onset of an influenza outbreak. Our results suggest that influenza incidence increases after reaching a humidity threshold that is state‐specific. A linear regression showed that the state‐specific thresholds were associated with annual average humidity conditions (R (2) = 0.9). Threshold values statistically significantly varied by region (F‐statistic = 8.274, p < 0.001) and of their 36 pairwise combinations, 13 pairs had at least marginally statistically significant differences in their means. All of the significant comparisons included either the South or Southeast region, which had higher humidity threshold values. Results from this study improve our understanding of the significance of humidity in the transmission of influenza and reinforce the need for local and regional conditions to be considered in this relationship. Ultimately this could help researchers to produce more accurate forecasts of seasonal influenza onset and provide health officials with better information prior to outbreaks. John Wiley and Sons Inc. 2022-02-01 /pmc/articles/PMC8808265/ /pubmed/35136850 http://dx.doi.org/10.1029/2021GH000469 Text en © 2021. The Authors. GeoHealth published by Wiley Periodicals LLC on behalf of American Geophysical Union. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | Research Article Serman, E. Thrastarson, H. Th. Franklin, M. Teixeira, J. Spatial Variation in Humidity and the Onset of Seasonal Influenza Across the Contiguous United States |
title | Spatial Variation in Humidity and the Onset of Seasonal Influenza Across the Contiguous United States |
title_full | Spatial Variation in Humidity and the Onset of Seasonal Influenza Across the Contiguous United States |
title_fullStr | Spatial Variation in Humidity and the Onset of Seasonal Influenza Across the Contiguous United States |
title_full_unstemmed | Spatial Variation in Humidity and the Onset of Seasonal Influenza Across the Contiguous United States |
title_short | Spatial Variation in Humidity and the Onset of Seasonal Influenza Across the Contiguous United States |
title_sort | spatial variation in humidity and the onset of seasonal influenza across the contiguous united states |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8808265/ https://www.ncbi.nlm.nih.gov/pubmed/35136850 http://dx.doi.org/10.1029/2021GH000469 |
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