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Temporal Associations between Weather and Headache: Analysis by Empirical Mode Decomposition

BACKGROUND: Patients frequently report that weather changes trigger headache or worsen existing headache symptoms. Recently, the method of empirical mode decomposition (EMD) has been used to delineate temporal relationships in certain diseases, and we applied this technique to identify intrinsic wea...

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Autores principales: Yang, Albert C., Fuh, Jong-Ling, Huang, Norden E., Shia, Ben-Chang, Peng, Chung-Kang, Wang, Shuu-Jiun
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3031498/
https://www.ncbi.nlm.nih.gov/pubmed/21297940
http://dx.doi.org/10.1371/journal.pone.0014612
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author Yang, Albert C.
Fuh, Jong-Ling
Huang, Norden E.
Shia, Ben-Chang
Peng, Chung-Kang
Wang, Shuu-Jiun
author_facet Yang, Albert C.
Fuh, Jong-Ling
Huang, Norden E.
Shia, Ben-Chang
Peng, Chung-Kang
Wang, Shuu-Jiun
author_sort Yang, Albert C.
collection PubMed
description BACKGROUND: Patients frequently report that weather changes trigger headache or worsen existing headache symptoms. Recently, the method of empirical mode decomposition (EMD) has been used to delineate temporal relationships in certain diseases, and we applied this technique to identify intrinsic weather components associated with headache incidence data derived from a large-scale epidemiological survey of headache in the Greater Taipei area. METHODOLOGY/PRINCIPAL FINDINGS: The study sample consisted of 52 randomly selected headache patients. The weather time-series parameters were detrended by the EMD method into a set of embedded oscillatory components, i.e. intrinsic mode functions (IMFs). Multiple linear regression models with forward stepwise methods were used to analyze the temporal associations between weather and headaches. We found no associations between the raw time series of weather variables and headache incidence. For decomposed intrinsic weather IMFs, temperature, sunshine duration, humidity, pressure, and maximal wind speed were associated with headache incidence during the cold period, whereas only maximal wind speed was associated during the warm period. In analyses examining all significant weather variables, IMFs derived from temperature and sunshine duration data accounted for up to 33.3% of the variance in headache incidence during the cold period. The association of headache incidence and weather IMFs in the cold period coincided with the cold fronts. CONCLUSIONS/SIGNIFICANCE: Using EMD analysis, we found a significant association between headache and intrinsic weather components, which was not detected by direct comparisons of raw weather data. Contributing weather parameters may vary in different geographic regions and different seasons.
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spelling pubmed-30314982011-02-04 Temporal Associations between Weather and Headache: Analysis by Empirical Mode Decomposition Yang, Albert C. Fuh, Jong-Ling Huang, Norden E. Shia, Ben-Chang Peng, Chung-Kang Wang, Shuu-Jiun PLoS One Research Article BACKGROUND: Patients frequently report that weather changes trigger headache or worsen existing headache symptoms. Recently, the method of empirical mode decomposition (EMD) has been used to delineate temporal relationships in certain diseases, and we applied this technique to identify intrinsic weather components associated with headache incidence data derived from a large-scale epidemiological survey of headache in the Greater Taipei area. METHODOLOGY/PRINCIPAL FINDINGS: The study sample consisted of 52 randomly selected headache patients. The weather time-series parameters were detrended by the EMD method into a set of embedded oscillatory components, i.e. intrinsic mode functions (IMFs). Multiple linear regression models with forward stepwise methods were used to analyze the temporal associations between weather and headaches. We found no associations between the raw time series of weather variables and headache incidence. For decomposed intrinsic weather IMFs, temperature, sunshine duration, humidity, pressure, and maximal wind speed were associated with headache incidence during the cold period, whereas only maximal wind speed was associated during the warm period. In analyses examining all significant weather variables, IMFs derived from temperature and sunshine duration data accounted for up to 33.3% of the variance in headache incidence during the cold period. The association of headache incidence and weather IMFs in the cold period coincided with the cold fronts. CONCLUSIONS/SIGNIFICANCE: Using EMD analysis, we found a significant association between headache and intrinsic weather components, which was not detected by direct comparisons of raw weather data. Contributing weather parameters may vary in different geographic regions and different seasons. Public Library of Science 2011-01-31 /pmc/articles/PMC3031498/ /pubmed/21297940 http://dx.doi.org/10.1371/journal.pone.0014612 Text en Yang 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
Yang, Albert C.
Fuh, Jong-Ling
Huang, Norden E.
Shia, Ben-Chang
Peng, Chung-Kang
Wang, Shuu-Jiun
Temporal Associations between Weather and Headache: Analysis by Empirical Mode Decomposition
title Temporal Associations between Weather and Headache: Analysis by Empirical Mode Decomposition
title_full Temporal Associations between Weather and Headache: Analysis by Empirical Mode Decomposition
title_fullStr Temporal Associations between Weather and Headache: Analysis by Empirical Mode Decomposition
title_full_unstemmed Temporal Associations between Weather and Headache: Analysis by Empirical Mode Decomposition
title_short Temporal Associations between Weather and Headache: Analysis by Empirical Mode Decomposition
title_sort temporal associations between weather and headache: analysis by empirical mode decomposition
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3031498/
https://www.ncbi.nlm.nih.gov/pubmed/21297940
http://dx.doi.org/10.1371/journal.pone.0014612
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