Multiyear climate variability and dengue--El Niño southern oscillation, weather, and dengue incidence in Puerto Rico, Mexico, and Thailand: a longitudinal data analysis
The mosquito-borne dengue viruses are a major public health problem throughout the tropical and subtropical regions of the world. Changes in temperature and precipitation have well-defined roles in the transmission cycle and may thus play a role in changing incidence levels. The El Niño Southern Osc...
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description | The mosquito-borne dengue viruses are a major public health problem throughout the tropical and subtropical regions of the world. Changes in temperature and precipitation have well-defined roles in the transmission cycle and may thus play a role in changing incidence levels. The El Niño Southern Oscillation (ENSO) is a multiyear climate driver of local temperature and precipitation worldwide. Previous studies have reported varying degrees of association between ENSO and dengue incidence.
We analyzed the relationship between ENSO, local weather, and dengue incidence in Puerto Rico, Mexico, and Thailand using wavelet analysis to identify time- and frequency-specific association. In Puerto Rico, ENSO was transiently associated with temperature and dengue incidence on multiyear scales. However, only local precipitation and not temperature was associated with dengue on multiyear scales. In Thailand, ENSO was associated with both temperature and precipitation. Although precipitation was associated with dengue incidence, the association was nonstationary and likely spurious. In Mexico, no association between any of the variables was observed on the multiyear scale.
The evidence for a relationship between ENSO, climate, and dengue incidence presented here is weak. While multiyear climate variability may play a role in endemic interannual dengue dynamics, we did not find evidence of a strong, consistent relationship in any of the study areas. The role of ENSO may be obscured by local climate heterogeneity, insufficient data, randomly coincident outbreaks, and other, potentially stronger, intrinsic factors regulating transmission dynamics. |
doi_str_mv | 10.1371/journal.pmed.1000168 |
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We analyzed the relationship between ENSO, local weather, and dengue incidence in Puerto Rico, Mexico, and Thailand using wavelet analysis to identify time- and frequency-specific association. In Puerto Rico, ENSO was transiently associated with temperature and dengue incidence on multiyear scales. However, only local precipitation and not temperature was associated with dengue on multiyear scales. In Thailand, ENSO was associated with both temperature and precipitation. Although precipitation was associated with dengue incidence, the association was nonstationary and likely spurious. In Mexico, no association between any of the variables was observed on the multiyear scale.
The evidence for a relationship between ENSO, climate, and dengue incidence presented here is weak. While multiyear climate variability may play a role in endemic interannual dengue dynamics, we did not find evidence of a strong, consistent relationship in any of the study areas. The role of ENSO may be obscured by local climate heterogeneity, insufficient data, randomly coincident outbreaks, and other, potentially stronger, intrinsic factors regulating transmission dynamics.</description><identifier>ISSN: 1549-1676</identifier><identifier>ISSN: 1549-1277</identifier><identifier>EISSN: 1549-1676</identifier><identifier>DOI: 10.1371/journal.pmed.1000168</identifier><identifier>PMID: 19918363</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Climate ; Dengue - epidemiology ; Dengue - transmission ; Dengue - virology ; Dengue fever ; Ecology/Global Change Ecology ; Humans ; Incidence ; Infectious Diseases/Neglected Tropical Diseases ; Infectious Diseases/Tropical and Travel-Associated Diseases ; Infectious Diseases/Viral Infections ; Longitudinal Studies ; Mathematics/Statistics ; Mexico ; Public Health and Epidemiology/Epidemiology ; Public Health and Epidemiology/Global Health ; Public Health and Epidemiology/Infectious Diseases ; Puerto Rico ; Rain ; Studies ; Temperature ; Thailand ; Weather</subject><ispartof>PLoS medicine, 2009-11, Vol.6 (11), p.e1000168-e1000168</ispartof><rights>This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. 2009</rights><rights>2009 Public Library of Science. 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 credited: Citation: Johansson MA, Cummings DAT, Glass GE (2009) Multiyear Climate Variability and Dengue--El Niño Southern Oscillation, Weather, and Dengue Incidence in Puerto Rico, Mexico, and Thailand: A Longitudinal Data Analysis. PLoS Med 6(11): e1000168. doi:10.1371/journal.pmed.1000168</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c563t-69503edb3b3b7c4210acaffcc71b3cf062ab5883ec9b29033415b11d5e05ab2c3</citedby><cites>FETCH-LOGICAL-c563t-69503edb3b3b7c4210acaffcc71b3cf062ab5883ec9b29033415b11d5e05ab2c3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC2771282/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC2771282/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,725,778,782,862,883,2098,2917,23849,27907,27908,53774,53776,79351,79352</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/19918363$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Rohani, Pejman</contributor><creatorcontrib>Johansson, Michael A</creatorcontrib><creatorcontrib>Cummings, Derek A T</creatorcontrib><creatorcontrib>Glass, Gregory E</creatorcontrib><title>Multiyear climate variability and dengue--El Niño southern oscillation, weather, and dengue incidence in Puerto Rico, Mexico, and Thailand: a longitudinal data analysis</title><title>PLoS medicine</title><addtitle>PLoS Med</addtitle><description>The mosquito-borne dengue viruses are a major public health problem throughout the tropical and subtropical regions of the world. Changes in temperature and precipitation have well-defined roles in the transmission cycle and may thus play a role in changing incidence levels. The El Niño Southern Oscillation (ENSO) is a multiyear climate driver of local temperature and precipitation worldwide. Previous studies have reported varying degrees of association between ENSO and dengue incidence.
We analyzed the relationship between ENSO, local weather, and dengue incidence in Puerto Rico, Mexico, and Thailand using wavelet analysis to identify time- and frequency-specific association. In Puerto Rico, ENSO was transiently associated with temperature and dengue incidence on multiyear scales. However, only local precipitation and not temperature was associated with dengue on multiyear scales. In Thailand, ENSO was associated with both temperature and precipitation. Although precipitation was associated with dengue incidence, the association was nonstationary and likely spurious. In Mexico, no association between any of the variables was observed on the multiyear scale.
The evidence for a relationship between ENSO, climate, and dengue incidence presented here is weak. While multiyear climate variability may play a role in endemic interannual dengue dynamics, we did not find evidence of a strong, consistent relationship in any of the study areas. The role of ENSO may be obscured by local climate heterogeneity, insufficient data, randomly coincident outbreaks, and other, potentially stronger, intrinsic factors regulating transmission dynamics.</description><subject>Climate</subject><subject>Dengue - epidemiology</subject><subject>Dengue - transmission</subject><subject>Dengue - virology</subject><subject>Dengue fever</subject><subject>Ecology/Global Change Ecology</subject><subject>Humans</subject><subject>Incidence</subject><subject>Infectious Diseases/Neglected Tropical Diseases</subject><subject>Infectious Diseases/Tropical and Travel-Associated Diseases</subject><subject>Infectious Diseases/Viral Infections</subject><subject>Longitudinal Studies</subject><subject>Mathematics/Statistics</subject><subject>Mexico</subject><subject>Public Health and Epidemiology/Epidemiology</subject><subject>Public Health and Epidemiology/Global Health</subject><subject>Public Health and Epidemiology/Infectious Diseases</subject><subject>Puerto Rico</subject><subject>Rain</subject><subject>Studies</subject><subject>Temperature</subject><subject>Thailand</subject><subject>Weather</subject><issn>1549-1676</issn><issn>1549-1277</issn><issn>1549-1676</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2009</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>DOA</sourceid><recordid>eNpVUs2O0zAQjhCIXRbeAIFvXJrin8RJOCCh1QIr7QJCy9maOJPWlRt3bWehj8SRZ-DFcNoCXfkwo_E3M9_MfFn2nNE5ExV7vXKjH8DON2vs5oxSymT9IDtlZdHkTFby4ZF_kj0JYUUpb2hDH2cnrGlYLaQ4zX5ejzaaLYIn2po1RCR34A20xpq4JTB0pMNhMWKeX1jyyfz-5UhwY1yiH4gL2lgL0bhhRr4jTNHZUQ4xgzbJ1ZNHvozooyNfjXYzco0_dnYC3yzB2OS8IUCsGxYmjp1Jo5EOIiQE2G0w4Wn2qAcb8NnBnmXf3l_cnH_Mrz5_uDx_d5XrUoqYy6akArtWpFfpgjMKGvpe64q1QvdUcmjLuhaomzatQ4iClS1jXYm0hJZrcZa93NfdWBfUYctBMV7XtK4l5wlxuUd0DlZq49Pa_FY5MGoXcH6hwEejLaqiFZQ1vYS6KgrdyBopl1XPke_YiFTr7aHb2KZDahyiB3uv6P2fwSzVwt0pXlWJ0kTm1aGAd7cjhqjWJmhMZxnQjUFVacBC0oomZLFHau9C8Nj_68KomiT1d1g1SUodJJXSXhwz_J900JD4AzJuzlE</recordid><startdate>20091101</startdate><enddate>20091101</enddate><creator>Johansson, Michael A</creator><creator>Cummings, Derek A T</creator><creator>Glass, Gregory E</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><scope>CZK</scope></search><sort><creationdate>20091101</creationdate><title>Multiyear climate variability and dengue--El Niño southern oscillation, weather, and dengue incidence in Puerto Rico, Mexico, and Thailand: a longitudinal data analysis</title><author>Johansson, Michael A ; Cummings, Derek A T ; Glass, Gregory E</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c563t-69503edb3b3b7c4210acaffcc71b3cf062ab5883ec9b29033415b11d5e05ab2c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2009</creationdate><topic>Climate</topic><topic>Dengue - epidemiology</topic><topic>Dengue - transmission</topic><topic>Dengue - virology</topic><topic>Dengue fever</topic><topic>Ecology/Global Change Ecology</topic><topic>Humans</topic><topic>Incidence</topic><topic>Infectious Diseases/Neglected Tropical Diseases</topic><topic>Infectious Diseases/Tropical and Travel-Associated Diseases</topic><topic>Infectious Diseases/Viral Infections</topic><topic>Longitudinal Studies</topic><topic>Mathematics/Statistics</topic><topic>Mexico</topic><topic>Public Health and Epidemiology/Epidemiology</topic><topic>Public Health and Epidemiology/Global Health</topic><topic>Public Health and Epidemiology/Infectious Diseases</topic><topic>Puerto Rico</topic><topic>Rain</topic><topic>Studies</topic><topic>Temperature</topic><topic>Thailand</topic><topic>Weather</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Johansson, Michael A</creatorcontrib><creatorcontrib>Cummings, Derek A T</creatorcontrib><creatorcontrib>Glass, Gregory E</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><collection>PLoS Medicine</collection><jtitle>PLoS medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Johansson, Michael A</au><au>Cummings, Derek A T</au><au>Glass, Gregory E</au><au>Rohani, Pejman</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Multiyear climate variability and dengue--El Niño southern oscillation, weather, and dengue incidence in Puerto Rico, Mexico, and Thailand: a longitudinal data analysis</atitle><jtitle>PLoS medicine</jtitle><addtitle>PLoS Med</addtitle><date>2009-11-01</date><risdate>2009</risdate><volume>6</volume><issue>11</issue><spage>e1000168</spage><epage>e1000168</epage><pages>e1000168-e1000168</pages><issn>1549-1676</issn><issn>1549-1277</issn><eissn>1549-1676</eissn><abstract>The mosquito-borne dengue viruses are a major public health problem throughout the tropical and subtropical regions of the world. Changes in temperature and precipitation have well-defined roles in the transmission cycle and may thus play a role in changing incidence levels. The El Niño Southern Oscillation (ENSO) is a multiyear climate driver of local temperature and precipitation worldwide. Previous studies have reported varying degrees of association between ENSO and dengue incidence.
We analyzed the relationship between ENSO, local weather, and dengue incidence in Puerto Rico, Mexico, and Thailand using wavelet analysis to identify time- and frequency-specific association. In Puerto Rico, ENSO was transiently associated with temperature and dengue incidence on multiyear scales. However, only local precipitation and not temperature was associated with dengue on multiyear scales. In Thailand, ENSO was associated with both temperature and precipitation. Although precipitation was associated with dengue incidence, the association was nonstationary and likely spurious. In Mexico, no association between any of the variables was observed on the multiyear scale.
The evidence for a relationship between ENSO, climate, and dengue incidence presented here is weak. While multiyear climate variability may play a role in endemic interannual dengue dynamics, we did not find evidence of a strong, consistent relationship in any of the study areas. The role of ENSO may be obscured by local climate heterogeneity, insufficient data, randomly coincident outbreaks, and other, potentially stronger, intrinsic factors regulating transmission dynamics.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>19918363</pmid><doi>10.1371/journal.pmed.1000168</doi><oa>free_for_read</oa></addata></record> |
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subjects | Climate Dengue - epidemiology Dengue - transmission Dengue - virology Dengue fever Ecology/Global Change Ecology Humans Incidence Infectious Diseases/Neglected Tropical Diseases Infectious Diseases/Tropical and Travel-Associated Diseases Infectious Diseases/Viral Infections Longitudinal Studies Mathematics/Statistics Mexico Public Health and Epidemiology/Epidemiology Public Health and Epidemiology/Global Health Public Health and Epidemiology/Infectious Diseases Puerto Rico Rain Studies Temperature Thailand Weather |
title | Multiyear climate variability and dengue--El Niño southern oscillation, weather, and dengue incidence in Puerto Rico, Mexico, and Thailand: a longitudinal data analysis |
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