Association between Climate Variability and Malaria Epidemics in the East African Highlands
The causes of the recent reemergence of Plasmodium falciparum epidemic malaria in the East African highlands are controversial. Regional climate changes have been invoked as a major factor; however, assessing the impact of climate in malaria resurgence is difficult due to high spatial and temporal c...
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Veröffentlicht in: | Proceedings of the National Academy of Sciences - PNAS 2004-02, Vol.101 (8), p.2375-2380 |
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description | The causes of the recent reemergence of Plasmodium falciparum epidemic malaria in the East African highlands are controversial. Regional climate changes have been invoked as a major factor; however, assessing the impact of climate in malaria resurgence is difficult due to high spatial and temporal climate variability and the lack of long-term data series on malaria cases from different sites. Climate variability, defined as short-term fluctuations around the mean climate state, may be epidemiologically more relevant than mean temperature change, but its effects on malaria epidemics have not been rigorously examined. Here we used nonlinear mixed-regression model to investigate the association between autoregression (number of malaria outpatients during the previous time period), seasonality and climate variability, and the number of monthly malaria outpatients of the past 10-20 years in seven highland sites in East Africa. The model explained 65-81% of the variance in the number of monthly malaria outpatients. Nonlinear and synergistic effects of temperature and rainfall on the number of malaria outpatients were found in all seven sites. The net variance in the number of monthly malaria outpatients caused by autoregression and seasonality varied among sites and ranged from 18 to 63% (mean = 38.6%), whereas 12-63% (mean = 36.1%) of variance is attributed to climate variability. Our results suggest that there was a high spatial variation in the sensitivity of malaria outpatient number to climate fluctuations in the highlands, and that climate variability played an important role in initiating malaria epidemics in the East African highlands. |
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Regional climate changes have been invoked as a major factor; however, assessing the impact of climate in malaria resurgence is difficult due to high spatial and temporal climate variability and the lack of long-term data series on malaria cases from different sites. Climate variability, defined as short-term fluctuations around the mean climate state, may be epidemiologically more relevant than mean temperature change, but its effects on malaria epidemics have not been rigorously examined. Here we used nonlinear mixed-regression model to investigate the association between autoregression (number of malaria outpatients during the previous time period), seasonality and climate variability, and the number of monthly malaria outpatients of the past 10-20 years in seven highland sites in East Africa. The model explained 65-81% of the variance in the number of monthly malaria outpatients. Nonlinear and synergistic effects of temperature and rainfall on the number of malaria outpatients were found in all seven sites. The net variance in the number of monthly malaria outpatients caused by autoregression and seasonality varied among sites and ranged from 18 to 63% (mean = 38.6%), whereas 12-63% (mean = 36.1%) of variance is attributed to climate variability. Our results suggest that there was a high spatial variation in the sensitivity of malaria outpatient number to climate fluctuations in the highlands, and that climate variability played an important role in initiating malaria epidemics in the East African highlands.</description><identifier>ISSN: 0027-8424</identifier><identifier>EISSN: 1091-6490</identifier><identifier>DOI: 10.1073/pnas.0308714100</identifier><identifier>PMID: 14983017</identifier><language>eng</language><publisher>United States: National Academy of Sciences</publisher><subject>Africa, Eastern - epidemiology ; Biological Sciences ; Climate ; Climate change ; Climate models ; Climatology ; Disease Outbreaks ; Ecology ; Epidemics ; Ethiopia - epidemiology ; Highlands ; Humans ; Incidence ; Kenya - epidemiology ; Malaria ; Malaria - epidemiology ; Mosquitos ; Rain ; Seasons ; Statistical variance ; Temperature ; Uganda - epidemiology</subject><ispartof>Proceedings of the National Academy of Sciences - PNAS, 2004-02, Vol.101 (8), p.2375-2380</ispartof><rights>Copyright 1993/2004 The National Academy of Sciences of the United States of America</rights><rights>Copyright National Academy of Sciences Feb 24, 2004</rights><rights>Copyright © 2004, The National Academy of Sciences 2004</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c520t-4b4a9f18c995e6fa8dcde7e5d183ba4ae061e92744b4f30dde039c77646164c23</citedby><cites>FETCH-LOGICAL-c520t-4b4a9f18c995e6fa8dcde7e5d183ba4ae061e92744b4f30dde039c77646164c23</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Uhttp://www.pnas.org/content/101/8.cover.gif</thumbnail><linktopdf>$$Uhttps://www.jstor.org/stable/pdf/3371299$$EPDF$$P50$$Gjstor$$H</linktopdf><linktohtml>$$Uhttps://www.jstor.org/stable/3371299$$EHTML$$P50$$Gjstor$$H</linktohtml><link.rule.ids>230,314,723,776,780,799,881,27901,27902,53766,53768,57992,58225</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/14983017$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Zhou, Guofa</creatorcontrib><creatorcontrib>Minakawa, Noboru</creatorcontrib><creatorcontrib>Githeko, Andrew K.</creatorcontrib><creatorcontrib>Yan, Guiyun</creatorcontrib><creatorcontrib>Herren, Hans R.</creatorcontrib><title>Association between Climate Variability and Malaria Epidemics in the East African Highlands</title><title>Proceedings of the National Academy of Sciences - PNAS</title><addtitle>Proc Natl Acad Sci U S A</addtitle><description>The causes of the recent reemergence of Plasmodium falciparum epidemic malaria in the East African highlands are controversial. Regional climate changes have been invoked as a major factor; however, assessing the impact of climate in malaria resurgence is difficult due to high spatial and temporal climate variability and the lack of long-term data series on malaria cases from different sites. Climate variability, defined as short-term fluctuations around the mean climate state, may be epidemiologically more relevant than mean temperature change, but its effects on malaria epidemics have not been rigorously examined. Here we used nonlinear mixed-regression model to investigate the association between autoregression (number of malaria outpatients during the previous time period), seasonality and climate variability, and the number of monthly malaria outpatients of the past 10-20 years in seven highland sites in East Africa. The model explained 65-81% of the variance in the number of monthly malaria outpatients. Nonlinear and synergistic effects of temperature and rainfall on the number of malaria outpatients were found in all seven sites. The net variance in the number of monthly malaria outpatients caused by autoregression and seasonality varied among sites and ranged from 18 to 63% (mean = 38.6%), whereas 12-63% (mean = 36.1%) of variance is attributed to climate variability. Our results suggest that there was a high spatial variation in the sensitivity of malaria outpatient number to climate fluctuations in the highlands, and that climate variability played an important role in initiating malaria epidemics in the East African highlands.</description><subject>Africa, Eastern - epidemiology</subject><subject>Biological Sciences</subject><subject>Climate</subject><subject>Climate change</subject><subject>Climate models</subject><subject>Climatology</subject><subject>Disease Outbreaks</subject><subject>Ecology</subject><subject>Epidemics</subject><subject>Ethiopia - epidemiology</subject><subject>Highlands</subject><subject>Humans</subject><subject>Incidence</subject><subject>Kenya - epidemiology</subject><subject>Malaria</subject><subject>Malaria - epidemiology</subject><subject>Mosquitos</subject><subject>Rain</subject><subject>Seasons</subject><subject>Statistical variance</subject><subject>Temperature</subject><subject>Uganda - epidemiology</subject><issn>0027-8424</issn><issn>1091-6490</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2004</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqF0TFvEzEUB3ALUdG0MLMgZDHAdO3z2Xe2B4YoChSpiAVYGCyf713j6HIXbB_Qb19HiZrSASZL9u__5PceIS8ZXDCQ_HI72HgBHJRkggE8ITMGmhW10PCUzABKWShRilNyFuMaAHSl4Bk5ZUIrDkzOyI95jKPzNvlxoA2m34gDXfR-YxPS7zZ42_jep1tqh5Z-tv3uhi63vsWNd5H6gaYV0qWNic674J0d6JW_WfWZx-fkpLN9xBeH85x8-7D8urgqrr98_LSYXxeuKiEVohFWd0w5rSusO6ta16LEqmWKN1ZYhJqhLqXIsOPQtghcOylrUbNauJKfk_f7utup2WDrcEjB9mYbchfh1ozWm79fBr8yN-Mvw6s6DyTn3x7yYfw5YUxm46PDPjeB4xSNZLVUUrH_Qqag4lJAhm8ewfU4hSEPwZTAOJScy4wu98iFMcaA3f2PGZjdds1uu-a43Zx4_bDRoz-s8wHYJY_lmFGm5LLK4N0_gemmvk_4J2X5ai_XMY3hnuaPs1JrfgfHi8I6</recordid><startdate>20040224</startdate><enddate>20040224</enddate><creator>Zhou, Guofa</creator><creator>Minakawa, Noboru</creator><creator>Githeko, Andrew K.</creator><creator>Yan, Guiyun</creator><creator>Herren, Hans R.</creator><general>National Academy of Sciences</general><general>National Acad Sciences</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>7QG</scope><scope>7QL</scope><scope>7QP</scope><scope>7QR</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7TK</scope><scope>7TM</scope><scope>7TO</scope><scope>7U9</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>M7N</scope><scope>P64</scope><scope>RC3</scope><scope>7TG</scope><scope>KL.</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20040224</creationdate><title>Association between Climate Variability and Malaria Epidemics in the East African Highlands</title><author>Zhou, Guofa ; 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Regional climate changes have been invoked as a major factor; however, assessing the impact of climate in malaria resurgence is difficult due to high spatial and temporal climate variability and the lack of long-term data series on malaria cases from different sites. Climate variability, defined as short-term fluctuations around the mean climate state, may be epidemiologically more relevant than mean temperature change, but its effects on malaria epidemics have not been rigorously examined. Here we used nonlinear mixed-regression model to investigate the association between autoregression (number of malaria outpatients during the previous time period), seasonality and climate variability, and the number of monthly malaria outpatients of the past 10-20 years in seven highland sites in East Africa. The model explained 65-81% of the variance in the number of monthly malaria outpatients. Nonlinear and synergistic effects of temperature and rainfall on the number of malaria outpatients were found in all seven sites. The net variance in the number of monthly malaria outpatients caused by autoregression and seasonality varied among sites and ranged from 18 to 63% (mean = 38.6%), whereas 12-63% (mean = 36.1%) of variance is attributed to climate variability. Our results suggest that there was a high spatial variation in the sensitivity of malaria outpatient number to climate fluctuations in the highlands, and that climate variability played an important role in initiating malaria epidemics in the East African highlands.</abstract><cop>United States</cop><pub>National Academy of Sciences</pub><pmid>14983017</pmid><doi>10.1073/pnas.0308714100</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Africa, Eastern - epidemiology Biological Sciences Climate Climate change Climate models Climatology Disease Outbreaks Ecology Epidemics Ethiopia - epidemiology Highlands Humans Incidence Kenya - epidemiology Malaria Malaria - epidemiology Mosquitos Rain Seasons Statistical variance Temperature Uganda - epidemiology |
title | Association between Climate Variability and Malaria Epidemics in the East African Highlands |
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