Background: The impacts of interannual climate fluctuations on vector-borne diseases, especially malaria, have received considerable attention in the scientific literature. These effects can be significant in semi-arid and highelevation areas such as the highlands of East Africa because cooler temperature and seasonally dry conditions limit malaria transmission. Many previous studies have examined short-term lagged effects of climate on malaria (weeks to months), but fewer have explored the possibility of longer-term seasonal effects. Methods: This study assessed the interannual variability of malaria occurrence from 2001 to 2009 in the Amhara region of Ethiopia. We tested for associations of climate variables summarized during the dry (January-April), early transition (May-June), and wet (July-September) seasons with malaria incidence in the early peak (May-July) and late peak (September-December) epidemic seasons using generalized linear models. Climate variables included land surface temperature (LST), rainfall, actual evapotranspiration (ET), and the enhanced vegetation index (EVI). Results: We found that both early and late peak malaria incidence had the strongest associations with meteorological conditions in the preceding dry and early transition seasons. Temperature had the strongest influence in the wetter western districts, whereas moisture variables had the strongest influence in the drier eastern districts. We also found a significant correlation between malaria incidence in the early and the subsquent late peak malaria seasons, and the addition of early peak malaria incidence as a predictor substantially improved models of late peak season malaria in both of the study sub-regions. Conclusions: These findings suggest that climatic effects on malaria prior to the main rainy season can carry over through the rainy season and affect the probability of malaria epidemics during the late malaria peak. The results also emphasize the value of combining environmental monitoring with epidemiological surveillance to develop forecasts of malaria outbreaks, as well as the need for spatially stratified approaches that reflect the differential effects of climatic variations in the different sub-regions.
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S Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USAS Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USA
Midekisa, Alemayehu
Senay, Gabriel
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US Geol Survey, Earth Resources Observat & Sci EROS Ctr, Sioux Falls, SD USAS Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USA
Senay, Gabriel
Henebry, Geoffrey M.
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S Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USAS Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USA
Henebry, Geoffrey M.
Semuniguse, Paulos
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HDAMA, Addis Ababa, EthiopiaS Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USA
Semuniguse, Paulos
Wimberly, Michael C.
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S Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USAS Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USA
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Univ Denver, Dept Geog & Environm, Denver, CO 80208 USAUniv Denver, Dept Geog & Environm, Denver, CO 80208 USA
Siraj, A. S.
Santos-Vega, M.
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Univ Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USAUniv Denver, Dept Geog & Environm, Denver, CO 80208 USA
Santos-Vega, M.
Bouma, M. J.
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Univ London, London Sch Hyg & Trop Med, London WC1 E7HT, EnglandUniv Denver, Dept Geog & Environm, Denver, CO 80208 USA
Bouma, M. J.
Yadeta, D.
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Oromia Reg Hlth Bur, Addis Ababa, EthiopiaUniv Denver, Dept Geog & Environm, Denver, CO 80208 USA
Yadeta, D.
Ruiz Carrascal, D.
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机构:
Columbia Univ City New York, Int Res Inst Climate & Soc, Lamont Doherty Earth Observ, Palisades, NY 10964 USA
Escuela Ingn Antioquia, Envigado, Antioquia, ColombiaUniv Denver, Dept Geog & Environm, Denver, CO 80208 USA
Ruiz Carrascal, D.
Pascual, M.
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Univ Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Howard Hughes Med Inst, Chevy Chase, MD 20815 USAUniv Denver, Dept Geog & Environm, Denver, CO 80208 USA
机构:
Ethiopian Publ Hlth Inst, POB 1242-5654, Addis Ababa, Ethiopia
Columbia Univ, Int Res Inst Climate & Soc, POB 1000, Palisades, NY 10964 USAEthiopian Publ Hlth Inst, POB 1242-5654, Addis Ababa, Ethiopia
Woyessa, Adugna
Siebert, Asher
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Columbia Univ, Int Res Inst Climate & Soc, POB 1000, Palisades, NY 10964 USAEthiopian Publ Hlth Inst, POB 1242-5654, Addis Ababa, Ethiopia
Siebert, Asher
Owusu, Aisha
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Oklahoma Univ, Coll Atmospher & Geog Sci, Norman, OK USAEthiopian Publ Hlth Inst, POB 1242-5654, Addis Ababa, Ethiopia
Owusu, Aisha
Cousin, Remi
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机构:
Columbia Univ, Int Res Inst Climate & Soc, POB 1000, Palisades, NY 10964 USAEthiopian Publ Hlth Inst, POB 1242-5654, Addis Ababa, Ethiopia
Cousin, Remi
Dinku, Tufa
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Columbia Univ, Int Res Inst Climate & Soc, POB 1000, Palisades, NY 10964 USAEthiopian Publ Hlth Inst, POB 1242-5654, Addis Ababa, Ethiopia
Dinku, Tufa
Thomson, Madeleine C.
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Columbia Univ, Int Res Inst Climate & Soc, POB 1000, Palisades, NY 10964 USAEthiopian Publ Hlth Inst, POB 1242-5654, Addis Ababa, Ethiopia
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Jazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Univ Malaya, Fac Med, Dept Parasitol, Kuala Lumpur 50603, Malaysia
Sanaa Univ, Fac Med & Hlth Sci, Dept Parasitol, Sanaa, YemenJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Al-Mekhlafi, Hesham M.
Madkhali, Aymen M.
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Jazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Jazan Univ, Fac Appl Med Sci, Dept Med Lab Technol, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Madkhali, Aymen M.
Ghailan, Khalid Y.
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机构:
Jazan Univ, Fac Publ Hlth & Trop Med, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Ghailan, Khalid Y.
Abdulhaq, Ahmed A.
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机构:
Jazan Univ, Fac Appl Med Sci, Dept Med Lab Technol, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Abdulhaq, Ahmed A.
Ghzwani, Ahmad Hassn
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机构:
Jazan Univ, Med Res Ctr, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Ghzwani, Ahmad Hassn
Zain, Khalid Ammash
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Jazan Univ, Med Res Ctr, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Zain, Khalid Ammash
Atroosh, Wahib M.
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Univ Malaya, Fac Med, Dept Parasitol, Kuala Lumpur 50603, Malaysia
Univ Aden, Fac Med & Hlth Sci, Dept Microbiol & Parasitol, Aden, YemenJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Atroosh, Wahib M.
Alshabi, Alkhansa
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Jazan Univ, Fac Appl Med Sci, Dept Med Lab Technol, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Alshabi, Alkhansa
Khadashi, Hussein A.
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Jazan Univ, Med Res Ctr, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Khadashi, Hussein A.
Darraj, Majid A.
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Jazan Univ, Fac Med, Dept Internal Med, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
Darraj, Majid A.
Eisa, Zaki M.
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Minist Hlth, Saudi Ctr Dis Prevent & Control, Jazan, Saudi ArabiaJazan Univ, Med Res Ctr, Jazan, Saudi Arabia
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Technical University of Clausthal, Department of Engineering Geology, D-38678 Clausthal-ZellerfeldTechnical University of Clausthal, Department of Engineering Geology, D-38678 Clausthal-Zellerfeld
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NIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Cayenne Gen Hosp, Infect Dis & Trop Med Unit, Cayenne, France
Univ Antilles Guyane, EA 3595, Cayenne, FranceNIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Mahamat, A.
Dussart, P.
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Pasteur Inst Guyane, Cayenne, FranceNIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Dussart, P.
Bouix, A.
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GP Sentinel Network Influenza Surveillance, Cayenne, FranceNIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Bouix, A.
Carvalho, L.
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French Inst Publ Hlth Surveillance, Reg Off, Cayenne, FranceNIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Carvalho, L.
Eltges, F.
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Reg Hlth Agcy, Cayenne, French Guiana, FranceNIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Eltges, F.
Matheus, S.
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机构:
Pasteur Inst Guyane, Cayenne, FranceNIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Matheus, S.
Miller, M. A.
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机构:
NIH, Fogarty Int Ctr, Bethesda, MD 20892 USANIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Miller, M. A.
Quenel, P.
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Pasteur Inst Guyane, Cayenne, FranceNIH, Fogarty Int Ctr, Bethesda, MD 20892 USA
Quenel, P.
Viboud, C.
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NIH, Fogarty Int Ctr, Bethesda, MD 20892 USANIH, Fogarty Int Ctr, Bethesda, MD 20892 USA