Assessment of the relative impact of climate change on malaria dynamics is a complex problem. Climate is a well-known factor that plays a crucial role in driving malaria outbreaks in epidemic transmission areas. However, its influence in endemic environments with intensive malaria control interventions is not fully understood, mainly due to the scarcity of high-quality, long-term malaria data. The demographic surveillance systems in Africa offer unique platforms for quantifying the relative effects of weather variability on the burden of malaria. Here, using a process-based stochastic transmission model, we show that in the lowlands of malaria endemic western Kenya, variations in climatic factors played a key role in driving malaria incidence during 2008-2019, despite high bed net coverage and use among the population. The model captures some of the main mechanisms of human, parasite, and vector dynamics, and opens the possibility to forecast malaria in endemic regions, taking into account the interaction between future climatic conditions and intervention scenarios.
机构:
Univ Groningen, CEES, Community & Conservat Ecol Grp, Haren, NetherlandsUniv Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Alonso, David
;
Bouma, Menno J.
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, London WC1, EnglandUniv Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Bouma, Menno J.
;
Pascual, Mercedes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Univ Michigan, Howard Hughes Med Inst, Ann Arbor, MI 48109 USAUniv Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Bhadra, Anindya
;
Ionides, Edward L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Ionides, Edward L.
;
Laneri, Karina
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Laneri, Karina
;
Pascual, Mercedes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Howard Hughes Med Inst, Chevy Chase, MD 20815 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Pascual, Mercedes
;
Bouma, Menno
论文数: 0引用数: 0
h-index: 0
机构:
Univ London, London Sch Hyg & Trop Med, Dept Infect & Trop Dis, London, EnglandUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Bouma, Menno
;
Dhiman, Ramesh C.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Malaria Res, Delhi 110077, IndiaUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
机构:
Penn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Blanford, J. I.
;
Blanford, S.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Ctr Infect Dis Dynam, University Pk, PA 16802 USA
Penn State Univ, Dept Entomol, Merkle Lab, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Blanford, S.
;
Crane, R. G.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Geog, AESEDA, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Crane, R. G.
;
Mann, M. E.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Meteorol, University Pk, PA 16802 USA
Penn State Univ, Earth & Environm Syst Inst, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Mann, M. E.
;
Paaijmans, K. P.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Ctr Infect Dis Dynam, University Pk, PA 16802 USA
Penn State Univ, Dept Entomol, Merkle Lab, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Paaijmans, K. P.
;
Schreiber, K. V.
论文数: 0引用数: 0
h-index: 0
机构:
Millersville Univ Pennsylvania, Dept Geog, Millersville, PA USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Schreiber, K. V.
;
Thomas, M. B.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Ctr Infect Dis Dynam, University Pk, PA 16802 USA
Penn State Univ, Dept Entomol, Merkle Lab, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
机构:
Colorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, USGS, BRD, Ft Collins, CO 80523 USAColorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, USGS, BRD, Ft Collins, CO 80523 USA
Burnham, KP
;
Anderson, DR
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, USGS, BRD, Ft Collins, CO 80523 USAColorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, USGS, BRD, Ft Collins, CO 80523 USA
机构:
Univ Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Univ Liverpool, Dept Geog & Planning, Sch Environm Sci, Liverpool L69 7ZT, Merseyside, EnglandUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Caminade, Cyril
;
Kovats, Sari
论文数: 0引用数: 0
h-index: 0
机构:
Univ London London Sch Hyg & Trop Med, Dept Social & Environm Hlth Res, London WC1E 7HT, EnglandUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Kovats, Sari
;
Rocklov, Joacim
论文数: 0引用数: 0
h-index: 0
机构:
Umea Univ, Dept Publ Hlth & Clin Med Epidemiol & Global Hlth, S-90187 Umea, SwedenUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Rocklov, Joacim
;
Tompkins, Adrian M.
论文数: 0引用数: 0
h-index: 0
机构:
Abdus Salam Int Ctr Theoret Phys, I-34151 Trieste, ItalyUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Tompkins, Adrian M.
;
Morse, Andrew P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Liverpool, Dept Geog & Planning, Sch Environm Sci, Liverpool L69 7ZT, Merseyside, EnglandUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Morse, Andrew P.
;
Colon-Gonzalez, Felipe J.
论文数: 0引用数: 0
h-index: 0
机构:
Abdus Salam Int Ctr Theoret Phys, I-34151 Trieste, ItalyUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Colon-Gonzalez, Felipe J.
;
Stenlund, Hans
论文数: 0引用数: 0
h-index: 0
机构:
Umea Univ, Dept Publ Hlth & Clin Med Epidemiol & Global Hlth, S-90187 Umea, SwedenUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Stenlund, Hans
;
论文数: 引用数:
h-index:
机构:
Martens, Pim
;
Lloyd, Simon J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London London Sch Hyg & Trop Med, Dept Social & Environm Hlth Res, London WC1E 7HT, EnglandUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Carneiro, Ilona
;
Roca-Feltrer, Arantxa
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Roca-Feltrer, Arantxa
;
Griffin, Jamie T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, MRC, Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Griffin, Jamie T.
;
Smith, Lucy
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Smith, Lucy
;
Tanner, Marcel
论文数: 0引用数: 0
h-index: 0
机构:
Swiss Trop Inst, CH-4002 Basel, SwitzerlandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Tanner, Marcel
;
Schellenberg, Joanna Armstrong
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Schellenberg, Joanna Armstrong
;
Greenwood, Brian
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Greenwood, Brian
;
Schellenberg, David
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
机构:
Univ Groningen, CEES, Community & Conservat Ecol Grp, Haren, NetherlandsUniv Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Alonso, David
;
Bouma, Menno J.
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, London WC1, EnglandUniv Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Bouma, Menno J.
;
Pascual, Mercedes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Univ Michigan, Howard Hughes Med Inst, Ann Arbor, MI 48109 USAUniv Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Bhadra, Anindya
;
Ionides, Edward L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Ionides, Edward L.
;
Laneri, Karina
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Laneri, Karina
;
Pascual, Mercedes
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Ecol & Evolutionary Biol, Ann Arbor, MI 48109 USA
Howard Hughes Med Inst, Chevy Chase, MD 20815 USAUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Pascual, Mercedes
;
Bouma, Menno
论文数: 0引用数: 0
h-index: 0
机构:
Univ London, London Sch Hyg & Trop Med, Dept Infect & Trop Dis, London, EnglandUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
Bouma, Menno
;
Dhiman, Ramesh C.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Malaria Res, Delhi 110077, IndiaUniv Michigan, Dept Stat, Ann Arbor, MI 48109 USA
机构:
Penn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Blanford, J. I.
;
Blanford, S.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Ctr Infect Dis Dynam, University Pk, PA 16802 USA
Penn State Univ, Dept Entomol, Merkle Lab, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Blanford, S.
;
Crane, R. G.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Geog, AESEDA, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Crane, R. G.
;
Mann, M. E.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Meteorol, University Pk, PA 16802 USA
Penn State Univ, Earth & Environm Syst Inst, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Mann, M. E.
;
Paaijmans, K. P.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Ctr Infect Dis Dynam, University Pk, PA 16802 USA
Penn State Univ, Dept Entomol, Merkle Lab, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Paaijmans, K. P.
;
Schreiber, K. V.
论文数: 0引用数: 0
h-index: 0
机构:
Millersville Univ Pennsylvania, Dept Geog, Millersville, PA USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
Schreiber, K. V.
;
Thomas, M. B.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Ctr Infect Dis Dynam, University Pk, PA 16802 USA
Penn State Univ, Dept Entomol, Merkle Lab, University Pk, PA 16802 USAPenn State Univ, Dept Geog, GeoVISTA Ctr, University Pk, PA 16802 USA
机构:
Colorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, USGS, BRD, Ft Collins, CO 80523 USAColorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, USGS, BRD, Ft Collins, CO 80523 USA
Burnham, KP
;
Anderson, DR
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, USGS, BRD, Ft Collins, CO 80523 USAColorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, USGS, BRD, Ft Collins, CO 80523 USA
机构:
Univ Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Univ Liverpool, Dept Geog & Planning, Sch Environm Sci, Liverpool L69 7ZT, Merseyside, EnglandUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Caminade, Cyril
;
Kovats, Sari
论文数: 0引用数: 0
h-index: 0
机构:
Univ London London Sch Hyg & Trop Med, Dept Social & Environm Hlth Res, London WC1E 7HT, EnglandUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Kovats, Sari
;
Rocklov, Joacim
论文数: 0引用数: 0
h-index: 0
机构:
Umea Univ, Dept Publ Hlth & Clin Med Epidemiol & Global Hlth, S-90187 Umea, SwedenUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Rocklov, Joacim
;
Tompkins, Adrian M.
论文数: 0引用数: 0
h-index: 0
机构:
Abdus Salam Int Ctr Theoret Phys, I-34151 Trieste, ItalyUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Tompkins, Adrian M.
;
Morse, Andrew P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Liverpool, Dept Geog & Planning, Sch Environm Sci, Liverpool L69 7ZT, Merseyside, EnglandUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Morse, Andrew P.
;
Colon-Gonzalez, Felipe J.
论文数: 0引用数: 0
h-index: 0
机构:
Abdus Salam Int Ctr Theoret Phys, I-34151 Trieste, ItalyUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Colon-Gonzalez, Felipe J.
;
Stenlund, Hans
论文数: 0引用数: 0
h-index: 0
机构:
Umea Univ, Dept Publ Hlth & Clin Med Epidemiol & Global Hlth, S-90187 Umea, SwedenUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
Stenlund, Hans
;
论文数: 引用数:
h-index:
机构:
Martens, Pim
;
Lloyd, Simon J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London London Sch Hyg & Trop Med, Dept Social & Environm Hlth Res, London WC1E 7HT, EnglandUniv Liverpool, Dept Epidemiol & Populat Hlth, Inst Infect & Global Hlth, Liverpool L69 7ZT, Merseyside, England
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Carneiro, Ilona
;
Roca-Feltrer, Arantxa
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Roca-Feltrer, Arantxa
;
Griffin, Jamie T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, MRC, Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Griffin, Jamie T.
;
Smith, Lucy
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Smith, Lucy
;
Tanner, Marcel
论文数: 0引用数: 0
h-index: 0
机构:
Swiss Trop Inst, CH-4002 Basel, SwitzerlandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Tanner, Marcel
;
Schellenberg, Joanna Armstrong
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Schellenberg, Joanna Armstrong
;
Greenwood, Brian
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England
Greenwood, Brian
;
Schellenberg, David
论文数: 0引用数: 0
h-index: 0
机构:
London Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, EnglandLondon Sch Hyg & Trop Med, Dept Infect & Trop Dis, Dis Control & Vector Biol Unit, London WC1, England