Human movement and environmental barriers shape the emergence of dengue

被引:1
|
作者
Harish, Vinyas [1 ,2 ,3 ]
Colon-Gonzalez, Felipe J. [4 ,5 ,6 ]
Moreira, Filipe R. R. [7 ,8 ,9 ]
Gibb, Rory [4 ,5 ,6 ,10 ]
Kraemer, Moritz U. G. [11 ]
Davis, Megan [12 ]
Reiner, Robert C. [13 ,14 ]
Pigott, David M. [13 ,14 ]
Perkins, T. Alex [15 ,16 ]
Weiss, Daniel J. [17 ,18 ]
Bogoch, Isaac I. [1 ,19 ]
Vazquez-Prokopec, Gonzalo [20 ]
Saide, Pablo Manrique [21 ]
Barbosa, Gerson L. [22 ]
Sabino, Ester C. [23 ]
Khan, Kamran [1 ,2 ,12 ,24 ,25 ]
Faria, Nuno R. [9 ,23 ]
Hay, Simon I. [13 ,14 ]
Correa-Morales, Fabian [26 ]
Chiaravalloti-Neto, Francisco [27 ]
Brady, Oliver J. [4 ,5 ,6 ]
机构
[1] Univ Toronto, Temerty Fac Med, Toronto, ON, Canada
[2] Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, Canada
[3] Vector Inst Artificial Intelligence, Toronto, ON, Canada
[4] London Sch Hyg & Trop Med, Ctr Math Modelling Infect Dis, London, England
[5] London Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, Fac Epidemiol & Populat Hlth, London, England
[6] London Sch Hyg & Trop Med, Ctr Climate Change & Planetary Hlth, London, England
[7] Imperial Coll London, Abdul Latif Jameel Inst Dis & Emergency Analyt, Med Res Council Ctr Global Infect Dis Anal, Sch Publ Hlth, London, England
[8] Imperial Coll London, Sch Publ Hlth, Dept Infect Dis Epidemiol, London, England
[9] Univ Fed Rio de Janeiro, Dept Genet, Rio de Janeiro, RJ, Brazil
[10] UCL, Dept Genet Evolut & Environm, London, England
[11] Univ Oxford, Dept Biol, Oxford, England
[12] BlueDot, Toronto, ON, Canada
[13] Univ Washington, Inst Hlth Metr & Evaluat, Seattle, WA USA
[14] Univ Washington, Sch Med, Dept Hlth Metr Sci, Seattle, WA USA
[15] Univ Notre Dame, Dept Biol Sci, Notre Dame, IN USA
[16] Univ Notre Dame, Eck Inst Global Hlth, Notre Dame, IN USA
[17] Telethon Kids Inst, Geospatial Hlth & Dev, Nedlands, WA, Australia
[18] Curtin Univ, Fac Hlth Sci, Perth, WA, Australia
[19] Univ Hlth Network, Toronto Gen Hosp, Div Gen Internal Med & Infect Dis, Toronto, ON, Canada
[20] Emory Univ, Dept Environm Sci, Atlanta, GA USA
[21] Autonomous Univ Yucatan, Merida, Yuc, Mexico
[22] State Secretary Hlth Sao Paulo, Pasteur Inst, Sao Paulo, SP, Brazil
[23] Univ Sao Paulo, Fac Med, Inst Trop Med, Sao Paulo, SP, Brazil
[24] Unity Hlth Toronto, St Michaels Hosp, Div Infect Dis, Toronto, ON, Canada
[25] Unity Hlth Toronto, Li Ka Shing Knowledge Inst, Toronto, ON, Canada
[26] Secretaria Salud Mexico, Ctr Nacl Programas Prevent & Control Enfermedades, Ciudad De Mexico, Mexico
[27] Univ Sao Paulo, Sch Publ Hlth, Dept Epidemiol, Sao Paulo, SP, Brazil
基金
加拿大健康研究院; 巴西圣保罗研究基金会; 英国医学研究理事会;
关键词
HEMORRHAGIC-FEVER; TRAVELING-WAVES; ZIKA VIRUS; BRAZIL; COUNTRIES; MOBILITY; SPREAD; TIME;
D O I
10.1038/s41467-024-48465-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Understanding how emerging infectious diseases spread within and between countries is essential to contain future pandemics. Spread to new areas requires connectivity between one or more sources and a suitable local environment, but how these two factors interact at different stages of disease emergence remains largely unknown. Further, no analytical framework exists to examine their roles. Here we develop a dynamic modelling approach for infectious diseases that explicitly models both connectivity via human movement and environmental suitability interactions. We apply it to better understand recently observed (1995-2019) patterns as well as predict past unobserved (1983-2000) and future (2020-2039) spread of dengue in Mexico and Brazil. We find that these models can accurately reconstruct long-term spread pathways, determine historical origins, and identify specific routes of invasion. We find early dengue invasion is more heavily influenced by environmental factors, resulting in patchy non-contiguous spread, while short and long-distance connectivity becomes more important in later stages. Our results have immediate practical applications for forecasting and containing the spread of dengue and emergence of new serotypes. Given current and future trends in human mobility, climate, and zoonotic spillover, understanding the interplay between connectivity and environmental suitability will be increasingly necessary to contain emerging and re-emerging pathogens. Here, using a dynamic modelling approach, the authors find that the spread of dengue through Mexico and Brazil is shaped by specific interactions between human mobility, climate, and the environment. Their models can also be applied to predict future spread in these geographic areas.
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页数:15
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