The DOI matches its Crossref record; 52 of the 52 references it cites were found in a registry or an index.
The global distribution and burden of dengue
Open accessAbstract
Dengue is a systemic viral infection transmitted between humans by Aedes mosquitoes. For some patients, dengue is a life-threatening illness. There are currently no licensed vaccines or specific therapeutics, and substantial vector control efforts have not stopped its rapid emergence and global spread. The contemporary worldwide distribution of the risk of dengue virus infection and its public health burden are poorly known. Here we undertake an exhaustive assembly of known records of dengue occurrence worldwide, and use a formal modelling framework to map the global distribution of dengue risk. We then pair the resulting risk map with detailed longitudinal information from dengue cohort studies and population surfaces to infer the public health burden of dengue in 2010. We predict dengue to be ubiquitous throughout the tropics, with local spatial variations in risk influenced strongly by rainfall, temperature and the degree of urbanization. Using cartographic approaches, we estimate there to be 390 million (95% credible interval 284-528) dengue infections per year, of which 96 million (67-136) manifest apparently (any level of disease severity). This infection total is more than three times the dengue burden estimate of the World Health Organization. Stratification of our estimates by country allows comparison with national dengue reporting, after taking into account the probability of an apparent infection being formally reported. The most notable differences are discussed. These new risk maps and infection estimates provide novel insights into the global, regional and national public health burden imposed by dengue. We anticipate that they will provide a starting point for a wider discussion about the global impact of this disease and will help to guide improvements in disease control strategies using vaccine, drug and vector control methods, and in their economic evaluation.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“An estimated 70% of dengue virus infections are thought to occur in Asia. (2)”
From Epidemiology of dengue reported in the World Health Organization Western Pacific Region, 2013–2019 (2023) · cites this paper as [2]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“As a result of differences in case definitions and other factors, there is likely to be underreporting and, thus, an underestimation of the true regional burden in terms of the number of cases, CFRs and incidence. (1, 2)”
From Epidemiology of dengue reported in the World Health Organization Western Pacific Region, 2013–2019 (2023) · cites this paper as [2]
Experimental — accuracy not yet measuredThe cited source says what the claim attributes to it.
In the citing paper
“Sharing information and data about dengue helps countries and areas better understand transmission patterns and supports the implementation of dengue prevention and control measures. (2)”
From Epidemiology of dengue reported in the World Health Organization Western Pacific Region, 2013–2019 (2023) · cites this paper as [2]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Greedy function approximation: A gradient boosting machine
Friedman, J. H. (2001) · The Annals of Statistics · doi:10.1214/aos/1013203451 · Cited by 30,731 · cited 1×
“India19,20 alone contributed 34% (33 [24-44] million infections) of the global total.”
Classification and Regression Trees.
Gordon, A. D., Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1984) · Biometrics · doi:10.2307/2530946 · Cited by 23,867
Classification and Regression Trees.
Ryzin, J. V., Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1986) · Journal of the American Statistical Association · doi:10.2307/2288003 · Cited by 21,030
Very high resolution interpolated climate surfaces for global land areas
Hijmans, R. J., Cameron, S. E., Parra, J. L., Jones, P. G., & Jarvis, A. (2005) · International Journal of Climatology · doi:10.1002/joc.1276 · Cited by 19,860
Novel methods improve prediction of species’ distributions from occurrence data
Elith*, J., H. Graham*, C., P. Anderson, R., Dudík, M., Ferrier, S., Guisan, A., J. Hijmans, R., Huettmann, F., R. Leathwick, J., Lehmann, A., et al. (2006) · Ecography · doi:10.1111/j.2006.0906-7590.04596.x · Cited by 9,088
Murray, C. J. L., Vos, T., Lozano, R., Naghavi, M., Flaxman, A. D., Michaud, C., Ezzati, M., Shibuya, K., Salomon, J. A., Abdalla, S., et al. (2012) · The Lancet · doi:10.1016/s0140-6736(12)61689-4 · Cited by 8,888 · cited 1×
“…many vaccinations are needed to avert an apparent infection) and triangulating with independent assessments of disability adjusted life years (DALYs) 21 ; (ii) elucidating the population dynamics of dengue viruses 22 ; and (iii) hypothesising about population effects of future vaccine programmes…”
Dengue and Dengue Hemorrhagic Fever
Gubler, D. J. (1998) · Clinical Microbiology Reviews · doi:10.1128/cmr.11.3.480 · Cited by 4,394
Ensemble forecasting of species distributions
ARAUJO, M., & NEW, M. (2007) · Trends in Ecology & Evolution · doi:10.1016/j.tree.2006.09.010 · Cited by 3,640 · cited 1×
“Asia bore 70% (67 [47-94] million infections) of this burden, and is characterised by large swathes of densely populated regions coinciding with very high suitability for disease transmission.”
Hilbe, J. M. (2011) · Cambridge University Press eBooks · doi:10.1017/cbo9780511973420 · Cited by 3,352
Selecting pseudo‐absences for species distribution models: how, where and how many?
Barbet‐Massin, M., Jiguet, F., Albert, C. H., & Thuiller, W. (2012) · Methods in Ecology and Evolution · doi:10.1111/j.2041-210x.2011.00172.x · Cited by 2,716 · cited 1×
“Asia bore 70% (67 [47-94] million infections) of this burden, and is characterised by large swathes of densely populated regions coinciding with very high suitability for disease transmission.”
Research works printed but not linked: 2
- Beatty, M. E., Letson, G. W. & Margolis, H. S. Estimating the global burden of dengue. Am. J. Trop. Med. Hyg. 81 (Suppl. 1). 231 (2009)
- Rodhain, F. La situation de la dengue dans le monde. Bull. Soc. Pathol. Exot. 89, 87–90 (1996)
Cited by
Sorted by citations
Items 1,001–1,018 of 1,018
Antiviral Cyanometabolites—A Review
Mazur-Marzec, H., Cegłowska, M., Konkel, R., & Pyrć, K. (2021) · Biomolecules · doi:10.3390/biom11030474 · Cited by 64
“The number of DENV infections that occur annually was estimated to be 390 million [11].”
Ocampo, C. B., Mina, N. J., Carabalí, M., Alexander, N., & Osorio, L. (2014) · Acta Tropica · doi:10.1016/j.actatropica.2013.12.019 · Cited by 57
Efficacy and community effectiveness of larvivorous fish for dengue vector control
Han, W. W., Lazaro, A., McCall, P. J., George, L., Runge‐Ranzinger, S., Toledo, J., Velayudhan, R., & Horstick, O. (2015) · Tropical Medicine & International Health · doi:10.1111/tmi.12538 · Cited by 53
Inflammasome in Platelets: Allying Coagulation and Inflammation in Infectious and Sterile Diseases?
Hottz, E. D., Monteiro, A. P. T., Bozza, F. A., & Bozza, P. T. (2015) · Mediators of Inflammation · doi:10.1155/2015/435783 · Cited by 52
Lessons From the Implementation of Mo-Buzz, a Mobile Pandemic Surveillance System for Dengue
Lwin, M. O., Jayasundar, K., Sheldenkar, A., Wijayamuni, R., Wimalaratne, P., Ernst, K. C., & Foo, S. (2017) · JMIR Public Health and Surveillance · doi:10.2196/publichealth.7376 · Cited by 50
“9 billion people are at risk of dengue [6,7].”
PCSK9 in metabolism and diseases
Ajoolabady, A., Pratico, D., Mazidi, M., Davies, I. G., Lip, G. Y. H., Seidah, N., Libby, P., Kroemer, G., & Ren, J. (2025) · Metabolism · doi:10.1016/j.metabol.2024.156064 · Cited by 49
mRNA Vaccines against Flaviviruses
Wollner, C. J., & Richner, J. M. (2021) · Vaccines · doi:10.3390/vaccines9020148 · Cited by 44
“There are approximately 390 million dengue infections per year with 40% of the world’s population at risk [90].”
Kittayapong, P., Olanratmanee, P., Maskhao, P., Byass, P., Logan, J., Tozan, Y., Louis, V., Gubler, D. J., & Wilder-Smith, A. (2017) · PLOS Neglected Tropical Diseases · doi:10.1371/journal.pntd.0005197 · Cited by 44
Insight into the Evolving Role of PCSK9
Maligłówka, M., Kosowski, M., Hachuła, M., Cyrnek, M., Bułdak, Ł., Basiak, M., Bołdys, A., Machnik, G., Bułdak, R. J., & Okopień, B. (2022) · Metabolites · doi:10.3390/metabo12030256 · Cited by 41
Olano, V. A., Matiz, M. I., Lenhart, A., Cabezas, L., Vargas, S. L., Jaramillo, J. F., Sarmiento, D., Alexander, N., Stenström, T. A., & Overgaard, H. J. (2015) · Journal of the American Mosquito Control Association · doi:10.2987/moco-31-03-212-222.1 · Cited by 41
Epidemiology of dengue reported in the World Health Organization Western Pacific Region, 2013–2019
Togami, E., Chiew, M., Lowbridge, C., Biaukula, V., Bell, L., Yajima, A., Eshofonie, A., Saulo, D., Do, H. T. H., Otsu, S., et al. (2023) · Western Pacific Surveillance and Response Journal · doi:10.5365/wpsar.2023.14.1.973 · Cited by 23
Sathantriphop, S., Thanispong, K., Sanguanpong, U., Achee, N. L., Bangs, M. J., & Chareonviriyaphap, T. (2014) · Journal of Medical Entomology · doi:10.1603/me13191 · Cited by 21
Karolcik, S., Manginas, V., Chanh, H. Q., Daniels, J., Giang, N. T., Huyen, V. N. T., Hoang, M. T. V., Phan Nguyen Quoc, K., Hernandez, B., Ming, D. K., et al. (2024) · eBioMedicine · doi:10.1016/j.ebiom.2024.105164 · Cited by 18
Role of air pollutants in dengue fever incidence: Evidence from two southern cities in Taiwan
Lu, H.-C., Lin, F.-Y., Huang, Y.-H., Kao, Y.-T., & Loh, E.-W. (2023) · Pathogens and Global Health · doi:10.1080/20477724.2022.2135711 · Cited by 14
Recasting the theory of mosquito-borne pathogen transmission dynamics and control
Smith, D. L., Perkins, T. A., Reiner, R. C., Barker, C. M., Niu, T., Chaves, L. F., Ellis, A. M., George, D. B., Le Menach, A., Pulliam, J. R. C., et al. (2014) · Transactions of the Royal Society of Tropical Medicine and Hygiene · doi:10.1093/trstmh/tru026 · Cited by 9
“The significant annual health burden of these diseases, 1 most notably malaria 2–5 and dengue, 6 has raised their profile and increased funding for their research and prevention.”
InfluentialSelf-citationShah, H. A., & Househ, M. (2024) · BMJ Public Health · doi:10.1136/bmjph-2023-000374 · Cited by 7
Solar geoengineering could redistribute malaria risk in developing countries
Carlson, C. J., Colwell, R., Hossain, M. S., Rahman, M. M., Robock, A., Ryan, S. J., Alam, M. S., & Trisos, C. H. (2020) · medRxiv · doi:10.1101/2020.10.21.20217257 · Cited by 49
A mRNA-LNP vaccine against Dengue Virus elicits robust, serotype-specific immunity
Wollner, C. J., Richner, M., Hassert, M. A., Pinto, A. K., Brien, J. D., & Richner, J. M. (2021) · doi:10.1101/2021.01.05.425517 · Cited by 6
Metadata
- Authors
- Bhatt, S., Gething, P. W., Brady, O. J., Messina, J. P., Farlow, A. W., Moyes, C. L., Drake, J. M., Brownstein, J. S., Hoen, A. G., Sankoh, O., Myers, M. F., George, D. B., Jaenisch, T., Wint, G. R. W., Simmons, C. P., Scott, T. W., Farrar, J. J., & Hay, S. I.
- Affiliations
- University of Oxford (GB)
- University of Georgia (US)
- Boston Children's Hospital (US)
- Dartmouth College (US)
- University of the Witwatersrand (ZA)
- National Institutes of Health (US)
- University Hospital Heidelberg (DE)
- Churchill Hospital (GB)
- National University of Singapore (SG)
- Corresponding author
- Hay, Simon I.
- ORCID
- Venue
- Nature
- Published
- 2013-04
- Volume
- 496
- Issue
- 7446
- Pages
- 504-507
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC3651993
- OpenAlex
- W2131222241
- Cited by
- 10,037
- References
- 52
- Citations by year
- 2026: 615 · 2025: 704 · 2024: 830 · 2023: 846 · 2022: 816 · 2021: 943 · 2020: 946 · 2019: 922 · 2018: 777 · 2017: 724 · 2016: 744 · 2015: 551 · 2014: 467 · 2013: 141
- FWCI
- 650.37
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- LSHTM Research Online (London School of Hygiene and Tropical Medicine) (acceptedVersion)
- Minerva Access (University of Melbourne) (submittedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Spiral (Imperial College London) (submittedVersion)
- Funders
- U.S. Department of Homeland Security
- Wellcome Trust (089276, 095066, 084368, 097318)
- European Commission (261504)
- National Institutes of Health (5r01ai069341-05)
- Biotechnology and Biological Sciences Research Council (1090403)
- National Institute of General Medical Sciences (R01GM083224)
- National Institute of Allergy and Infectious Diseases (R01-AI069341, R01AI091980)
- Fogarty International Center
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Mosquito-borne diseases and control
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Dengue and Mosquito Control Research
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Climate Change and Health Impacts
- Keywords
- dengue, global burden of disease, dengue incidence, dengue risk mapping, Aedes, mosquito-borne viral disease, temperature and precipitation effects, urbanization, dengue prevention, dengue control, tropical and subtropical regions, dengue vaccine
- MeSH terms
- Dengue, Dengue Virus, Humans, Public Health, Quality Control, Rain, Risk Factors, Temperature, Tropical Climate, Urbanization, Global Health, World Health Organization, Cohort Studies, Incidence, Databases, Factual
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review