Global epidemiology of sickle haemoglobin in neonates: a contemporary geostatistical model-based map and population estimates
Open accessAbstract
BACKGROUND: Reliable estimates of populations affected by diseases are necessary to guide efficient allocation of public health resources. Sickle haemoglobin (HbS) is the most common and clinically significant haemoglobin structural variant, but no contemporary estimates exist of the global populations affected. Moreover, the precision of available national estimates of heterozygous (AS) and homozygous (SS) neonates is unknown. We aimed to provide evidence-based estimates at various scales, with uncertainty measures. METHODS: Using a database of sickle haemoglobin surveys, we created a contemporary global map of HbS allele frequency distribution within a Bayesian geostatistical model. The pairing of this map with demographic data enabled calculation of global, regional, and national estimates of the annual number of AS and SS neonates. Subnational estimates were also calculated in data-rich areas. FINDINGS: Our map shows subnational spatial heterogeneities and high allele frequencies across most of sub-Saharan Africa, the Middle East, and India, as well as gene flow following migrations to western Europe and the eastern coast of the Americas. Accounting for local heterogeneities and demographic factors, we estimated that the global number of neonates affected by HbS in 2010 included 5,476,000 (IQR 5,291,000-5,679,000) AS neonates and 312,000 (294,000-330,000) SS neonates. These global estimates are higher than previous conservative estimates. Important differences predicted at the national level are discussed. INTERPRETATION: HbS will have an increasing effect on public health systems. Our estimates can help countries and the international community gauge the need for appropriate diagnoses and genetic counselling to reduce the number of neonates affected. Similar mapping and modelling methods could be used for other inherited disorders. FUNDING: The Wellcome Trust.
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Cites
Disease control priorities in developing countries
(2006) · Choice Reviews Online · doi:10.5860/choice.44-0343 · Cited by 3,635 · see citing works
The History and Geography of Human Genes
Cavalli-Sforza, L. L., Menozzi, P., & Piazza, A. (2018) · Princeton University Press eBooks · doi:10.2307/j.ctv301gjp · Cited by 3,175 · see citing works
Rees, D. C., Williams, T. N., & Gladwin, M. T. (2010) · The Lancet · doi:10.1016/s0140-6736(10)61029-x · Cited by 2,504 · see citing works
Self-citationGlobal epidemiology of haemoglobin disorders and derived service indicators
Modell, B. (2008) · Bulletin of the World Health Organization · doi:10.2471/blt.06.036673 · Cited by 1,932 · see citing works
History and Geography of Human Genes
Piazza, A. (1994) · Advances in forensic haemogenetics · doi:10.1007/978-3-642-78782-9_1 · Cited by 1,639 · see citing works
Mendelian Proportions in a Mixed Population
Hardy, G. H. (1908) · Science · doi:10.1126/science.28.706.49 · Cited by 1,352 · see citing works
The history and geography of human genes
Cann, R. L. (1995) · Choice Reviews Online · doi:10.5860/choice.33-0316 · Cited by 1,328 · see citing works
Protection Afforded by Sickle-cell Trait Against Subtertian Malarial Infection
ALLISON, A. C. (1954) · BMJ · doi:10.1136/bmj.1.4857.290 · Cited by 1,297 · see citing works
Population Estimates of Sickle Cell Disease in the U.S.
Hassell, K. L. (2010) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2009.12.022 · Cited by 1,214 · see citing works
The inherited diseases of hemoglobin are an emerging global health burden
Weatherall, D. J. (2010) · Blood · doi:10.1182/blood-2010-01-251348 · Cited by 908 · see citing works
Self-citationRajaratnam, J. K., Marcus, J. R., Flaxman, A. D., Wang, H., Levin‐Rector, A., Dwyer‐Lindgren, L., Costa, M. E., López, A. D., & Murray, C. J. L. (2010) · The Lancet · doi:10.1016/s0140-6736(10)60703-9 · Cited by 899 · see citing works
Global distribution of the sickle cell gene and geographical confirmation of the malaria hypothesis
Piel, F. B., Patil, A. P., Howes, R. E., Nyangiri, O. A., Gething, P. W., Williams, T. N., Weatherall, D. J., & Hay, S. I. (2010) · Nature Communications · doi:10.1038/ncomms1104 · Cited by 629 · see citing works
Self-citationThe International Limits and Population at Risk of Plasmodium vivax Transmission in 2009
Guerra, C. A., Howes, R. E., Patil, A. P., Gething, P. W., Boeckel, T. P. V., Temperley, W. H., Kabaria, C. W., Tatem, A. J., Manh, B. H., Elyazar, I., et al. (2010) · PLoS neglected tropical diseases · doi:10.1371/journal.pntd.0000774 · Cited by 460 · see citing works
Self-citationClimate change and the global malaria recession
Gething, P. W., Smith, D. L., Patil, A. P., Tatem, A. J., Snow, R. W., & Hay, S. I. (2010) · Nature · doi:10.1038/nature09098 · Cited by 398 · see citing works
Self-citationEstimating the Global Clinical Burden of Plasmodium falciparum Malaria in 2007
Hay, S. I., Okiro, E. A., Gething, P. W., Patil, A. P., Tatem, A. J., Guerra, C. A., & Snow, R. W. (2010) · PLoS Medicine · doi:10.1371/journal.pmed.1000290 · Cited by 374 · see citing works
Self-citationWilliams, T. N., Mwangi, T., Wambua, S., Peto, T., Weatherall, D. J., Gupta, S., Recker, M., Penman, B. S., Uyoga, S. M., Macharia, A., et al. (2005) · Nature Genetics · doi:10.1038/ng1660 · Cited by 246 · see citing works
Self-citationWilliams, T. N., Uyoga, S. M., Macharia, A., Ndila, C., McAuley, C. F., Opi, D. H., Mwarumba, S., Makani, J., Komba, A., Ndiritu, M., et al. (2009) · The Lancet · doi:10.1016/s0140-6736(09)61374-x · Cited by 238 · see citing works
Self-citationThe challenge of haemoglobinopathies in resource‐poor countries
Weatherall, D. J. (2011) · British Journal of Haematology · doi:10.1111/j.1365-2141.2011.08742.x · Cited by 158 · see citing works
Self-citationAssembling a global database of malaria parasite prevalence for the Malaria Atlas Project
Guerra, C. A., Hay, S. I., Lucioparedes, L. S., Gikandi, P. W., Tatem, A. J., Noor, A. M., & Snow, R. W. (2007) · Malaria Journal · doi:10.1186/1475-2875-6-17 · Cited by 138 · see citing works
Self-citationInherited Disorders of Hemoglobin
Weatherall, D. J., Akinyanju, O., Fucharoen, S., Olivieri, N. F., & Musgrove, P. (2006) · Europe PMC (PubMed Central) · Cited by 136 · see citing works
Self-citationGenetic control of resistance to human malaria
ALLISON, A. C. (2009) · Current Opinion in Immunology · doi:10.1016/j.coi.2009.04.001 · Cited by 96 · see citing works
Sickle cell disease and malaria morbidity: a tale with two tails
Williams, T. N., & Obaro, S. (2011) · Trends in Parasitology · doi:10.1016/j.pt.2011.02.004 · Cited by 90 · see citing works
Self-citationThe burden of haemoglobinopathies in India and the challenges ahead.
Balgir, R. S. (2000) · Cited by 88 · see citing works
Are there clinical phenotypes of homozygous sickle cell disease?
Alexander, N. D. E., Higgs, D. R., Dover, G. J., et al. (2004) · British Journal of Haematology · doi:10.1111/j.1365-2141.2004.05025.x · Cited by 76 · see citing works
Bayesian geostatistics in health cartography: the perspective of malaria
Patil, A. P., Gething, P. W., Piel, F. B., & Hay, S. I. (2011) · Trends in Parasitology · doi:10.1016/j.pt.2011.01.003 · Cited by 72 · see citing works
Self-citationPanepinto, J. A., Magid, D. J., Rewers, M., & Lane, P. A. (2000) · The Journal of Pediatrics · doi:10.1016/s0022-3476(00)70102-8 · Cited by 65 · see citing works
Penman, B. S., Pybus, O. G., Weatherall, D. J., & Gupta, S. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0910840106 · Cited by 63 · see citing works
Self-citationGething, P. W., Patil, A. P., & Hay, S. I. (2010) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000724 · Cited by 58 · see citing works
Self-citationEndogamy, Consanguinity and Community Disease Profiles
Bittles, A. H. (2005) · Public Health Genomics · doi:10.1159/000083332 · Cited by 54 · see citing works
Roberts, D. F., & Livingstone, F. B. (1986) · Man · doi:10.2307/2803169 · Cited by 41 · see citing works
Livingstone, F. B. (1964) · PubMed · Cited by 38 · see citing works
Weatherall, D. J. (2010) · British Journal of Haematology · doi:10.1111/j.1365-2141.2010.08118.x · Cited by 32 · see citing works
Self-citationInherited Disorders of Hemoglobin -- Disease Control Priorities in Developing Countries
Jamison, D. T. T., Jg, B., Ar, M., Alleyne, G. A. O., Claeson, M., Db, E., Jha, P., Mills, A., & Musgrove, P. (2006) · Cited by 29 · see citing works
A national screening policy for sickle cell disease and thalassaemia major for the United Kingdom
Streetly, A. (2000) · BMJ · doi:10.1136/bmj.320.7246.1353 · Cited by 19 · see citing works
Sickle cell and thalassaemia: global public health issues come of age
Dyson, S. M., & Atkin, K. M. (2011) · Ethnicity and Health · doi:10.1080/13557858.2011.588397 · Cited by 16 · see citing works
Genetics and Global Public Health: Sickle Cell and Thalassaemia.
Dyson, S. M., & Atkin, K. M. (2012) · DMU Open Research Archive (De Montfort University) · Cited by 3 · see citing works
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Rees, D. C., Williams, T. N., & Gladwin, M. T. (2010) · The Lancet · doi:10.1016/s0140-6736(10)61029-x · Cited by 2,504 · see citing works
Self-citationPiel, F. B., Steinberg, M. H., & Rees, D. C. (2017) · New England Journal of Medicine · doi:10.1056/nejmra1510865 · Cited by 1,488 · see citing works
Self-citationKato, G. J., Piel, F. B., Reid, C. D., Gaston, M. H., Ohene-Frempong, K., Krishnamurti, L., Smith, W. R., Panepinto, J. A., Weatherall, D. J., Costa, F. F., et al. (2018) · Nature Reviews Disease Primers · doi:10.1038/nrdp.2018.10 · Cited by 1,501 · see citing works
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Sundd, P., Gladwin, M. T., & Novelli, E. M. (2019) · Annual Review of Pathology Mechanisms of Disease · doi:10.1146/annurev-pathmechdis-012418-012838 · Cited by 813 · see citing works
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Esrick, E. B., Lehmann, L. E., Biffi, A., Achebe, M., Brendel, C., Ciuculescu, M. F., Daley, H., MacKinnon, B., Morris, E., Federico, A., et al. (2021) · New England Journal of Medicine · doi:10.1056/nejmoa2029392 · Cited by 449 · see citing works
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Tshilolo, L., Tomlinson, G., Williams, T. N., Santos, B., Olupot-Olupot, P., Lane, A., Aygun, B., Stuber, S. E., Latham, T. S., McGann, P. T., et al. (2019) · New England Journal of Medicine · doi:10.1056/nejmoa1813598 · Cited by 376 · see citing works
Self-citationTelen, M. J., Wun, T., McCavit, T. L., De Castro, L. M., Krishnamurti, L., Lanzkron, S., Hsu, L. L., Smith, W. R., Rhee, S., Magnani, J. L., et al. (2015) · Blood · doi:10.1182/blood-2014-06-583351 · Cited by 211 · see citing works
Negre, O., Eggimann, A.-V., Beuzard, Y., Ribeil, J.-A., Bourget, P., Borwornpinyo, S., Hongeng, S., Hacein-Bey, S., Cavazzana, M., Leboulch, P., et al. (2016) · Human Gene Therapy · doi:10.1089/hum.2016.007 · Cited by 159 · see citing works
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John, C. C., Opoka, R. O., Latham, T. S., Hume, H. A., Nabaggala, C., Kasirye, P., Ndugwa, C. M., Lane, A., & Ware, R. E. (2020) · New England Journal of Medicine · doi:10.1056/nejmoa2000146 · Cited by 153 · see citing works
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Vinjamur, D. S., Bauer, D. E., & Orkin, S. H. (2018) · British Journal of Haematology · doi:10.1111/bjh.15038 · Cited by 114 · see citing works
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Lopez, A. D., Williams, T. N., Levin, A., Tonelli, M., Singh, J. A., Burney, P. G., Rehm, J., Volkow, N. D., Koob, G., & Ferri, C. P. (2014) · BMC Medicine · doi:10.1186/s12916-014-0200-8 · Cited by 108 · see citing works
Self-citationAlagbe, A. E., Justo Junior, A. S., Ruas, L. P., Tonassé, W. V., Santana, R. M., Batista, T. H. C., Domingos, I. F., Araujo, A. S., Bezerra, M. A. C., Santos, M. N. N., et al. (2018) · Cytokine · doi:10.1016/j.cyto.2017.12.001 · Cited by 20 · see citing works
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Di Maggio, R., Hsieh, M., Zhao, X., Calvaruso, G., Rigano, P., Renda, D., Tisdale, J., & Maggio, A. (2018) · International Journal of Molecular Sciences · doi:10.3390/ijms19030681 · Cited by 12 · see citing works
- Authors
- Piel, F. B., Patil, A. P., Howes, R. E., Nyangiri, O. A., Gething, P. W., Dewi, M., Temperley, W. H., Williams, T. N., Weatherall, D. J., & Hay, S. I.
- Affiliations
- University of Oxford (GB)
- Kenya Medical Research Institute (KE)
- Oxford University Clinical Research Unit Indonesia (ID)
- John Radcliffe Hospital (GB)
- Corresponding author
- Piel, Frédéric B
- ORCID
- Venue
- The Lancet
- Publisher
- Elsevier BV
- Published
- 2013-01
- Volume
- 381
- Issue
- 9861
- Pages
- 142-151
- ISSN
- 0099-5355 (ISSN-L)
- 0140-6736
- PMC
- PMC3547249
- OpenAlex
- W2115657655
- Cited by
- 1,196
- References
- 36
- Citations by year
- 2026: 81 · 2025: 93 · 2024: 99 · 2023: 116 · 2022: 116 · 2021: 122 · 2020: 113 · 2019: 92 · 2018: 83 · 2017: 84 · 2016: 74 · 2015: 60 · 2014: 35 · 2013: 21 · 2012: 3
- FWCI
- 18.17
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- The Lancet (publishedVersion, other-oa)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Fondation Philippe Wiener - Maurice Anspach
- Li Ka Shing Foundation
- Wellcome Trust (079091, 091758)
- European Research Council
- Topics
- Health Sciences › Medicine › Genetics › Hemoglobinopathies and Related Disorders
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Malaria Research and Control
- Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Neonatal Health and Biochemistry
- Keywords
- hemoglobin S, sickle cell disease, neonates, gene flow, sub-Saharan Africa, Middle East, India, genetic counseling, genetic disorders
- MeSH terms
- Gene Frequency, Hemoglobin, Sickle, Heterozygote, Homozygote, Humans, Infant, Newborn, Population Dynamics, Sickle Cell Trait, Global Health, Africa South of the Sahara
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