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Published in: Malaria Journal 1/2010

Open Access 01-12-2010 | Research

Assessing the future threat from vivax malaria in the United Kingdom using two markedly different modelling approaches

Authors: Steven W Lindsay, David G Hole, Robert A Hutchinson, Shane A Richards, Stephen G Willis

Published in: Malaria Journal | Issue 1/2010

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Abstract

Background

The world is facing an increased threat from new and emerging diseases, and there is concern that climate change will expand areas suitable for transmission of vector borne diseases. The likelihood of vivax malaria returning to the UK was explored using two markedly different modelling approaches. First, a simple temperature-dependent, process-based model of malaria growth transmitted by Anopheles atroparvus, the historical vector of malaria in the UK. Second, a statistical model using logistic-regression was used to predict historical malaria incidence between 1917 and 1918 in the UK, based on environmental and demographic data. Using findings from these models and saltmarsh distributions, future risk maps for malaria in the UK were produced based on UKCIP02 climate change scenarios.

Results

The process-based model of climate suitability showed good correspondence with historical records of malaria cases. An analysis of the statistical models showed that mean temperature of the warmest month of the year was the major factor explaining the distribution of malaria, further supporting the use of the temperature-driven processed-based model. The risk maps indicate that large areas of central and southern England could support malaria transmission today and could increase in extent in the future. Confidence in these predictions is increased by the concordance between the processed-based and statistical models.

Conclusion

Although the future climate in the UK is favourable for the transmission of vivax malaria, the future risk of locally transmitted malaria is considered low because of low vector biting rates and the low probability of vectors feeding on a malaria-infected person.
Appendix
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Literature
1.
go back to reference Woolhouse M: Population biology of emerging and re-emerging pathogens. Trends Microbiol. 2002, 10: S3-7. 10.1016/S0966-842X(02)02428-9.CrossRefPubMed Woolhouse M: Population biology of emerging and re-emerging pathogens. Trends Microbiol. 2002, 10: S3-7. 10.1016/S0966-842X(02)02428-9.CrossRefPubMed
2.
go back to reference Cleavland S, Laurenson M, Taylor L: Diseases of humans and their domestic mammals: pathogen characteristics, host range and the risk of emergence. Phil Trans Roy Soc Lond B. 2001, 356: 991-999.CrossRef Cleavland S, Laurenson M, Taylor L: Diseases of humans and their domestic mammals: pathogen characteristics, host range and the risk of emergence. Phil Trans Roy Soc Lond B. 2001, 356: 991-999.CrossRef
3.
go back to reference Morens D, Folkers G, Fauci A: The challenge of emerging and re-emerging infectious diseases. Nature. 2004, 430: 242-249. 10.1038/nature02759.CrossRefPubMed Morens D, Folkers G, Fauci A: The challenge of emerging and re-emerging infectious diseases. Nature. 2004, 430: 242-249. 10.1038/nature02759.CrossRefPubMed
4.
go back to reference Taylor L, Latham S, Woolhouse M: Risk factors for human disease emergence. Phil Trans Roy Soc Lond B. 2001, 356: 983-989. 10.1098/rstb.2001.0975.CrossRef Taylor L, Latham S, Woolhouse M: Risk factors for human disease emergence. Phil Trans Roy Soc Lond B. 2001, 356: 983-989. 10.1098/rstb.2001.0975.CrossRef
5.
go back to reference Guebler D: The global emergence/resurgence of arboviral diseases as public health problems. Arch Med Res. 2002, 33: 330-342. 10.1016/S0188-4409(02)00378-8.CrossRef Guebler D: The global emergence/resurgence of arboviral diseases as public health problems. Arch Med Res. 2002, 33: 330-342. 10.1016/S0188-4409(02)00378-8.CrossRef
6.
go back to reference Confalonieri U, Menne B, Akhtar R, Ebi K, Hauengue M, Kovats R, Revich B, Woodward A: Human health. Climate Change 2007: Impacts, Adaptation and Vulnerability Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Edited by: Parry M, Canziani O, Palutikof J, van der Linden P, Hanson C. 2007, Cambridge: Cambridge University Press, 391-431. Confalonieri U, Menne B, Akhtar R, Ebi K, Hauengue M, Kovats R, Revich B, Woodward A: Human health. Climate Change 2007: Impacts, Adaptation and Vulnerability Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Edited by: Parry M, Canziani O, Palutikof J, van der Linden P, Hanson C. 2007, Cambridge: Cambridge University Press, 391-431.
7.
go back to reference WHO: Climate change and human health. 1996, Geneva: World Health Organization WHO: Climate change and human health. 1996, Geneva: World Health Organization
8.
go back to reference Dobson MJ: Contours of death and disease in early modern England. 1997, Cambridge: Cambridge University PressCrossRef Dobson MJ: Contours of death and disease in early modern England. 1997, Cambridge: Cambridge University PressCrossRef
9.
go back to reference James SP: Malaria at home and abroad. 1920, London: John Bale, Sons & Danielsson James SP: Malaria at home and abroad. 1920, London: John Bale, Sons & Danielsson
10.
go back to reference Newman G: Reports and papers on malaria contracted in England, 1918. Rep Loc Govern Board Publ Health Medl Subj. 1919, 123: 1-42. Newman G: Reports and papers on malaria contracted in England, 1918. Rep Loc Govern Board Publ Health Medl Subj. 1919, 123: 1-42.
11.
go back to reference Blacklock B: Notes on a case of indigenous infection with P. falciparum. Ann Trop Med Parasit. 1921, 15: 59-72. Blacklock B: Notes on a case of indigenous infection with P. falciparum. Ann Trop Med Parasit. 1921, 15: 59-72.
12.
go back to reference Hutchinson RA, Lindsay SW: Malaria and deaths in the English marshes. Lancet. 2006, 367: 1947-1951. 10.1016/S0140-6736(06)68850-8.CrossRefPubMed Hutchinson RA, Lindsay SW: Malaria and deaths in the English marshes. Lancet. 2006, 367: 1947-1951. 10.1016/S0140-6736(06)68850-8.CrossRefPubMed
13.
go back to reference Shute PG, Maryon M: Malaria in England past, present and future. Roy Soc Health. 1974, 1: 23-29 & 49 Shute PG, Maryon M: Malaria in England past, present and future. Roy Soc Health. 1974, 1: 23-29 & 49
14.
go back to reference Linton Y-M, Lee A, Curtis F: Discovery of a third member of the Maculipennis complex in SW England. Europ Mosq Bull. 2005, 19: 5-9. Linton Y-M, Lee A, Curtis F: Discovery of a third member of the Maculipennis complex in SW England. Europ Mosq Bull. 2005, 19: 5-9.
16.
go back to reference Jetten T, Takken W: Anophelism without malaria in Europe. A review of the ecology and distribution of the genus Anopheles in Europe. 1994, Wageningen: Wageningen Agricultural University Jetten T, Takken W: Anophelism without malaria in Europe. A review of the ecology and distribution of the genus Anopheles in Europe. 1994, Wageningen: Wageningen Agricultural University
17.
go back to reference Hay S, Guerra C, Tatem A, Noor A, Snow R: The global distribution and population at risk of malaria: past, present and future. Lancet Infect Dis. 2004, 4: 327-336. 10.1016/S1473-3099(04)01043-6.PubMedCentralCrossRefPubMed Hay S, Guerra C, Tatem A, Noor A, Snow R: The global distribution and population at risk of malaria: past, present and future. Lancet Infect Dis. 2004, 4: 327-336. 10.1016/S1473-3099(04)01043-6.PubMedCentralCrossRefPubMed
18.
go back to reference Snow R, Guerra C, Noor A, Myint H, Hay S: The global distribution of clinical episodes of Plasmodium falciparum malaria. Nature. 2005, 434: 214-217. 10.1038/nature03342.PubMedCentralCrossRefPubMed Snow R, Guerra C, Noor A, Myint H, Hay S: The global distribution of clinical episodes of Plasmodium falciparum malaria. Nature. 2005, 434: 214-217. 10.1038/nature03342.PubMedCentralCrossRefPubMed
19.
go back to reference Rogers DJ, Randolph SE: The global spread of malaria in a future, warmer world. Science. 2000, 289: 1763-1766. 10.1126/science.289.5478.391b.CrossRefPubMed Rogers DJ, Randolph SE: The global spread of malaria in a future, warmer world. Science. 2000, 289: 1763-1766. 10.1126/science.289.5478.391b.CrossRefPubMed
20.
go back to reference Martens P: Health and climate change. Modelling the impacts of global warming and ozone depletion. 1998, London: Earthscan Publications Martens P: Health and climate change. Modelling the impacts of global warming and ozone depletion. 1998, London: Earthscan Publications
21.
go back to reference Lindsay SW, Thomas CJ: Global warming and risk of vivax malaria in Great Britain. Glob Chan Hum Health. 2001, 2: 80-84. 10.1023/A:1011995115713.CrossRef Lindsay SW, Thomas CJ: Global warming and risk of vivax malaria in Great Britain. Glob Chan Hum Health. 2001, 2: 80-84. 10.1023/A:1011995115713.CrossRef
22.
go back to reference Gill CA: The influence of humidity on the life history of mosquitoes and on their power to transmit infection. Trans R Soc Trop Med Hyg. 1921, 14: 77-82. 10.1016/S0035-9203(20)90152-9.CrossRef Gill CA: The influence of humidity on the life history of mosquitoes and on their power to transmit infection. Trans R Soc Trop Med Hyg. 1921, 14: 77-82. 10.1016/S0035-9203(20)90152-9.CrossRef
23.
go back to reference Anderson R, May R: Infectious diseases of humans. 1991, Oxford: Oxford University Press Anderson R, May R: Infectious diseases of humans. 1991, Oxford: Oxford University Press
24.
go back to reference Dietz K: The estimation of the basic reproduction number for infectious diseases. Stat Meth Med Res. 1993, 2: 23-41. 10.1177/096228029300200103.CrossRef Dietz K: The estimation of the basic reproduction number for infectious diseases. Stat Meth Med Res. 1993, 2: 23-41. 10.1177/096228029300200103.CrossRef
25.
go back to reference Detinova T: Age-grouping methods in Diptera of medical importance. 1962, Geneva: World Health Organisation Detinova T: Age-grouping methods in Diptera of medical importance. 1962, Geneva: World Health Organisation
26.
go back to reference Boyd MF: Malariology. A comprehensive survey of all apsects of this group of diseases from a global standpoint. 1949, Philadelphia and London: Saunders, W.B. Boyd MF: Malariology. A comprehensive survey of all apsects of this group of diseases from a global standpoint. 1949, Philadelphia and London: Saunders, W.B.
27.
go back to reference Stratman-Thomas WK: The Influence of temperature on Plasmodium vivax. Am J Trop Med. 1940, 20: 703-714. Stratman-Thomas WK: The Influence of temperature on Plasmodium vivax. Am J Trop Med. 1940, 20: 703-714.
28.
go back to reference Macdonald G: The epidemiology and control of malaria. 1957, London: Oxford University Press Macdonald G: The epidemiology and control of malaria. 1957, London: Oxford University Press
29.
go back to reference James S: Some general results of a study of induced malaria in England. Trans Roy Soc Trop Med Hyg. 1931, 24: 477-525. 10.1016/S0035-9203(31)90068-0.CrossRef James S: Some general results of a study of induced malaria in England. Trans Roy Soc Trop Med Hyg. 1931, 24: 477-525. 10.1016/S0035-9203(31)90068-0.CrossRef
30.
go back to reference Fuller R, Groom G, Jones A: The Land Cover Map of Great Britain: an automated classification of Landsat Thematic Mapper data. Photogram Engineer Rem Sens. 1994, 60: 553-562. Fuller R, Groom G, Jones A: The Land Cover Map of Great Britain: an automated classification of Landsat Thematic Mapper data. Photogram Engineer Rem Sens. 1994, 60: 553-562.
31.
go back to reference Nuttall G, Cobett L, Strangeways-Pigg T: Studies in relation to malaria. I. The geographical distribution of Anopheles in relation to the former distribution of ague in England. J Hyg. 1901, 1: 4-44. 10.1017/S0022172400000048.PubMedCentralCrossRefPubMed Nuttall G, Cobett L, Strangeways-Pigg T: Studies in relation to malaria. I. The geographical distribution of Anopheles in relation to the former distribution of ague in England. J Hyg. 1901, 1: 4-44. 10.1017/S0022172400000048.PubMedCentralCrossRefPubMed
32.
go back to reference Parker D, Legg T, Folland C: A new daily Central England Temperature Series, 1772-1991. Int J Climatol. 12: 317-342. 10.1002/joc.3370120402. Parker D, Legg T, Folland C: A new daily Central England Temperature Series, 1772-1991. Int J Climatol. 12: 317-342. 10.1002/joc.3370120402.
35.
go back to reference Burnham KP, Anderson DR: Model selection and multimodel inference: a practical-theoretic approach. 2002, London: Springer-Verlag, 2 Burnham KP, Anderson DR: Model selection and multimodel inference: a practical-theoretic approach. 2002, London: Springer-Verlag, 2
36.
go back to reference Richards SA: Dealing with overdispersed count data in applied ecology. J Appl Ecol. 2008, 45: 218-227. 10.1111/j.1365-2664.2007.01377.x.CrossRef Richards SA: Dealing with overdispersed count data in applied ecology. J Appl Ecol. 2008, 45: 218-227. 10.1111/j.1365-2664.2007.01377.x.CrossRef
37.
go back to reference Lindsay S, Thomas C: Global warming and risk of vivax malaria in Great Britain. Glob Chan Hum Health. 2001, 2: 80-84. 10.1023/A:1011995115713.CrossRef Lindsay S, Thomas C: Global warming and risk of vivax malaria in Great Britain. Glob Chan Hum Health. 2001, 2: 80-84. 10.1023/A:1011995115713.CrossRef
38.
go back to reference Lang WD: A map showing the known distribution in England and Wales of the Anopheline mosquitoes, with explanatory text and notes. 1918, London: British Museum (Natural History) Lang WD: A map showing the known distribution in England and Wales of the Anopheline mosquitoes, with explanatory text and notes. 1918, London: British Museum (Natural History)
39.
go back to reference Rees AT, Snow KR: The distribution of the genus Anopheles in Britain. Dipt Dig. 1990, 6: 7-19. Rees AT, Snow KR: The distribution of the genus Anopheles in Britain. Dipt Dig. 1990, 6: 7-19.
40.
go back to reference Snow KR, Rees AT, Bulbeck SJ: A provisional atlas of the mosquitoes of Britain. 1998, London: University of East London Snow KR, Rees AT, Bulbeck SJ: A provisional atlas of the mosquitoes of Britain. 1998, London: University of East London
41.
go back to reference Marshall J: The British Mosquitoes. 1938, London: W. Clowes & Sons Marshall J: The British Mosquitoes. 1938, London: W. Clowes & Sons
42.
go back to reference Hutchinson RA, Lindsay SW: Perceived nuisance of mosquitoes on the Isle of Sheppey, Kent, UK. J biosoc Sci. 2006, 38: 701-712. 10.1017/S0021932005000994. Hutchinson RA, Lindsay SW: Perceived nuisance of mosquitoes on the Isle of Sheppey, Kent, UK. J biosoc Sci. 2006, 38: 701-712. 10.1017/S0021932005000994.
43.
go back to reference Tempelis C, Lofy M: A modified precipitin method for identification of mosquito blood-meals. Am J Trop Med Hyg. 1963, 12: 825-831.PubMed Tempelis C, Lofy M: A modified precipitin method for identification of mosquito blood-meals. Am J Trop Med Hyg. 1963, 12: 825-831.PubMed
44.
go back to reference HPA: Malaria imported into the UK, 2003: implications for those advising travellers. 2004, Health Protection Agency HPA: Malaria imported into the UK, 2003: implications for those advising travellers. 2004, Health Protection Agency
45.
go back to reference Roshanravan B, Kari E, Gilman R, Cabrera L, Lee E, Metcalfe J, Calderon M, Lescano A, Montenegro S, Calampa C: Endemic malaria in the Peruvian Amazon region of Iquitos. Am J Trop Med Hyg. 2003, 69: 45-52.PubMed Roshanravan B, Kari E, Gilman R, Cabrera L, Lee E, Metcalfe J, Calderon M, Lescano A, Montenegro S, Calampa C: Endemic malaria in the Peruvian Amazon region of Iquitos. Am J Trop Med Hyg. 2003, 69: 45-52.PubMed
46.
go back to reference Elsom D: Deaths and injuries caused by lightning in the United Kingdom: analyses of two databases. Atmosph Res. 2001, 56: 325-334. 10.1016/S0169-8095(00)00083-1.CrossRef Elsom D: Deaths and injuries caused by lightning in the United Kingdom: analyses of two databases. Atmosph Res. 2001, 56: 325-334. 10.1016/S0169-8095(00)00083-1.CrossRef
47.
go back to reference Bruce-Chwatt L, de Zulueta J: The rise and fall of malaria in Europe. 1980, London: Oxford University Press Bruce-Chwatt L, de Zulueta J: The rise and fall of malaria in Europe. 1980, London: Oxford University Press
48.
go back to reference Takken W, Martens P, Bogers RE: Environmental change and malaria risk. Global and local implications. 2005, Dordrecht: SpringerCrossRef Takken W, Martens P, Bogers RE: Environmental change and malaria risk. Global and local implications. 2005, Dordrecht: SpringerCrossRef
49.
go back to reference Becker N: Life strategies of mosquitoes as an adaptation to their habitats. Bull Soc Vector Ecol. 1989, 14: 6-25. Becker N: Life strategies of mosquitoes as an adaptation to their habitats. Bull Soc Vector Ecol. 1989, 14: 6-25.
50.
go back to reference Martens P, Kovats RS, Nijhof S, de Vries P, Livermore MTJ, Bradley DJ, Cox J, McMichael AJ: Climate change and future populations at risk of malaria. Glob Environ Change. 1999, 9: S89-S107. 10.1016/S0959-3780(99)00020-5.CrossRef Martens P, Kovats RS, Nijhof S, de Vries P, Livermore MTJ, Bradley DJ, Cox J, McMichael AJ: Climate change and future populations at risk of malaria. Glob Environ Change. 1999, 9: S89-S107. 10.1016/S0959-3780(99)00020-5.CrossRef
51.
go back to reference Linard C, Poncon N, Fontenille D, Lambin E: A multi-agent simulation to assess the risk of malaria re-emergence in southern France. Ecol Model. 2009, 220: 160-174. 10.1016/j.ecolmodel.2008.09.001.CrossRef Linard C, Poncon N, Fontenille D, Lambin E: A multi-agent simulation to assess the risk of malaria re-emergence in southern France. Ecol Model. 2009, 220: 160-174. 10.1016/j.ecolmodel.2008.09.001.CrossRef
52.
go back to reference Linard C, Poncon N, Fontenille D, Lambin E: Risk of malaria reemergence in southern France: Testing scenarios with a Multiagent Simulation Model. Ecohealth. 2009, 6: 1-10.1007/s10393-009-0236-y.CrossRef Linard C, Poncon N, Fontenille D, Lambin E: Risk of malaria reemergence in southern France: Testing scenarios with a Multiagent Simulation Model. Ecohealth. 2009, 6: 1-10.1007/s10393-009-0236-y.CrossRef
53.
go back to reference Schroder W, Schmidt G: Modelling of temperature-dependent Malaria risk in Lower Saxony, Germany. Parasitol Res. 2008, 103: S152-10.1007/s00436-008-1051-z.CrossRef Schroder W, Schmidt G: Modelling of temperature-dependent Malaria risk in Lower Saxony, Germany. Parasitol Res. 2008, 103: S152-10.1007/s00436-008-1051-z.CrossRef
54.
go back to reference Casimiro E, Calheiros J, Santos F, Kovats S: National assessment of human health effects of climate change in Portugal: Approach and key findings. Environ Health Perspec. 2006, 114: 1950-1956. Casimiro E, Calheiros J, Santos F, Kovats S: National assessment of human health effects of climate change in Portugal: Approach and key findings. Environ Health Perspec. 2006, 114: 1950-1956.
Metadata
Title
Assessing the future threat from vivax malaria in the United Kingdom using two markedly different modelling approaches
Authors
Steven W Lindsay
David G Hole
Robert A Hutchinson
Shane A Richards
Stephen G Willis
Publication date
01-12-2010
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2010
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-9-70

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