Skip to main content
Top
Published in: BMC Infectious Diseases 1/2010

Open Access 01-12-2010 | Research article

Contingency planning for a deliberate release of smallpox in Great Britain - the role of geographical scale and contact structure

Authors: Thomas House, Ian Hall, Leon Danon, Matt J Keeling

Published in: BMC Infectious Diseases | Issue 1/2010

Login to get access

Abstract

Background

In the event of a release of a pathogen such as smallpox, which is human-to-human transmissible and has high associated mortality, a key question is how best to deploy containment and control strategies. Given the general uncertainty surrounding this issue, mathematical modelling has played an important role in informing the likely optimal response, in particular defining the conditions under which mass-vaccination would be appropriate. In this paper, we consider two key questions currently unanswered in the literature: firstly, what is the optimal spatial scale for intervention; and secondly, how sensitive are results to the modelling assumptions made about the pattern of human contacts?

Methods

Here we develop a novel mathematical model for smallpox that incorporates both information on individual contact structure (which is important if the effects of contact tracing are to be captured accurately) and large-scale patterns of movement across a range of spatial scales in Great Britain.

Results

Analysis of this model confirms previous work suggesting that a locally targeted 'ring' vaccination strategy is optimal, and that this conclusion is actually quite robust for different socio-demographic and epidemiological assumptions.

Conclusions

Our method allows for intuitive understanding of the reasons why national mass vaccination is typically predicted to be suboptimal. As such, we present a general framework for fast calculation of expected outcomes during the attempted control of diverse emerging infections; this is particularly important given that parameters would need to be interactively estimated and modelled in any release scenario.
Appendix
Available only for authorised users
Literature
1.
go back to reference Lane HC, Montagne JL, Fauci AS: Bioterrorism: A clear and present danger (vol 7, pg 2001). Nature Medicine. 1271, 8: 87-87. Lane HC, Montagne JL, Fauci AS: Bioterrorism: A clear and present danger (vol 7, pg 2001). Nature Medicine. 1271, 8: 87-87.
2.
go back to reference Riley S, Ferguson NM: Smallpox transmission and control: Spatial dynamics in Great Britain. Proceedings of the National Academy of Sciences of the United States of America. 2006, 103 (33): 12637-12642. 10.1073/pnas.0510873103.CrossRefPubMedPubMedCentral Riley S, Ferguson NM: Smallpox transmission and control: Spatial dynamics in Great Britain. Proceedings of the National Academy of Sciences of the United States of America. 2006, 103 (33): 12637-12642. 10.1073/pnas.0510873103.CrossRefPubMedPubMedCentral
3.
go back to reference Longini IM, Halloran ME, Nizam A, Yang Y, Xu S, Burke DS, Cummings DAT, Epstein JM: Containing a large bioterrorist smallpox attack: a computer simulation approach. Int J Infect Dis. 2007, 11 (2): 98-108. 10.1016/j.ijid.2006.03.002.CrossRefPubMed Longini IM, Halloran ME, Nizam A, Yang Y, Xu S, Burke DS, Cummings DAT, Epstein JM: Containing a large bioterrorist smallpox attack: a computer simulation approach. Int J Infect Dis. 2007, 11 (2): 98-108. 10.1016/j.ijid.2006.03.002.CrossRefPubMed
4.
go back to reference Burke DS, Epstein JM, Cummings DAT, Parker JI, Cline KC, Singa RM, Chakravarty S: Individual-based computational modeling of smallpox epidemic control strategies. Acad Emerg Med. 2006, 13 (11): 1142-1149. 10.1111/j.1553-2712.2006.tb01638.x.CrossRefPubMed Burke DS, Epstein JM, Cummings DAT, Parker JI, Cline KC, Singa RM, Chakravarty S: Individual-based computational modeling of smallpox epidemic control strategies. Acad Emerg Med. 2006, 13 (11): 1142-1149. 10.1111/j.1553-2712.2006.tb01638.x.CrossRefPubMed
5.
go back to reference Hall IM, Egan JR, Barrass I, Gani R, Leach S: Comparison of smallpox outbreak control strategies using a spatial metapopulation model. Epidemiol Infect. 2007, 135 (07): 12-10.1017/S0950268806007783.CrossRef Hall IM, Egan JR, Barrass I, Gani R, Leach S: Comparison of smallpox outbreak control strategies using a spatial metapopulation model. Epidemiol Infect. 2007, 135 (07): 12-10.1017/S0950268806007783.CrossRef
6.
go back to reference House T, Keeling MJ: The impact of contact tracing in clustered populations. PLoS Computational Biology. 2010, Under review House T, Keeling MJ: The impact of contact tracing in clustered populations. PLoS Computational Biology. 2010, Under review
7.
go back to reference Ferguson NM, Keeling MJ, Edmunds WJ, Gani R, Grenfell BT, Anderson RM, Leach S: Planning for smallpox outbreaks. Nature. 2003, 425: 681-685. 10.1038/nature02007.CrossRefPubMed Ferguson NM, Keeling MJ, Edmunds WJ, Gani R, Grenfell BT, Anderson RM, Leach S: Planning for smallpox outbreaks. Nature. 2003, 425: 681-685. 10.1038/nature02007.CrossRefPubMed
8.
go back to reference Keeling MJ, Rohani P: Modeling Infectious Diseases in Humans and Animals. 2007, Princeton University Press Keeling MJ, Rohani P: Modeling Infectious Diseases in Humans and Animals. 2007, Princeton University Press
9.
go back to reference Porco TC, Holbrook KA, Fernyak SE, Portnoy DL, Reiter R, Aragdón TJ: Logistics of community smallpox control through contact tracing and ring vaccination: a stochastic network model. BMC public health. 2004, 4: 34-10.1186/1471-2458-4-34.CrossRefPubMedPubMedCentral Porco TC, Holbrook KA, Fernyak SE, Portnoy DL, Reiter R, Aragdón TJ: Logistics of community smallpox control through contact tracing and ring vaccination: a stochastic network model. BMC public health. 2004, 4: 34-10.1186/1471-2458-4-34.CrossRefPubMedPubMedCentral
10.
go back to reference Kretzschmar M, Hof van den S, Wallinga J, van Wijngaarden J: Ring vaccination and smallpox control. Emerging Infectious Diseases. 2004, 10 (5): 832-41.CrossRefPubMedPubMedCentral Kretzschmar M, Hof van den S, Wallinga J, van Wijngaarden J: Ring vaccination and smallpox control. Emerging Infectious Diseases. 2004, 10 (5): 832-41.CrossRefPubMedPubMedCentral
11.
go back to reference Keeling MJ: The effects of local spatial structure on epidemiological invasions. Proc R Soc Lond B. 1999, 266: 859-867. 10.1098/rspb.1999.0716.CrossRef Keeling MJ: The effects of local spatial structure on epidemiological invasions. Proc R Soc Lond B. 1999, 266: 859-867. 10.1098/rspb.1999.0716.CrossRef
12.
go back to reference Eames K, Keeling M: Contact tracing and disease control. P Roy Soc Lond B. 2003, 270: 2565-2571. 10.1098/rspb.2003.2554.CrossRef Eames K, Keeling M: Contact tracing and disease control. P Roy Soc Lond B. 2003, 270: 2565-2571. 10.1098/rspb.2003.2554.CrossRef
13.
go back to reference Keeling MJ, Eames KTD: Networks and epidemic models. Journal of The Royal Society Interface. 2005, 2 (4): 295-307. 10.1098/rsif.2005.0051.CrossRefPubMedCentral Keeling MJ, Eames KTD: Networks and epidemic models. Journal of The Royal Society Interface. 2005, 2 (4): 295-307. 10.1098/rsif.2005.0051.CrossRefPubMedCentral
14.
15.
go back to reference Eichner M, Dietz K: Transmission potential of smallpox: estimates based on detailed data from an outbreak. American Journal of Epidemiology. 2003, 158: 110-117. 10.1093/aje/kwg103.CrossRefPubMed Eichner M, Dietz K: Transmission potential of smallpox: estimates based on detailed data from an outbreak. American Journal of Epidemiology. 2003, 158: 110-117. 10.1093/aje/kwg103.CrossRefPubMed
16.
go back to reference Koplan J, Azizullah M, Foster S: Urban hospital and rural village smallpox in Bangladesh. Tropical Geographical Medicine. 1978, 30 (3): 355-358.PubMed Koplan J, Azizullah M, Foster S: Urban hospital and rural village smallpox in Bangladesh. Tropical Geographical Medicine. 1978, 30 (3): 355-358.PubMed
17.
go back to reference Fraser C, Riley S, Anderson RM, Ferguson NM: Factors that make an infectious disease outbreak controllable. Proceedings of the National Academy of Sciences of the United States of America. 2003, 101 (16): 6146-6151. 10.1073/pnas.0307506101.CrossRef Fraser C, Riley S, Anderson RM, Ferguson NM: Factors that make an infectious disease outbreak controllable. Proceedings of the National Academy of Sciences of the United States of America. 2003, 101 (16): 6146-6151. 10.1073/pnas.0307506101.CrossRef
18.
go back to reference Edmunds W, O'Callaghan C, Nokes D: Who mixes with whom? A method to determine the contact patterns of adults that may lead to the spread of airborne infections. P Roy Soc Lond B. 1997, 264 (1384): 949-957. 10.1098/rspb.1997.0131.CrossRef Edmunds W, O'Callaghan C, Nokes D: Who mixes with whom? A method to determine the contact patterns of adults that may lead to the spread of airborne infections. P Roy Soc Lond B. 1997, 264 (1384): 949-957. 10.1098/rspb.1997.0131.CrossRef
19.
go back to reference Mossong J, Hens N, Jit M, Beutels P, Auranen K, Mikolajczyk R, Massari M, Salmaso S, Tomba GS, Wallinga J, Heijne J, Sadkowska-Todys M, Rosinska M, Edmunds WJ: Social contacts and mixing patterns relevant to the spread of infectious diseases. PLoS Med. 2008, 5 (3): 381-391. 10.1371/journal.pmed.0050074.CrossRef Mossong J, Hens N, Jit M, Beutels P, Auranen K, Mikolajczyk R, Massari M, Salmaso S, Tomba GS, Wallinga J, Heijne J, Sadkowska-Todys M, Rosinska M, Edmunds WJ: Social contacts and mixing patterns relevant to the spread of infectious diseases. PLoS Med. 2008, 5 (3): 381-391. 10.1371/journal.pmed.0050074.CrossRef
20.
go back to reference Inaba H, Nishiura H: The state-reproduction number for a multistate class age structured epidemic system and its application to the asymptomatic transmission model. Mathematical Biosciences. 2008, 216: 77-89. 10.1016/j.mbs.2008.08.005.CrossRefPubMed Inaba H, Nishiura H: The state-reproduction number for a multistate class age structured epidemic system and its application to the asymptomatic transmission model. Mathematical Biosciences. 2008, 216: 77-89. 10.1016/j.mbs.2008.08.005.CrossRefPubMed
21.
go back to reference Gani R, Leach S: Transmission potential of smallpox in contemporary populations. Nature. 2001, 414: 748-751. 10.1038/414748a.CrossRefPubMed Gani R, Leach S: Transmission potential of smallpox in contemporary populations. Nature. 2001, 414: 748-751. 10.1038/414748a.CrossRefPubMed
22.
go back to reference Nishiura H, Danon L, Egan J, Eichner M, Ferguson N, Flahault A, Hall I, House T, Keeling MJ, Kretzschmar M, Leach S: Containing a smallpox outbreak following deliberate release. 2010. Nishiura H, Danon L, Egan J, Eichner M, Ferguson N, Flahault A, Hall I, House T, Keeling MJ, Kretzschmar M, Leach S: Containing a smallpox outbreak following deliberate release. 2010.
23.
go back to reference Fenner F, Henderson DA, Arita I, Jezek Z, Ladnyi ID: Smallpox and its Eradication. 1988, Geneva, Switzerland: World Health Organization Fenner F, Henderson DA, Arita I, Jezek Z, Ladnyi ID: Smallpox and its Eradication. 1988, Geneva, Switzerland: World Health Organization
24.
go back to reference Kretzschmar M, Wallinga J, Teunis P, Xing S, Mikolajczyk R: Frequency of adverse events after vaccination with different vaccinia strains. PLoS Med. 2006, 3 (8): e272-10.1371/journal.pmed.0030272.CrossRefPubMedPubMedCentral Kretzschmar M, Wallinga J, Teunis P, Xing S, Mikolajczyk R: Frequency of adverse events after vaccination with different vaccinia strains. PLoS Med. 2006, 3 (8): e272-10.1371/journal.pmed.0030272.CrossRefPubMedPubMedCentral
25.
go back to reference Kemper AR, Davis MM, Freed GL: Expected adverse events in a mass smallpox vaccination campaign. Effective Clinical Practice. 2002, 5 (2): 98-99. Kemper AR, Davis MM, Freed GL: Expected adverse events in a mass smallpox vaccination campaign. Effective Clinical Practice. 2002, 5 (2): 98-99.
27.
go back to reference Office for National Statistics : 2001 Census: Special Workplace Statistics (England, Wales and Northern Ireland) [computer file]. 2003, [ESRC/JISC Census Programme, Centre for Interaction Data Estimation and Research (University of Leeds). Census output is Crown copyright and is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland.]. Office for National Statistics : 2001 Census: Special Workplace Statistics (England, Wales and Northern Ireland) [computer file]. 2003, [ESRC/JISC Census Programme, Centre for Interaction Data Estimation and Research (University of Leeds). Census output is Crown copyright and is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland.].
28.
go back to reference Office for National Statistics: 2001 Census: Standard Area Statistics (England and Wales) [computer file]. 2003, [ESRC/JISC Census Programme, Census Dissemination Unit, Mimas (University of Manchester). Census output is Crown copyright and is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland.]. Office for National Statistics: 2001 Census: Standard Area Statistics (England and Wales) [computer file]. 2003, [ESRC/JISC Census Programme, Census Dissemination Unit, Mimas (University of Manchester). Census output is Crown copyright and is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland.].
29.
go back to reference General Register Office for Scotland: 2001 Census: Standard Area Statistics (Scotland) [computer file]. 2003, [ESRC/JISC Census Programme, Census Dissemination Unit, Mimas (University of Manchester). Census output is Crown copyright and is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland.]. General Register Office for Scotland: 2001 Census: Standard Area Statistics (Scotland) [computer file]. 2003, [ESRC/JISC Census Programme, Census Dissemination Unit, Mimas (University of Manchester). Census output is Crown copyright and is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland.].
30.
go back to reference General Register Office for Scotland: 2001 Census: Special Travel Statistics (Scotland) [computer file]. 2003, [ESRC/JISC Census Programme, Centre for Interaction Data Estimation and Research (University of Leeds). Census output is Crown copyright and is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland.]. General Register Office for Scotland: 2001 Census: Special Travel Statistics (Scotland) [computer file]. 2003, [ESRC/JISC Census Programme, Centre for Interaction Data Estimation and Research (University of Leeds). Census output is Crown copyright and is reproduced with the permission of the Controller of HMSO and the Queen's Printer for Scotland.].
31.
go back to reference Tomba GS, Wallinga J: A simple explanation for the low impact of border control as a countermeasure to the spread of an infectious disease. Mathematical Biosciences. 2008, 214: 70-72. 10.1016/j.mbs.2008.02.009.CrossRef Tomba GS, Wallinga J: A simple explanation for the low impact of border control as a countermeasure to the spread of an infectious disease. Mathematical Biosciences. 2008, 214: 70-72. 10.1016/j.mbs.2008.02.009.CrossRef
32.
go back to reference Kerrod E, Geddes AM, Regan M, Leach S: Surveillance and control measures during smallpox outbreaks. Emerging Infectious Diseases. 2005, 11 (2): 291-297.CrossRefPubMedPubMedCentral Kerrod E, Geddes AM, Regan M, Leach S: Surveillance and control measures during smallpox outbreaks. Emerging Infectious Diseases. 2005, 11 (2): 291-297.CrossRefPubMedPubMedCentral
33.
go back to reference Nishiura H, Brockman SO, Eichner M: Extracting key information from historical data to quantify the transmission dynamics of smallpox. Theoretical Biology and Medical Modelling. 2008, 5: 1-12. 10.1186/1742-4682-5-20.CrossRef Nishiura H, Brockman SO, Eichner M: Extracting key information from historical data to quantify the transmission dynamics of smallpox. Theoretical Biology and Medical Modelling. 2008, 5: 1-12. 10.1186/1742-4682-5-20.CrossRef
Metadata
Title
Contingency planning for a deliberate release of smallpox in Great Britain - the role of geographical scale and contact structure
Authors
Thomas House
Ian Hall
Leon Danon
Matt J Keeling
Publication date
01-12-2010
Publisher
BioMed Central
Published in
BMC Infectious Diseases / Issue 1/2010
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/1471-2334-10-25

Other articles of this Issue 1/2010

BMC Infectious Diseases 1/2010 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine