Skip to main content
Top
Published in: BMC Public Health 1/2014

Open Access 01-12-2014 | Research article

Design of non-pharmaceutical intervention strategies for pandemic influenza outbreaks

Authors: Dayna L Martinez, Tapas K Das

Published in: BMC Public Health | Issue 1/2014

Login to get access

Abstract

Background

As seen during past pandemic influenza outbreaks, pharmaceutical interventions (PHIs) with vaccines and antivirals are the most effective methods of mitigation. However, availability of PHIs is unlikely to be adequate during the early stages of a pandemic. Hence, for early mitigation and possible containment, non-pharmaceutical interventions (NPIs) offer a viable alternative. Also, NPIs may be the only available interventions for most underdeveloped countries. In this paper we present a comprehensive methodology for design of effective NPI strategies.

Methods

We develop a statistical ANOVA-based design approach that uses a detailed agent-based simulation as an underlying model. The design approach obtains the marginal effect of the characteristic parameters of NPIs, social behavior, and their interactions on various pandemic outcome measures including total number of contacts, infections, and deaths. We use the marginal effects to establish regression equations for the outcome measures, which are optimized to obtain NPI strategies. Efficacy of the NPI strategies designed using our methodology is demonstrated using simulated pandemic influenza outbreaks with different levels of virus transmissibility.

Results

Our methodology was able to design effective NPI strategies, which were able to contain outbreaks by reducing infection attack rates (IAR) to below 10% in low and medium virus transmissibility scenarios with 33% and 50% IAR, respectively. The level of reduction in the high transmissibility scenario (with 65% IAR) was also significant. As noted in the published literature, we also found school closure to be the single most effective intervention among all NPIs.

Conclusions

If harnessed effectively, NPIs offer a significant potential for mitigation of pandemic influenza outbreaks. The methodology presented here fills a gap in the literature, which, though replete with models on NPI strategy evaluation, lacks a treatise on optimal strategy design.
Appendix
Available only for authorised users
Literature
1.
go back to reference Meltzer MI, Cox NJ, Fukuda K: The economic impact of pandemic influenza in the United States: priorities for intervention. Emerg Infect Dis. 1999, 5: 659-671. 10.3201/eid0505.990507.CrossRefPubMedPubMedCentral Meltzer MI, Cox NJ, Fukuda K: The economic impact of pandemic influenza in the United States: priorities for intervention. Emerg Infect Dis. 1999, 5: 659-671. 10.3201/eid0505.990507.CrossRefPubMedPubMedCentral
2.
go back to reference Halder N, Kelso JK, Milne GJ: Analysis of the effectiveness of interventions used during the 2009 A/H1N1 influenza pandemic. BMC Public Health. 2010, 10 (1): 168-10.1186/1471-2458-10-168.CrossRefPubMedPubMedCentral Halder N, Kelso JK, Milne GJ: Analysis of the effectiveness of interventions used during the 2009 A/H1N1 influenza pandemic. BMC Public Health. 2010, 10 (1): 168-10.1186/1471-2458-10-168.CrossRefPubMedPubMedCentral
3.
go back to reference Aunins JG, Laska ME, Phillips BR, Otero JM: Chemical engineering perspectives on vaccine production. Chem Eng Prog. 2011, 107 (11): 37-47. Aunins JG, Laska ME, Phillips BR, Otero JM: Chemical engineering perspectives on vaccine production. Chem Eng Prog. 2011, 107 (11): 37-47.
4.
go back to reference Ferguson NM, Cummings DA, Fraser C, Cajka JC, Cooley PC, Burke DS: Strategies for mitigating an influenza pandemic. Nature. 2006, 442 (7101): 448-452. 10.1038/nature04795.CrossRefPubMed Ferguson NM, Cummings DA, Fraser C, Cajka JC, Cooley PC, Burke DS: Strategies for mitigating an influenza pandemic. Nature. 2006, 442 (7101): 448-452. 10.1038/nature04795.CrossRefPubMed
5.
go back to reference Wu JT, Riley S, Fraser C, Leung G: Reducing the impact of the next influenza pandemic using household-based public health interventions. PLoS Med. 2006, 3 (9): 1532-1540.CrossRef Wu JT, Riley S, Fraser C, Leung G: Reducing the impact of the next influenza pandemic using household-based public health interventions. PLoS Med. 2006, 3 (9): 1532-1540.CrossRef
6.
go back to reference Longini IM, Nizam A, Xu S, Ungchusak K, Hanshaoworakul W, Cummings DA, Halloran ME: Containing pandemic influenza at the source. Science. 2005, 309 (5737): 1083-1087. 10.1126/science.1115717.CrossRefPubMed Longini IM, Nizam A, Xu S, Ungchusak K, Hanshaoworakul W, Cummings DA, Halloran ME: Containing pandemic influenza at the source. Science. 2005, 309 (5737): 1083-1087. 10.1126/science.1115717.CrossRefPubMed
7.
go back to reference Aledort JE, Lurie N, Wasserman J, Bozzette SA: Non-pharmaceutical public health interventions for pandemic influenza: an evaluation of the evidence base. BMC Public Health. 2007, 7 (1): 208-10.1186/1471-2458-7-208.CrossRefPubMedPubMedCentral Aledort JE, Lurie N, Wasserman J, Bozzette SA: Non-pharmaceutical public health interventions for pandemic influenza: an evaluation of the evidence base. BMC Public Health. 2007, 7 (1): 208-10.1186/1471-2458-7-208.CrossRefPubMedPubMedCentral
8.
go back to reference Lipsitch M, Cohen T, Murray M, Levin BR: Antiviral resistance and the control of pandemic influenza. PLoS Med. 2007, 4 (1): 15-10.1371/journal.pmed.0040015.CrossRef Lipsitch M, Cohen T, Murray M, Levin BR: Antiviral resistance and the control of pandemic influenza. PLoS Med. 2007, 4 (1): 15-10.1371/journal.pmed.0040015.CrossRef
9.
go back to reference Eichner M, Schwehm M, Duerr H-P, Witschi M, Koch D, Brockmann SO, Vidondo B: Antiviral prophylaxis during pandemic influenza may increase drug resistance. BMC Infect Dis. 2009, 9 (1): 4-10.1186/1471-2334-9-4.CrossRefPubMedPubMedCentral Eichner M, Schwehm M, Duerr H-P, Witschi M, Koch D, Brockmann SO, Vidondo B: Antiviral prophylaxis during pandemic influenza may increase drug resistance. BMC Infect Dis. 2009, 9 (1): 4-10.1186/1471-2334-9-4.CrossRefPubMedPubMedCentral
10.
go back to reference Chawla R, Sharma RK, Bhardwaj JR: Influenza A(H1N1) outbreak and challenges for pharmacotherapy. Indian J Physiol Pharmacol. 2009, 53 (2): 113-126.PubMed Chawla R, Sharma RK, Bhardwaj JR: Influenza A(H1N1) outbreak and challenges for pharmacotherapy. Indian J Physiol Pharmacol. 2009, 53 (2): 113-126.PubMed
11.
go back to reference Kelso JK, Milne GJ, Kelly H: Simulation suggests that rapid activation of social distancing can arrest epidemic development due to a novel strain of influenza. BMC Public Health. 2009, 9 (1): 117-10.1186/1471-2458-9-117.CrossRefPubMedPubMedCentral Kelso JK, Milne GJ, Kelly H: Simulation suggests that rapid activation of social distancing can arrest epidemic development due to a novel strain of influenza. BMC Public Health. 2009, 9 (1): 117-10.1186/1471-2458-9-117.CrossRefPubMedPubMedCentral
12.
go back to reference Oshitani H, Kamigaki T, Suzuki A: Major issues and challenges of influenza pandemic preparedness in developing countries. Emerg Infect Dis. 2008, 14 (6): 875-10.3201/eid1406.070839.CrossRefPubMedPubMedCentral Oshitani H, Kamigaki T, Suzuki A: Major issues and challenges of influenza pandemic preparedness in developing countries. Emerg Infect Dis. 2008, 14 (6): 875-10.3201/eid1406.070839.CrossRefPubMedPubMedCentral
14.
go back to reference Mensua A, Mounier-Jack S, Coker R: Pandemic influenza preparedness in Latin America: Analysis of national strategic plans. Health Policy Plann. 2009, 24 (4): 253-260. 10.1093/heapol/czp019.CrossRef Mensua A, Mounier-Jack S, Coker R: Pandemic influenza preparedness in Latin America: Analysis of national strategic plans. Health Policy Plann. 2009, 24 (4): 253-260. 10.1093/heapol/czp019.CrossRef
15.
go back to reference Bell D, Nicoll A, Fukuda K, Horby P, Monto A, Hayden F, Wylks C, Sanders L, Van Tam J, World Health Organization Writing Group: Non-pharmaceutical interventions for pandemic influenza, international measures. Emerg Infect Dis. 2006, 12 (1): 81-87.CrossRefPubMed Bell D, Nicoll A, Fukuda K, Horby P, Monto A, Hayden F, Wylks C, Sanders L, Van Tam J, World Health Organization Writing Group: Non-pharmaceutical interventions for pandemic influenza, international measures. Emerg Infect Dis. 2006, 12 (1): 81-87.CrossRefPubMed
16.
go back to reference Interim pre-pandemic planning guidance: Community strategy for pandemic influenza mitigation in the United States–Early targeted layered use of nonpharmaceutical interventions. Centers for Disease Control and Prevention (CDC). Last accessed on 4/9/2014 (2007). http://stacks.cdc.gov/view/cdc/11425, Interim pre-pandemic planning guidance: Community strategy for pandemic influenza mitigation in the United States–Early targeted layered use of nonpharmaceutical interventions. Centers for Disease Control and Prevention (CDC). Last accessed on 4/9/2014 (2007). http://​stacks.​cdc.​gov/​view/​cdc/​11425,
17.
go back to reference Coker R, Mounier-Jack S: Pandemic influenza preparedness in the asia–pacific region. Lancet. 2006, 368 (9538): 886-889. 10.1016/S0140-6736(06)69209-X.CrossRefPubMed Coker R, Mounier-Jack S: Pandemic influenza preparedness in the asia–pacific region. Lancet. 2006, 368 (9538): 886-889. 10.1016/S0140-6736(06)69209-X.CrossRefPubMed
19.
go back to reference Milne GJ, Kelso JK, Kelly HA, Huband ST, McVernon J: A small community model for the transmission of infectious diseases: Comparison of school closure as an intervention in individual-based models of an influenza pandemic. PLoS One. 2008, 3 (12): 4005-10.1371/journal.pone.0004005.CrossRef Milne GJ, Kelso JK, Kelly HA, Huband ST, McVernon J: A small community model for the transmission of infectious diseases: Comparison of school closure as an intervention in individual-based models of an influenza pandemic. PLoS One. 2008, 3 (12): 4005-10.1371/journal.pone.0004005.CrossRef
20.
go back to reference Caley P, Becker NG, Philp DJ: The waiting time for inter-country spread of pandemic influenza. PLoS One. 2007, 2 (1): 143-10.1371/journal.pone.0000143.CrossRef Caley P, Becker NG, Philp DJ: The waiting time for inter-country spread of pandemic influenza. PLoS One. 2007, 2 (1): 143-10.1371/journal.pone.0000143.CrossRef
21.
go back to reference Duerr HP, Brockmann SO, Piechotowski I, Schwehm M, Eichner M: Influenza pandemic intervention planning using Influsim: Pharmaceutical and non-pharmaceutical interventions. BMC Infect Dis. 2007, 7 (1): 76-10.1186/1471-2334-7-76.CrossRefPubMedPubMedCentral Duerr HP, Brockmann SO, Piechotowski I, Schwehm M, Eichner M: Influenza pandemic intervention planning using Influsim: Pharmaceutical and non-pharmaceutical interventions. BMC Infect Dis. 2007, 7 (1): 76-10.1186/1471-2334-7-76.CrossRefPubMedPubMedCentral
22.
go back to reference Lee S, Chowell G, Castillo-Chávez C: Optimal control for pandemic influenza: The role of limited antiviral treatment and isolation. J Theor Biol. 2010, 265 (2): 136-150. 10.1016/j.jtbi.2010.04.003.CrossRefPubMed Lee S, Chowell G, Castillo-Chávez C: Optimal control for pandemic influenza: The role of limited antiviral treatment and isolation. J Theor Biol. 2010, 265 (2): 136-150. 10.1016/j.jtbi.2010.04.003.CrossRefPubMed
23.
go back to reference Lin F, Muthuraman K, Lawley M: An optimal control theory approach to non-pharmaceutical interventions. BMC Infect Dis. 2010, 10 (1): 32-10.1186/1471-2334-10-32.CrossRefPubMedPubMedCentral Lin F, Muthuraman K, Lawley M: An optimal control theory approach to non-pharmaceutical interventions. BMC Infect Dis. 2010, 10 (1): 32-10.1186/1471-2334-10-32.CrossRefPubMedPubMedCentral
24.
go back to reference Rizzo C, Lunelli A, Pugliese A, Bella A, Manfredi P, Tomba G. S, Iannelli M, Degli Atti MC: Scenarios of diffusion and control of an influenza pandemic in Italy. Epidemiol Infect. 2008, 136 (12): 1650-1657. 10.1017/S095026880800037X.CrossRefPubMedPubMedCentral Rizzo C, Lunelli A, Pugliese A, Bella A, Manfredi P, Tomba G. S, Iannelli M, Degli Atti MC: Scenarios of diffusion and control of an influenza pandemic in Italy. Epidemiol Infect. 2008, 136 (12): 1650-1657. 10.1017/S095026880800037X.CrossRefPubMedPubMedCentral
25.
go back to reference Sattenspiel L, Herring DA: Simulating the effect of quarantine on the spread of the 1918–19 flu in central Canada. Bull Math Biol. 2003, 65 (1): 1-26. 10.1006/bulm.2002.0317.CrossRefPubMed Sattenspiel L, Herring DA: Simulating the effect of quarantine on the spread of the 1918–19 flu in central Canada. Bull Math Biol. 2003, 65 (1): 1-26. 10.1006/bulm.2002.0317.CrossRefPubMed
26.
go back to reference Uribe-Sánchez A, Savachkin A, Santana A, Prieto-Santa D, Das TK: A predictive decision-aid methodology for dynamic mitigation of influenza pandemics. OR Spectrum. 2011, 33 (3): 751-786. 10.1007/s00291-011-0249-0.CrossRef Uribe-Sánchez A, Savachkin A, Santana A, Prieto-Santa D, Das TK: A predictive decision-aid methodology for dynamic mitigation of influenza pandemics. OR Spectrum. 2011, 33 (3): 751-786. 10.1007/s00291-011-0249-0.CrossRef
27.
go back to reference Germann TC, Kadau K, Longini IM, Macken CA: Mitigation strategies for pandemic influenza in the united states. Proc Nat Acad Sci. 2006, 103 (15): 5935-5940. 10.1073/pnas.0601266103.CrossRefPubMedPubMedCentral Germann TC, Kadau K, Longini IM, Macken CA: Mitigation strategies for pandemic influenza in the united states. Proc Nat Acad Sci. 2006, 103 (15): 5935-5940. 10.1073/pnas.0601266103.CrossRefPubMedPubMedCentral
28.
go back to reference Bauerle Bass S, Burt Ruzek S, Ward L, Gordon TF, Hanlon A, Hausman AJ, Hagen M: If you ask them, will they come? Predictors of quarantine compliance during a hypothetical avian influenza pandemic: Results from a statewide survey. Disaster Med Public Health Prep. 2010, 4 (2): 135-10.1001/dmphp.D-09-00052R2.CrossRefPubMed Bauerle Bass S, Burt Ruzek S, Ward L, Gordon TF, Hanlon A, Hausman AJ, Hagen M: If you ask them, will they come? Predictors of quarantine compliance during a hypothetical avian influenza pandemic: Results from a statewide survey. Disaster Med Public Health Prep. 2010, 4 (2): 135-10.1001/dmphp.D-09-00052R2.CrossRefPubMed
29.
30.
go back to reference Halloran ME, Ferguson NM, Eubank S, Longini IM, Cummings DAT, Lewis B, Xu S, Fraser C, Vullikanti A, Germann TC, Wagener D, Beckman R, Kadau K, Barrett C, Macken CA, Burke DS, Cooley P: Modeling targeted layered containment of an influenza pandemic in the united states. PNAS. 2008, 105 (12): 4639-10.1073/pnas.0706849105.CrossRefPubMedPubMedCentral Halloran ME, Ferguson NM, Eubank S, Longini IM, Cummings DAT, Lewis B, Xu S, Fraser C, Vullikanti A, Germann TC, Wagener D, Beckman R, Kadau K, Barrett C, Macken CA, Burke DS, Cooley P: Modeling targeted layered containment of an influenza pandemic in the united states. PNAS. 2008, 105 (12): 4639-10.1073/pnas.0706849105.CrossRefPubMedPubMedCentral
32.
go back to reference Glass RJ, Glass LM, Beyeler WE, Min HJ: Targeted social distancing design for pandemic influenza. Emerg Infect Dis. 2006, 12 (11): 1671-1681. 10.3201/eid1211.060255.CrossRefPubMedPubMedCentral Glass RJ, Glass LM, Beyeler WE, Min HJ: Targeted social distancing design for pandemic influenza. Emerg Infect Dis. 2006, 12 (11): 1671-1681. 10.3201/eid1211.060255.CrossRefPubMedPubMedCentral
33.
go back to reference Yasuda H, Suzuki K: Measures against transmission of pandemic h1n1 influenza in japan in 2009: simulation model. Euro Surveill. 2009, 14: 44- Yasuda H, Suzuki K: Measures against transmission of pandemic h1n1 influenza in japan in 2009: simulation model. Euro Surveill. 2009, 14: 44-
34.
go back to reference Chao DL, Halloran ME, Obenchain VJ, Longini IM Jr.: Flute, a publicly available stochastic influenza epidemic simulation model. PLoS Comput Biol. 2010, 6: 1000656-10.1371/journal.pcbi.1000656.CrossRef Chao DL, Halloran ME, Obenchain VJ, Longini IM Jr.: Flute, a publicly available stochastic influenza epidemic simulation model. PLoS Comput Biol. 2010, 6: 1000656-10.1371/journal.pcbi.1000656.CrossRef
35.
go back to reference Carrat F, Luong J, Lao H, Sallé AV, Lajaunie C, Wackernagel H: A‘small-world-like’ model for comparing interventions aimed at preventing and controlling influenza pandemics. BMC Med. 2006, 4 (1): 26-10.1186/1741-7015-4-26.CrossRefPubMedPubMedCentral Carrat F, Luong J, Lao H, Sallé AV, Lajaunie C, Wackernagel H: A‘small-world-like’ model for comparing interventions aimed at preventing and controlling influenza pandemics. BMC Med. 2006, 4 (1): 26-10.1186/1741-7015-4-26.CrossRefPubMedPubMedCentral
36.
go back to reference Cauchemez S, Valleron AJ, Boëlle PY, Flahault A, Ferguson NM: Estimating the impact of school closure on influenza transmission from sentinel data. Nature. 2008, 452 (7188): 750-754. 10.1038/nature06732.CrossRefPubMed Cauchemez S, Valleron AJ, Boëlle PY, Flahault A, Ferguson NM: Estimating the impact of school closure on influenza transmission from sentinel data. Nature. 2008, 452 (7188): 750-754. 10.1038/nature06732.CrossRefPubMed
Metadata
Title
Design of non-pharmaceutical intervention strategies for pandemic influenza outbreaks
Authors
Dayna L Martinez
Tapas K Das
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2014
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-14-1328

Other articles of this Issue 1/2014

BMC Public Health 1/2014 Go to the issue