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Published in: BMC Public Health 1/2017

Open Access 01-12-2017 | Research article

Stochastic agent-based modeling of tuberculosis in Canadian Indigenous communities

Authors: Ashleigh R. Tuite, Victor Gallant, Elaine Randell, Annie-Claude Bourgeois, Amy L. Greer

Published in: BMC Public Health | Issue 1/2017

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Abstract

Background

In Canada, active tuberculosis (TB) disease rates remain disproportionately higher among the Indigenous population, especially among the Inuit in the north. We used mathematical modeling to evaluate how interventions might enhance existing TB control efforts in a region of Nunavut.

Methods

We developed a stochastic, agent-based model of TB transmission that captured the unique household and community structure. Evaluated interventions included: (i) rapid treatment of active cases; (ii) rapid contact tracing; (iii) expanded screening programs for latent TB infection (LTBI); and (iv) reduced household density. The outcomes of interest were incident TB infections and total diagnosed active TB disease over a 10- year time period.

Results

Model-projected incidence in the absence of additional interventions was highly variable (range: 33–369 cases) over 10 years. Compared to the ‘no additional intervention’ scenario, reducing the time between onset of active TB disease and initiation of treatment reduced both the number of new TB infections (47% reduction, relative risk of TB = 0.53) and diagnoses of active TB disease (19% reduction, relative risk of TB = 0.81). Expanding general population screening was also projected to reduce the burden of TB, although these findings were sensitive to assumptions around the relative amount of transmission occurring outside of households. Other potential interventions examined in the model (school-based screening, rapid contact tracing, and reduced household density) were found to have limited effectiveness.

Conclusions

In a region of northern Canada experiencing a significant TB burden, more rapid treatment initiation in active TB cases was the most impactful intervention evaluated. Mathematical modeling can provide guidance for allocation of limited resources in a way that minimizes disease transmission and protects population health.
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Literature
5.
go back to reference Alvarez GG, VanDyk DD, Aaron SD, Cameron DW, Davies N, Stephen N, et al. TAIMA (Stop) TB: The Impact of a Multifaceted TB Awareness and Door-to-Door Campaign in Residential Areas of High Risk for TB in Iqaluit, Nunavut. PLoS One. 2014;9, e100975.CrossRefPubMedPubMedCentral Alvarez GG, VanDyk DD, Aaron SD, Cameron DW, Davies N, Stephen N, et al. TAIMA (Stop) TB: The Impact of a Multifaceted TB Awareness and Door-to-Door Campaign in Residential Areas of High Risk for TB in Iqaluit, Nunavut. PLoS One. 2014;9, e100975.CrossRefPubMedPubMedCentral
6.
go back to reference Orr P. Tuberculosis in Nunavut: Looking back, moving forward. Can Med Assoc J. 2013;185:287–8.CrossRef Orr P. Tuberculosis in Nunavut: Looking back, moving forward. Can Med Assoc J. 2013;185:287–8.CrossRef
7.
go back to reference MacDonald N, Hébert PC, Stanbrook MB. Tuberculosis in Nunavut: a century of failure. Can Med Assoc J. 2011;183:110160. MacDonald N, Hébert PC, Stanbrook MB. Tuberculosis in Nunavut: a century of failure. Can Med Assoc J. 2011;183:110160.
9.
go back to reference Public Health Agency of Canada. Canadian Tuberculosis Standards, 7th Edition. Ottawa: Government of Canada; 2013. Public Health Agency of Canada. Canadian Tuberculosis Standards, 7th Edition. Ottawa: Government of Canada; 2013.
10.
go back to reference Ayles H, Muyoyeta M, Du Toit E, Schaap A, Floyd S, Simwinga M, et al. Effect of household and community interventions on the burden of tuberculosis in southern Africa: The ZAMSTAR community-randomised trial. Lancet. 2013;382:1183–94.CrossRefPubMed Ayles H, Muyoyeta M, Du Toit E, Schaap A, Floyd S, Simwinga M, et al. Effect of household and community interventions on the burden of tuberculosis in southern Africa: The ZAMSTAR community-randomised trial. Lancet. 2013;382:1183–94.CrossRefPubMed
11.
go back to reference Kasaie P, Andrews JR, Kelton WD, Dowdy DW. Timing of tuberculosis transmission and the impact of household contact tracing: An agent-based simulation model. Am J Respir Crit Care Med. 2014;189:845–52.CrossRefPubMed Kasaie P, Andrews JR, Kelton WD, Dowdy DW. Timing of tuberculosis transmission and the impact of household contact tracing: An agent-based simulation model. Am J Respir Crit Care Med. 2014;189:845–52.CrossRefPubMed
12.
go back to reference Abu-Raddad LJ, Sabatelli L, Achterberg JT, Sugimoto JD, Longini IM, Longini Jr IM, et al. Epidemiological benefits of more-effective tuberculosis vaccines, drugs, and diagnostics. Proc Natl Acad Sci U S A. 2009;106:13980–5.CrossRefPubMedPubMedCentral Abu-Raddad LJ, Sabatelli L, Achterberg JT, Sugimoto JD, Longini IM, Longini Jr IM, et al. Epidemiological benefits of more-effective tuberculosis vaccines, drugs, and diagnostics. Proc Natl Acad Sci U S A. 2009;106:13980–5.CrossRefPubMedPubMedCentral
14.
go back to reference Dowdy DW, Chaisson RE, Moulton LH, Dorman SE. The potential impact of enhanced diagnostic techniques for tuberculosis driven by HIV: a mathematical model. Aids. 2006;20:751–62.CrossRefPubMed Dowdy DW, Chaisson RE, Moulton LH, Dorman SE. The potential impact of enhanced diagnostic techniques for tuberculosis driven by HIV: a mathematical model. Aids. 2006;20:751–62.CrossRefPubMed
24.
go back to reference Public Health Agency of Canada. Canadian Tuberculosis Standards, 7th Edition. 2013. Public Health Agency of Canada. Canadian Tuberculosis Standards, 7th Edition. 2013.
25.
go back to reference Rose DN. Benefits of screening for latent Mycobacterium tuberculosis infection. Arch Intern Med. 2000;160:1513–21.CrossRefPubMed Rose DN. Benefits of screening for latent Mycobacterium tuberculosis infection. Arch Intern Med. 2000;160:1513–21.CrossRefPubMed
26.
go back to reference Newton S, Brent A, Anderson S, Whittaker E, Kampmann B. Paediatric tuberculosis. Lancet Infect Dis. 2008;8:498–510.CrossRefPubMed Newton S, Brent A, Anderson S, Whittaker E, Kampmann B. Paediatric tuberculosis. Lancet Infect Dis. 2008;8:498–510.CrossRefPubMed
27.
go back to reference Tian Y, Alawami F, Al-Azem A, Osgood N, Hoeppner V, Dutchyn C, editors. A System Dynamics model of tuberculosis diffusion with respect to contact tracing investigation. Proceedings of the 2011 Winter Simulation Conference (WSC); 2011 11-14 Dec. 2011. Tian Y, Alawami F, Al-Azem A, Osgood N, Hoeppner V, Dutchyn C, editors. A System Dynamics model of tuberculosis diffusion with respect to contact tracing investigation. Proceedings of the 2011 Winter Simulation Conference (WSC); 2011 11-14 Dec. 2011.
28.
go back to reference Alexander D, Guthrie J, Pyskir D, Maki A, Kurepina N, Kreiswirth B. Mycobacterium tuberculosis in Ontario, Canada: Insights from IS6110 restriction fragment length polymorphism and mycobacterial interspersed repetitive-unit-variable-number tandem-repeat genotyping. J Clin Microbiol. 2009;47:2651–4.CrossRefPubMedPubMedCentral Alexander D, Guthrie J, Pyskir D, Maki A, Kurepina N, Kreiswirth B. Mycobacterium tuberculosis in Ontario, Canada: Insights from IS6110 restriction fragment length polymorphism and mycobacterial interspersed repetitive-unit-variable-number tandem-repeat genotyping. J Clin Microbiol. 2009;47:2651–4.CrossRefPubMedPubMedCentral
29.
go back to reference Anderson L, Tamne S, Brown T, Watson J, Mullarkey C, Zenner D. Transmission of multidrug-resistant tuberculosis in the UK: a cross-sectional molecular and epidemiological study of clustering and contact tracing. Lancet Infect Dis. 2014;14:406–15.CrossRefPubMed Anderson L, Tamne S, Brown T, Watson J, Mullarkey C, Zenner D. Transmission of multidrug-resistant tuberculosis in the UK: a cross-sectional molecular and epidemiological study of clustering and contact tracing. Lancet Infect Dis. 2014;14:406–15.CrossRefPubMed
30.
go back to reference Augustynowicz-Kopec E, Jagielski T, Kozinska M, Kremer K, van Soolingen D, Bielecki J. Transmission of tuberculosis within family-households. J Infect. 2012;64:596–608.CrossRefPubMed Augustynowicz-Kopec E, Jagielski T, Kozinska M, Kremer K, van Soolingen D, Bielecki J. Transmission of tuberculosis within family-households. J Infect. 2012;64:596–608.CrossRefPubMed
31.
go back to reference Dowdy D, Dye C, Cohen T. Data needs for evidence-based decisions: a tuberculosis modeler’s “wish list.”. Int J Tuberc Lung Dis. 2013;17:866–77.CrossRefPubMedPubMedCentral Dowdy D, Dye C, Cohen T. Data needs for evidence-based decisions: a tuberculosis modeler’s “wish list.”. Int J Tuberc Lung Dis. 2013;17:866–77.CrossRefPubMedPubMedCentral
32.
go back to reference Mossong J, Hens N, Jit M, Beutels P, Auranen K, Mikolajczyk R, et al. Social contacts and mixing patterns relevant to the spread of infectious diseases. Plos Med. 2008;5:381–91.CrossRef Mossong J, Hens N, Jit M, Beutels P, Auranen K, Mikolajczyk R, et al. Social contacts and mixing patterns relevant to the spread of infectious diseases. Plos Med. 2008;5:381–91.CrossRef
33.
go back to reference Vynnycky E, Fine PE. The natural history of tuberculosis: the implications of age-dependent risks of disease and the role of reinfection. Epidemiol Infect. 1997;119:183–201.CrossRefPubMedPubMedCentral Vynnycky E, Fine PE. The natural history of tuberculosis: the implications of age-dependent risks of disease and the role of reinfection. Epidemiol Infect. 1997;119:183–201.CrossRefPubMedPubMedCentral
34.
go back to reference Alvarez GG, Taima TB. Progress Report. 2012. Alvarez GG, Taima TB. Progress Report. 2012.
Metadata
Title
Stochastic agent-based modeling of tuberculosis in Canadian Indigenous communities
Authors
Ashleigh R. Tuite
Victor Gallant
Elaine Randell
Annie-Claude Bourgeois
Amy L. Greer
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2017
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-016-3996-7

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