Stochastic agent-based modeling of tuberculosis in Canadian Indigenous communities

被引:10
|
作者
Tuite, Ashleigh R. [1 ,5 ]
Gallant, Victor [2 ]
Randell, Elaine [3 ]
Bourgeois, Annie-Claude [2 ]
Greer, Amy L. [4 ]
机构
[1] Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON, Canada
[2] Publ Hlth Agcy Canada, Ctr Communicable Dis & Infect Control, Ottawa, ON, Canada
[3] Nunavut Dept Hlth, Iqaluit, NU, Canada
[4] Univ Guelph, Dept Populat Med, Guelph, ON, Canada
[5] Harvard TH Chan Sch Publ Hlth, 1633 Tremont St, Boston, MA 02120 USA
来源
BMC PUBLIC HEALTH | 2017年 / 17卷
关键词
Canada; Latent TB infection; Mathematical model; Nunavut; Public health; Simulation; TB; Tuberculosis; MYCOBACTERIUM-TUBERCULOSIS; TRANSMISSION; IMPACT; HOUSEHOLD; BENEFITS;
D O I
10.1186/s12889-016-3996-7
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
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.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 50 条
  • [21] KAIZEN for agent-based Modeling
    Terano, Takao
    ADVANCING SOCIAL SIMULATION: THE FIRST WORLD CONGRESS, 2007, : 1 - +
  • [22] Agent-based modeling: A revolution?
    Bankes, SC
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 : 7199 - 7200
  • [23] A stochastic agent-based model and simulation for controlling the spread of tuberculosis in a mixed population structure
    Kabunga, Selain Kasereka
    Goufo, Emile Franc Doungmo
    Vinh Ho Thong
    Kyamakya, Kyandoghere
    DEVELOPMENTS OF ARTIFICIAL INTELLIGENCE TECHNOLOGIES IN COMPUTATION AND ROBOTICS, 2020, 12 : 659 - 666
  • [24] Representing Tuberculosis Transmission with Complex Contagion: An Agent-Based Simulation Modeling Approach
    Zwick, Erin D.
    Pepperell, Caitlin S.
    Alagoz, Oguzhan
    MEDICAL DECISION MAKING, 2021, 41 (06) : 641 - 652
  • [25] Modeling the geospatial dynamics of residential segregation in three Canadian cities: An agent-based approach
    Anderson, Taylor
    Leung, Aaron
    Dragicevic, Suzana
    Perez, Liliana
    TRANSACTIONS IN GIS, 2021, 25 (02) : 948 - 967
  • [26] Agent-Based Modelling of Primitive Human Communities
    Jahanbazi, Marzieh
    Frantz, Christopher
    Purvis, Maryam
    Purvis, Martin
    Nowostawski, Mariusz
    2014 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCES ON WEB INTELLIGENCE (WI) AND INTELLIGENT AGENT TECHNOLOGIES (IAT), VOL 3, 2014, : 64 - 71
  • [27] An agent-based model of personal web communities
    Santos, Jose I.
    Galan, Jose M.
    del Olmo, Ricardo
    INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING - IDEAL 2006, PROCEEDINGS, 2006, 4224 : 1242 - 1249
  • [28] An agent-based computational model of the spread of tuberculosis
    de Espindola, Aquino L.
    Bauch, Chris T.
    Troca Cabella, Brenno C.
    Martinez, Alexandre Souto
    JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2011,
  • [29] Stochastic Agent-Based Simulations of Social Networks
    Bernstein, Garrett
    O'Brien, Kyle
    46TH ANNUAL SIMULATION SYMPOSIUM (ANSS 2013) - 2013 SPRING SIMULATION MULTICONFERENCE (SPRINGSIM'13), 2013, 45 (02): : 33 - 40
  • [30] Dynamics of bloggers' communities: Bipartite networks from empirical data and agent-based modeling
    Mitrovic, Marija
    Tadic, Bosiljka
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2012, 391 (21) : 5264 - 5278