Data-driven model for the assessment of Mycobacterium tuberculosis transmission in evolving demographic structures

被引:15
作者
Arregui, Sergio [1 ,2 ]
Jose Iglesias, Maria [3 ,4 ]
Samper, Sofia [4 ,5 ]
Marinova, Dessislava [3 ,4 ]
Martin, Carlos [3 ,4 ,6 ]
Sanz, Joaquin [7 ,8 ]
Moreno, Yamir [1 ,2 ,9 ]
机构
[1] Univ Zaragoza, Inst Biocomputat & Phys Complex Syst, Zaragoza 50018, Spain
[2] Univ Zaragoza, Dept Theoret Phys, E-50009 Zaragoza, Spain
[3] Univ Zaragoza, Fac Med, Dept Microbiol, E-50009 Zaragoza, Spain
[4] Carlos III Hlth Inst, CIBER, Madrid 28029, Spain
[5] Inst Invest Sanitaria IIS Arag, Inst Aragones Ciencias Salud, Zaragoza 50009, Spain
[6] Miguel Servet Hosp, Inst Invest Sanitaria IIS Arag, Serv Microbiol, Zaragoza 50009, Spain
[7] Hop St Justine, Res Ctr, Dept Genet, Montreal, PQ H3T 1C5, Canada
[8] Univ Montreal, Fac Med, Dept Biochem, Montreal, PQ H3T 1J4, Canada
[9] ISI Fdn, Inst Sci Interchange, I-10126 Turin, Italy
基金
加拿大健康研究院;
关键词
tuberculosis; infectious disease transmission; epidemiological models; dynamics population; global health; INTERVENTIONS; INFECTION; VACCINES; EXPLORE; IMPACT; INCOME; HIV;
D O I
10.1073/pnas.1720606115
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In the case of tuberculosis (TB), the capabilities of epidemic models to produce quantitatively robust forecasts are limited by multiple hindrances. Among these, understanding the complex relationship between disease epidemiology and populations' age structure has been highlighted as one of the most relevant. TB dynamics depends on age in multiple ways, some of which are traditionally simplified in the literature. That is the case of the heterogeneities in contact intensity among different age strata that are common to all airborne diseases, but still typically neglected in the TB case. Furthermore, while demographic structures of many countries are rapidly aging, demographic dynamics are pervasively ignored when modeling TB spreading. In this work, we present a TB transmission model that incorporates country-specific demographic prospects and empirical contact data around a data-driven description of TB dynamics. Using our model, we find that the inclusion of demographic dynamics is followed by an increase in the burden levels predicted for the next decades in the areas of the world that are most hit by the disease today. Similarly, we show that considering realistic patterns of contacts among individuals in different age strata reshapes the transmission patterns reproduced by the models, a result with potential implications for the design of age-focused epidemiological interventions.
引用
收藏
页码:E3238 / E3245
页数:8
相关论文
共 34 条
[11]  
Dormandy Thomas., 1999, The White Death: A History of Tuberculosis
[12]   Data needs for evidence-based decisions: a tuberculosis modeler's 'wish list' [J].
Dowdy, D. W. ;
Dye, C. ;
Cohen, T. .
INTERNATIONAL JOURNAL OF TUBERCULOSIS AND LUNG DISEASE, 2013, 17 (07) :866-877
[13]   Criteria for the control of drug-resistant tuberculosis [J].
Dye, C ;
Williams, BG .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (14) :8180-8185
[14]   Prospects for worldwide tuberculosis control under the WHO DOTS strategy [J].
Dye, C ;
Garnett, GP ;
Sleeman, A ;
Williams, BG .
LANCET, 1998, 352 (9144) :1886-1891
[15]   Eliminating human tuberculosis in the twenty-first century [J].
Dye, Christopher ;
Williams, Brian G. .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2008, 5 (23) :653-662
[16]   Mathematical models in the evaluation of health programmes [J].
Garnett, Geoffrey P. ;
Cousens, Simon ;
Hallett, Timothy B. ;
Steketee, Richard ;
Walker, Neff .
LANCET, 2011, 378 (9790) :515-525
[17]   Estimates of the changing age-burden of Plasmodium falciparum malaria disease in sub-Saharan Africa [J].
Griffin, Jamie T. ;
Ferguson, Neil M. ;
Ghani, Azra C. .
NATURE COMMUNICATIONS, 2014, 5
[18]   Ageing with HIV in South Africa [J].
Hontelez, Jan A. C. ;
Lurie, Mark N. ;
Newell, Marie-Louise ;
Bakker, Roel ;
Tanser, Frank ;
Baernighau-Sen, Till ;
Baltussen, Rob ;
de Vlas, Sake J. .
AIDS, 2011, 25 (13) :1665-1667
[19]   Social contacts, vaccination decisions and influenza in Japan [J].
Ibuka, Yoko ;
Ohkusa, Yasushi ;
Sugawara, Tamie ;
Chapman, Gretchen B. ;
Yamin, Dan ;
Atkins, Katherine E. ;
Taniguchi, Kiyosu ;
Okabe, Nobuhiko ;
Galvani, Alison P. .
JOURNAL OF EPIDEMIOLOGY AND COMMUNITY HEALTH, 2016, 70 (02) :162-167
[20]   Quantifying Age-Related Rates of Social Contact Using Diaries in a Rural Coastal Population of Kenya [J].
Kiti, Moses Chapa ;
Kinyanjui, Timothy Muiruri ;
Koech, Dorothy Chelagat ;
Munywoki, Patrick Kiio ;
Medley, Graham Francis ;
Nokes, David James .
PLOS ONE, 2014, 9 (08)