Modeling a dynamic bi-layer contact network of injection drug users and the spread of blood-borne infections

被引:13
|
作者
Fu, Rui [1 ]
Gutfraind, Alexander [2 ]
Brandeau, Margaret L. [1 ]
机构
[1] Stanford Univ, Dept Management Sci & Engn, Stanford, CA 94305 USA
[2] Univ Illinois, Div Epidemiol & Biostat, Chicago, IL USA
关键词
Network model; Stochastic simulation; Parameter inference; Injection drug user; Epidemic; HEPATITIS-C VIRUS; ACTIVE ANTIRETROVIRAL THERAPY; HIV-RISK BEHAVIORS; HETEROSEXUAL TRANSMISSION; GLOBAL EPIDEMIOLOGY; SOCIAL NETWORKS; PLUS RIBAVIRIN; UNITED-STATES; PREVALENCE; PEOPLE;
D O I
10.1016/j.mbs.2016.01.003
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Injection drug users (IDUs) are at high risk of acquiring and spreading various blood-borne infections including human immunodeficiency virus (HIV), hepatitis C virus (HCV), hepatitis B virus (HBV) and a number of sexually transmitted infections. These infections can spread among IDUs via risky sexual and needle-sharing contacts. To accurately model the spread of such contagions among IDUs, we build a bilayer network that captures both types of risky contacts. We present methodology for inferring important model parameters, such as those governing network structure and dynamics, from readily available data sources (e.g., epidemiological surveys). Such a model can be used to evaluate the efficacy of various programs that aim to combat drug addiction and contain blood-borne diseases among IDUs. The model is especially useful for evaluating interventions that exploit the structure of the contact network. To illustrate, we instantiate a network model with data collected by a needle and syringe program in Chicago. We model sexual and needle-sharing contacts and the consequent spread of HIV and HCV. We use the model to evaluate the potential effects of a peer education (PE) program under different targeting strategies. We show that a targeted PE program would avert significantly more HIV and HCV infections than an untargeted program, highlighting the importance of reaching individuals who are centrally located in contact networks when instituting prevention programs. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:102 / 113
页数:12
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