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一种评估大都市地区艾滋病预防的复杂系统方法:对联合干预策略的初步影响。

A complex systems approach to evaluate HIV prevention in metropolitan areas: preliminary implications for combination intervention strategies.

机构信息

Department of Epidemiology, Columbia University Mailman School of Public Health, New York, New York, United States of America.

出版信息

PLoS One. 2012;7(9):e44833. doi: 10.1371/journal.pone.0044833. Epub 2012 Sep 13.

Abstract

BACKGROUND

HIV transmission among injecting and non-injecting drug users (IDU, NIDU) is a significant public health problem. Continuing propagation in endemic settings and emerging regional outbreaks have indicated the need for comprehensive and coordinated HIV prevention. We describe the development of a conceptual framework and calibration of an agent-based model (ABM) to examine how combinations of interventions may reduce and potentially eliminate HIV transmission among drug-using populations.

METHODOLOGY/PRINCIPAL FINDINGS: A multidisciplinary team of researchers from epidemiology, sociology, geography, and mathematics developed a conceptual framework based on prior ethnographic and epidemiologic research. An ABM was constructed and calibrated through an iterative design and verification process. In the model, "agents" represent IDU, NIDU, and non-drug users who interact with each other and within risk networks, engaging in sexual and, for IDUs, injection-related risk behavior over time. Agents also interact with simulated HIV prevention interventions (e.g., syringe exchange programs, substance abuse treatment, HIV testing) and initiate antiretroviral treatment (ART) in a stochastic manner. The model was constructed to represent the New York metropolitan statistical area (MSA) population, and calibrated by comparing output trajectories for various outcomes (e.g., IDU/NIDU prevalence, HIV prevalence and incidence) against previously validated MSA-level data. The model closely approximated HIV trajectories in IDU and NIDU observed in New York City between 1992 and 2002, including a linear decrease in HIV prevalence among IDUs. Exploratory results are consistent with empirical studies demonstrating that the effectiveness of a combination of interventions, including syringe exchange expansion and ART provision, dramatically reduced HIV prevalence among IDUs during this time period.

CONCLUSIONS/SIGNIFICANCE: Complex systems models of adaptive HIV transmission dynamics can be used to identify potential collective benefits of hypothetical combination prevention interventions. Future work will seek to inform novel strategies that may lead to more effective and equitable HIV prevention strategies for drug-using populations.

摘要

背景

注射和非注射吸毒者(IDU、NIDU)之间的 HIV 传播是一个严重的公共卫生问题。在流行地区的持续传播和新出现的区域性疫情表明,需要全面协调的 HIV 预防措施。我们描述了一个概念框架的开发和一个基于代理的模型(ABM)的校准,以研究组合干预措施如何减少和可能消除吸毒人群中的 HIV 传播。

方法/主要发现:来自流行病学、社会学、地理学和数学领域的多学科研究团队根据先前的人种学和流行病学研究制定了一个概念框架。通过迭代设计和验证过程构建和校准了一个 ABM。在模型中,“代理”代表 IDU、NIDU 和非吸毒者,他们相互作用并在风险网络中互动,随着时间的推移,参与性和(对于 IDU 而言)与注射相关的风险行为。代理还以随机方式与模拟的 HIV 预防干预措施(例如,注射器交换计划、药物滥用治疗、HIV 检测)相互作用,并启动抗逆转录病毒治疗(ART)。该模型旨在代表纽约大都市统计区(MSA)的人口,并通过将各种结果(例如 IDU/NIDU 流行率、HIV 流行率和发病率)的输出轨迹与之前经过验证的 MSA 级数据进行比较来进行校准。该模型非常接近在纽约市观察到的 1992 年至 2002 年期间 IDU 和 NIDU 中的 HIV 轨迹,包括 IDU 中的 HIV 流行率呈线性下降。探索性结果与实证研究一致,表明包括注射器交换扩展和 ART 提供在内的组合干预措施的有效性在这段时间内大大降低了 IDU 中的 HIV 流行率。

结论/意义:适应性 HIV 传播动力学的复杂系统模型可用于识别假设的组合预防干预措施的潜在集体效益。未来的工作将寻求为吸毒人群提供更有效和公平的 HIV 预防策略提供信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a4c0/3441492/93b6b92ee2aa/pone.0044833.g001.jpg

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