An Indirect Prioritization Approach to Optimizing Sample Referral Networks for HIV Early Infant Diagnosis

介绍 样品(材料) 启发式 计算机科学 故障排除 考试(生物学) 风险分析(工程) 更安全的 坦桑尼亚 人类免疫缺陷病毒(HIV) 运营管理 运筹学 医学 计算机安全 人工智能 工程类 经济 家庭医学 化学 古生物学 操作系统 生物 社会经济学 色谱法
作者
Reut Noham
出处
期刊:IISE transactions [Taylor & Francis]
卷期号:: 1-24 被引量:2
标识
DOI:10.1080/24725854.2021.1970294
摘要

Early diagnosis and treatment of newborns with human immunodeficiency virus (HIV) can substantially reduce mortality rates. Polymerase chain reduction (PCR) technology is desirable for diagnosing HIV-exposed infants and for monitoring the disease progression in older patients. In low- and middle-income countries (LMIC), processing both types of tests requires the use of scarce resources. In this paper, we present a supply chain network model for referring/assigning HIV test samples from clinics to labs. These assignments aim to minimize the expected infant mortality from AIDS due to delays in the return of test results. Using queuing theory, we present an analytical framework to evaluate the distribution of the sample waiting times at the testing labs and incorporate it into a mathematical model. The suggested framework takes into consideration the non-stationarity in the availability of reagents and technical staff. Hence, our model provides a method to find an assignment strategy that involves an indirect prioritization of samples that are more likely than others to be positive. We also develop a heuristic to simplify the implementation of an assignment strategy and provide general managerial insights for operating sample referral networks in LMIC with limited resources. Using a case study from Tanzania, we show that the potential improvement is substantial, especially when some labs are utilized almost to their full capacity. Our results apply to other settings in which expensive equipment with volatile availability is used to perform crucial operations, for example, the recent COVID-19 testing. [ABSTRACT FROM AUTHOR] Copyright of IISE Transactions is the property of Taylor & Francis Ltd and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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