Robust Postdonation Blood Screening Under Prevalence Rate Uncertainty
成果类型:
Article
署名作者:
El-Amine, Hadi; Bish, Ebru K.; Bish, Douglas R.
署名单位:
George Mason University; Virginia Polytechnic Institute & State University
刊物名称:
OPERATIONS RESEARCH
ISSN/ISSBN:
0030-364X
DOI:
10.1287/opre.2017.1658
发表日期:
2018
页码:
1-17
关键词:
west-nile-virus
hepatitis-c virus
UNITED-STATES
cost-effectiveness
babesia-microti
donated blood
knapsack-problem
regret
hcv
donors
摘要:
Blood products are essential components of any healthcare system, and their safety, in terms of being free of transfusion-transmittable infections, is crucial. While the Food and Drug Administration (FDA) in the United States requires all blood donations to be tested for certain infection types, it does not dictate which particular tests should be used by blood centers. Multiple FDA-licensed blood screening tests are available for each infection type, and screening tests are imperfectly reliable and have different costs. In addition, infection prevalence rates within the donor population are uncertain for both emerging and established infection types. In this setting, the budget-constrained blood center's objective is to devise a robust postdonation bloodscreening scheme that minimizes the risk of an infectious donation being released into the blood supply. Toward this goal, we study the minimization of the transfusion-transmittable infection risk considering regret-and expectation-based objectives, and we characterize structural properties of their optimal solutions. This allows us to gain insight, derive the price of robustness, and develop efficient algorithms. The proposed robust solution lowers the expected infection risk over various FDA-compliant testing schemes as well as the expectation-based scheme under forecast error. These findings have important public policy implications.
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