A stochastic simulator of a blood product donation environment with demand spikes and supply shocks.

The availability of an adequate blood supply is a critical public health need. An influenza epidemic or another crisis affecting population mobility could create a critical donor shortage, which could profoundly impact blood availability. We developed a simulation model for the blood supply environm...

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Main Authors: Ming-Wen An, Nicholas G Reich, Stephen O Crawford, Ron Brookmeyer, Thomas A Louis, Kenrad E Nelson
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2011-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3144207?pdf=render
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spelling doaj-8477d87194e1439dab5df615e3977ed72020-11-25T01:56:04ZengPublic Library of Science (PLoS)PLoS ONE1932-62032011-01-0167e2175210.1371/journal.pone.0021752A stochastic simulator of a blood product donation environment with demand spikes and supply shocks.Ming-Wen AnNicholas G ReichStephen O CrawfordRon BrookmeyerThomas A LouisKenrad E NelsonThe availability of an adequate blood supply is a critical public health need. An influenza epidemic or another crisis affecting population mobility could create a critical donor shortage, which could profoundly impact blood availability. We developed a simulation model for the blood supply environment in the United States to assess the likely impact on blood availability of factors such as an epidemic. We developed a simulator of a multi-state model with transitions among states. Weekly numbers of blood units donated and needed were generated by negative binomial stochastic processes. The simulator allows exploration of the blood system under certain conditions of supply and demand rates, and can be used for planning purposes to prepare for sudden changes in the public's health. The simulator incorporates three donor groups (first-time, sporadic, and regular), immigration and emigration, deferral period, and adjustment factors for recruitment. We illustrate possible uses of the simulator by specifying input values for an 8-week flu epidemic, resulting in a moderate supply shock and demand spike (for example, from postponed elective surgeries), and different recruitment strategies. The input values are based in part on data from a regional blood center of the American Red Cross during 1996-2005. Our results from these scenarios suggest that the key to alleviating deficit effects of a system shock may be appropriate timing and duration of recruitment efforts, in turn depending critically on anticipating shocks and rapidly implementing recruitment efforts.http://europepmc.org/articles/PMC3144207?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Ming-Wen An
Nicholas G Reich
Stephen O Crawford
Ron Brookmeyer
Thomas A Louis
Kenrad E Nelson
spellingShingle Ming-Wen An
Nicholas G Reich
Stephen O Crawford
Ron Brookmeyer
Thomas A Louis
Kenrad E Nelson
A stochastic simulator of a blood product donation environment with demand spikes and supply shocks.
PLoS ONE
author_facet Ming-Wen An
Nicholas G Reich
Stephen O Crawford
Ron Brookmeyer
Thomas A Louis
Kenrad E Nelson
author_sort Ming-Wen An
title A stochastic simulator of a blood product donation environment with demand spikes and supply shocks.
title_short A stochastic simulator of a blood product donation environment with demand spikes and supply shocks.
title_full A stochastic simulator of a blood product donation environment with demand spikes and supply shocks.
title_fullStr A stochastic simulator of a blood product donation environment with demand spikes and supply shocks.
title_full_unstemmed A stochastic simulator of a blood product donation environment with demand spikes and supply shocks.
title_sort stochastic simulator of a blood product donation environment with demand spikes and supply shocks.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2011-01-01
description The availability of an adequate blood supply is a critical public health need. An influenza epidemic or another crisis affecting population mobility could create a critical donor shortage, which could profoundly impact blood availability. We developed a simulation model for the blood supply environment in the United States to assess the likely impact on blood availability of factors such as an epidemic. We developed a simulator of a multi-state model with transitions among states. Weekly numbers of blood units donated and needed were generated by negative binomial stochastic processes. The simulator allows exploration of the blood system under certain conditions of supply and demand rates, and can be used for planning purposes to prepare for sudden changes in the public's health. The simulator incorporates three donor groups (first-time, sporadic, and regular), immigration and emigration, deferral period, and adjustment factors for recruitment. We illustrate possible uses of the simulator by specifying input values for an 8-week flu epidemic, resulting in a moderate supply shock and demand spike (for example, from postponed elective surgeries), and different recruitment strategies. The input values are based in part on data from a regional blood center of the American Red Cross during 1996-2005. Our results from these scenarios suggest that the key to alleviating deficit effects of a system shock may be appropriate timing and duration of recruitment efforts, in turn depending critically on anticipating shocks and rapidly implementing recruitment efforts.
url http://europepmc.org/articles/PMC3144207?pdf=render
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