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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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Autores principales: An, Ming-Wen, Reich, Nicholas G., Crawford, Stephen O., Brookmeyer, Ron, Louis, Thomas A., Nelson, Kenrad E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3144207/
https://www.ncbi.nlm.nih.gov/pubmed/21814550
http://dx.doi.org/10.1371/journal.pone.0021752
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author An, Ming-Wen
Reich, Nicholas G.
Crawford, Stephen O.
Brookmeyer, Ron
Louis, Thomas A.
Nelson, Kenrad E.
author_facet An, Ming-Wen
Reich, Nicholas G.
Crawford, Stephen O.
Brookmeyer, Ron
Louis, Thomas A.
Nelson, Kenrad E.
author_sort An, Ming-Wen
collection PubMed
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 [Image: see text]-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 [Image: see text]–[Image: see text]. 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.
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spelling pubmed-31442072011-08-03 A Stochastic Simulator of a Blood Product Donation Environment with Demand Spikes and Supply Shocks An, Ming-Wen Reich, Nicholas G. Crawford, Stephen O. Brookmeyer, Ron Louis, Thomas A. Nelson, Kenrad E. PLoS One Research Article 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 [Image: see text]-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 [Image: see text]–[Image: see text]. 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. Public Library of Science 2011-07-26 /pmc/articles/PMC3144207/ /pubmed/21814550 http://dx.doi.org/10.1371/journal.pone.0021752 Text en An et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
An, Ming-Wen
Reich, Nicholas G.
Crawford, Stephen O.
Brookmeyer, Ron
Louis, Thomas A.
Nelson, Kenrad E.
A Stochastic Simulator of a Blood Product Donation Environment with Demand Spikes and Supply Shocks
title 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_short 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
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3144207/
https://www.ncbi.nlm.nih.gov/pubmed/21814550
http://dx.doi.org/10.1371/journal.pone.0021752
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