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A distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells
INTRODUCTION: Toward the commercial production of human-induced pluripotent stem (hiPS) cells, the process design and operation have to be standardized. Considering the change in cell quality during filling of the hiPS cells into containers, lot sizing during filling also needs to be standardized. M...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Japanese Society for Regenerative Medicine
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6933470/ https://www.ncbi.nlm.nih.gov/pubmed/31890772 http://dx.doi.org/10.1016/j.reth.2019.04.012 |
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author | Suigyama, Hirokazu Shiokaramatsu, Masaki Kino-oka, Masahiro |
author_facet | Suigyama, Hirokazu Shiokaramatsu, Masaki Kino-oka, Masahiro |
author_sort | Suigyama, Hirokazu |
collection | PubMed |
description | INTRODUCTION: Toward the commercial production of human-induced pluripotent stem (hiPS) cells, the process design and operation have to be standardized. Considering the change in cell quality during filling of the hiPS cells into containers, lot sizing during filling also needs to be standardized. METHODS: We present a distribution-based approach that can be used for determining the lot sizes in the filling of hiPS cells by considering change in cell quality during filling. The approach describes the “survival capability” of the cells as a continuous probability distribution, and expresses the change in quality during filling by “trimming” the distribution. RESULTS: A lognormal distribution was assumed as the survival capability distribution of the cells that were to be filled. The distributions after different filling times were calculated, which were compared with the distribution of the initial filling time regarding the yield of the cells and the similarity. These conditions served as strong quality constraints in determining an economically optimal lot size. CONCLUSIONS: The presented conceptual approach would be effective in determining the lot size considering the change in cell quality during filling. For actual application, measuring the distribution information on the survival capability of hiPS cells is encouraged. |
format | Online Article Text |
id | pubmed-6933470 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Japanese Society for Regenerative Medicine |
record_format | MEDLINE/PubMed |
spelling | pubmed-69334702019-12-30 A distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells Suigyama, Hirokazu Shiokaramatsu, Masaki Kino-oka, Masahiro Regen Ther Article INTRODUCTION: Toward the commercial production of human-induced pluripotent stem (hiPS) cells, the process design and operation have to be standardized. Considering the change in cell quality during filling of the hiPS cells into containers, lot sizing during filling also needs to be standardized. METHODS: We present a distribution-based approach that can be used for determining the lot sizes in the filling of hiPS cells by considering change in cell quality during filling. The approach describes the “survival capability” of the cells as a continuous probability distribution, and expresses the change in quality during filling by “trimming” the distribution. RESULTS: A lognormal distribution was assumed as the survival capability distribution of the cells that were to be filled. The distributions after different filling times were calculated, which were compared with the distribution of the initial filling time regarding the yield of the cells and the similarity. These conditions served as strong quality constraints in determining an economically optimal lot size. CONCLUSIONS: The presented conceptual approach would be effective in determining the lot size considering the change in cell quality during filling. For actual application, measuring the distribution information on the survival capability of hiPS cells is encouraged. Japanese Society for Regenerative Medicine 2019-05-17 /pmc/articles/PMC6933470/ /pubmed/31890772 http://dx.doi.org/10.1016/j.reth.2019.04.012 Text en © 2019 The Japanese Society for Regenerative Medicine. Production and hosting by Elsevier B.V. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Suigyama, Hirokazu Shiokaramatsu, Masaki Kino-oka, Masahiro A distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells |
title | A distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells |
title_full | A distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells |
title_fullStr | A distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells |
title_full_unstemmed | A distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells |
title_short | A distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells |
title_sort | distribution-based approach for determining lot sizes in the filling of human-induced pluripotent stem cells |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6933470/ https://www.ncbi.nlm.nih.gov/pubmed/31890772 http://dx.doi.org/10.1016/j.reth.2019.04.012 |
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