2016
DOI: 10.1016/j.cryobiol.2016.09.078
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Algorithm optimization of cryopreservation protocols to improve mesenchymal stem cell functionality

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Cited by 2 publications
(4 citation statements)
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“…Compared to our previous DE algorithm studies (Pollock et al, 2017;Pi et al, 2019a), this study optimized four variable components instead of the former three variables, which resulted in six times as many possible vectors in the parameter space than before. However, the population size of each generation (i.e., 10) was smaller than what had been commonly used before (i.e., 13-27).…”
Section: Discussionmentioning
confidence: 99%
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“…Compared to our previous DE algorithm studies (Pollock et al, 2017;Pi et al, 2019a), this study optimized four variable components instead of the former three variables, which resulted in six times as many possible vectors in the parameter space than before. However, the population size of each generation (i.e., 10) was smaller than what had been commonly used before (i.e., 13-27).…”
Section: Discussionmentioning
confidence: 99%
“…A DE algorithm with the basic mutation strategy (DE/rand/1/bin) (Storn and Price, 1997;Pollock et al, 2017;Pi et al, 2019a) was used to rapidly optimize the composition of the DMSO-free freezing solution for hiPSCs based on the functional metric of post-thaw reattachment rate. Briefly, the DE algorithm utilizes stochastic direct search to randomly generate an initial group (Generation 0) of sample parameters (i.e., concentrations of DMSO-free CPA molecules) from the population spanning the entire parameter space.…”
Section: Algorithmmentioning
confidence: 99%
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“…The window of manufacturing both pre-freeze and post-thaw can be influenced by biochemical toxicity. For example, the duration that cells are exposed to DMSO-containing cryopreservation solutions is limited to short times pre-freeze and post-thaw [6]. This restriction complicates the workflow considerably at both the site of manufacture and the site of use.…”
Section: Formulation and Introduction Of A Freezing Mediummentioning
confidence: 98%