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Standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach
BACKGROUND: Standardized animal-free components are required for manufacturing cell-based medicinal products. Human platelet concentrates are sources of growth factors for cell expansion but such products are characterized by undesired variability. Pooling together single-donor products improves con...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5437585/ https://www.ncbi.nlm.nih.gov/pubmed/28526045 http://dx.doi.org/10.1186/s12967-017-1210-z |
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author | Agostini, Francesco Polesel, Jerry Battiston, Monica Lombardi, Elisabetta Zanolin, Stefania Da Ponte, Alessandro Astori, Giuseppe Durante, Cristina Mazzucato, Mario |
author_facet | Agostini, Francesco Polesel, Jerry Battiston, Monica Lombardi, Elisabetta Zanolin, Stefania Da Ponte, Alessandro Astori, Giuseppe Durante, Cristina Mazzucato, Mario |
author_sort | Agostini, Francesco |
collection | PubMed |
description | BACKGROUND: Standardized animal-free components are required for manufacturing cell-based medicinal products. Human platelet concentrates are sources of growth factors for cell expansion but such products are characterized by undesired variability. Pooling together single-donor products improves consistency, but the minimal pool sample size was never determined. METHODS: Supernatant rich in growth factors (SRGF) derived from n = 44 single-donor platelet-apheresis was obtained by CaCl(2) addition. n = 10 growth factor concentrations were measured. The data matrix was analyzed by a novel statistical algorithm programmed to create 500 groups of random data from single-donor SRGF and to repeat this task increasing group statistical sample size from n = 2 to n = 20. Thereafter, in created groups (n = 9500), the software calculated means for each growth factor and, matching groups with the same sample size, the software retrieved the percent coefficient of variation (CV) between calculated means. A 20% CV was defined as threshold. For validation, we assessed the CV of concentrations measured in n = 10 pools manufactured according to algorithm results. Finally, we compared growth rate and differentiation potential of adipose-derived stromal/stem cells (ASC) expanded by separate SRGF pools. RESULTS: Growth factor concentrations in single-donor SRGF were characterized by high variability (mean (pg/ml)–CV); VEGF: 950–81.4; FGF-b: 27–74.6; PDGF-AA: 7883–28.8; PDGF-AB: 107834–32.5; PDGF-BB: 11142–48.4; Endostatin: 305034–16.2; Angiostatin: 197284–32.9; TGF-β1: 68382–53.7; IGF-I: 70876–38.3; EGF: 2411–30.2). In silico performed analysis suggested that pooling n = 16 single-donor SRGF reduced CV below 20%. Concentrations measured in 10 pools of n = 16 single SRGF were not different from mean values measured in single SRGF, but the CV was reduced to or below the threshold. Separate SRGF pools failed to differently affect ASC growth rate (slope pool A = 0.6; R(2) = 0.99; slope pool B = 0.7; R(2) 0.99) or differentiation potential. DISCUSSION: Results deriving from our algorithm and from validation utilizing real SRGF pools demonstrated that pooling n = 16 single-donor SRGF products can ameliorate variability of final growth factor concentrations. Different pools of n = 16 single donor SRGF displayed consitent capability to modulate growth and differentiation potential of expanded ASC. Increasing the pool size should not further improve product composition. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12967-017-1210-z) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5437585 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-54375852017-05-22 Standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach Agostini, Francesco Polesel, Jerry Battiston, Monica Lombardi, Elisabetta Zanolin, Stefania Da Ponte, Alessandro Astori, Giuseppe Durante, Cristina Mazzucato, Mario J Transl Med Research Article BACKGROUND: Standardized animal-free components are required for manufacturing cell-based medicinal products. Human platelet concentrates are sources of growth factors for cell expansion but such products are characterized by undesired variability. Pooling together single-donor products improves consistency, but the minimal pool sample size was never determined. METHODS: Supernatant rich in growth factors (SRGF) derived from n = 44 single-donor platelet-apheresis was obtained by CaCl(2) addition. n = 10 growth factor concentrations were measured. The data matrix was analyzed by a novel statistical algorithm programmed to create 500 groups of random data from single-donor SRGF and to repeat this task increasing group statistical sample size from n = 2 to n = 20. Thereafter, in created groups (n = 9500), the software calculated means for each growth factor and, matching groups with the same sample size, the software retrieved the percent coefficient of variation (CV) between calculated means. A 20% CV was defined as threshold. For validation, we assessed the CV of concentrations measured in n = 10 pools manufactured according to algorithm results. Finally, we compared growth rate and differentiation potential of adipose-derived stromal/stem cells (ASC) expanded by separate SRGF pools. RESULTS: Growth factor concentrations in single-donor SRGF were characterized by high variability (mean (pg/ml)–CV); VEGF: 950–81.4; FGF-b: 27–74.6; PDGF-AA: 7883–28.8; PDGF-AB: 107834–32.5; PDGF-BB: 11142–48.4; Endostatin: 305034–16.2; Angiostatin: 197284–32.9; TGF-β1: 68382–53.7; IGF-I: 70876–38.3; EGF: 2411–30.2). In silico performed analysis suggested that pooling n = 16 single-donor SRGF reduced CV below 20%. Concentrations measured in 10 pools of n = 16 single SRGF were not different from mean values measured in single SRGF, but the CV was reduced to or below the threshold. Separate SRGF pools failed to differently affect ASC growth rate (slope pool A = 0.6; R(2) = 0.99; slope pool B = 0.7; R(2) 0.99) or differentiation potential. DISCUSSION: Results deriving from our algorithm and from validation utilizing real SRGF pools demonstrated that pooling n = 16 single-donor SRGF products can ameliorate variability of final growth factor concentrations. Different pools of n = 16 single donor SRGF displayed consitent capability to modulate growth and differentiation potential of expanded ASC. Increasing the pool size should not further improve product composition. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12967-017-1210-z) contains supplementary material, which is available to authorized users. BioMed Central 2017-05-19 /pmc/articles/PMC5437585/ /pubmed/28526045 http://dx.doi.org/10.1186/s12967-017-1210-z Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Agostini, Francesco Polesel, Jerry Battiston, Monica Lombardi, Elisabetta Zanolin, Stefania Da Ponte, Alessandro Astori, Giuseppe Durante, Cristina Mazzucato, Mario Standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach |
title | Standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach |
title_full | Standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach |
title_fullStr | Standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach |
title_full_unstemmed | Standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach |
title_short | Standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach |
title_sort | standardization of platelet releasate products for clinical applications in cell therapy: a mathematical approach |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5437585/ https://www.ncbi.nlm.nih.gov/pubmed/28526045 http://dx.doi.org/10.1186/s12967-017-1210-z |
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