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Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics
Two of the primary issues with characterizing the variability of raw materials used in mammalian cell culture, such as wheat hydrolysate, is that the analyses of these materials can be time consuming, and the results of the analyses are not straightforward to interpret. To solve these issues, spectr...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5573913/ https://www.ncbi.nlm.nih.gov/pubmed/28393480 http://dx.doi.org/10.1002/btpr.2480 |
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author | Trunfio, Nicholas Lee, Haewoo Starkey, Jason Agarabi, Cyrus Liu, Jay Yoon, Seongkyu |
author_facet | Trunfio, Nicholas Lee, Haewoo Starkey, Jason Agarabi, Cyrus Liu, Jay Yoon, Seongkyu |
author_sort | Trunfio, Nicholas |
collection | PubMed |
description | Two of the primary issues with characterizing the variability of raw materials used in mammalian cell culture, such as wheat hydrolysate, is that the analyses of these materials can be time consuming, and the results of the analyses are not straightforward to interpret. To solve these issues, spectroscopy can be combined with chemometrics to provide a quick, robust and easy to understand methodology for the characterization of raw materials; which will improve cell culture performance by providing an assessment of the impact that a given raw material will have on final product quality. In this study, four spectroscopic technologies: near infrared spectroscopy, middle infrared spectroscopy, Raman spectroscopy, and fluorescence spectroscopy were used in conjunction with principal component analysis to characterize the variability of wheat hydrolysates, and to provide evidence that the classification of good and bad lots of raw material is possible. Then, the same spectroscopic platforms are combined with partial least squares regressions to quantitatively predict two cell culture critical quality attributes (CQA): integrated viable cell density and IgG titer. The results showed that near infrared (NIR) spectroscopy and fluorescence spectroscopy are capable of characterizing the wheat hydrolysate's chemical structure, with NIR performing slightly better; and that they can be used to estimate the raw materials’ impact on the CQAs. These results were justified by demonstrating that of all the components present in the wheat hydrolysates, six amino acids: arginine, glycine, phenylalanine, tyrosine, isoleucine and threonine; and five trace elements: copper, phosphorus, molybdenum, arsenic and aluminum, had a large, statistically significant effect on the CQAs, and that NIR and fluorescence spectroscopy performed the best for characterizing the important amino acids. It was also found that the trace elements of interest were not characterized well by any of the spectral technologies used; however, the trace elements were also shown to have a less significant effect on the CQAs than the amino acids. © 2017 The Authors Biotechnology Progress published by Wiley Periodicals, Inc. on behalf of American Institute of Chemical Engineers, 33:1127–1138, 2017 |
format | Online Article Text |
id | pubmed-5573913 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-55739132017-09-15 Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics Trunfio, Nicholas Lee, Haewoo Starkey, Jason Agarabi, Cyrus Liu, Jay Yoon, Seongkyu Biotechnol Prog RESEARCH ARTICLES Two of the primary issues with characterizing the variability of raw materials used in mammalian cell culture, such as wheat hydrolysate, is that the analyses of these materials can be time consuming, and the results of the analyses are not straightforward to interpret. To solve these issues, spectroscopy can be combined with chemometrics to provide a quick, robust and easy to understand methodology for the characterization of raw materials; which will improve cell culture performance by providing an assessment of the impact that a given raw material will have on final product quality. In this study, four spectroscopic technologies: near infrared spectroscopy, middle infrared spectroscopy, Raman spectroscopy, and fluorescence spectroscopy were used in conjunction with principal component analysis to characterize the variability of wheat hydrolysates, and to provide evidence that the classification of good and bad lots of raw material is possible. Then, the same spectroscopic platforms are combined with partial least squares regressions to quantitatively predict two cell culture critical quality attributes (CQA): integrated viable cell density and IgG titer. The results showed that near infrared (NIR) spectroscopy and fluorescence spectroscopy are capable of characterizing the wheat hydrolysate's chemical structure, with NIR performing slightly better; and that they can be used to estimate the raw materials’ impact on the CQAs. These results were justified by demonstrating that of all the components present in the wheat hydrolysates, six amino acids: arginine, glycine, phenylalanine, tyrosine, isoleucine and threonine; and five trace elements: copper, phosphorus, molybdenum, arsenic and aluminum, had a large, statistically significant effect on the CQAs, and that NIR and fluorescence spectroscopy performed the best for characterizing the important amino acids. It was also found that the trace elements of interest were not characterized well by any of the spectral technologies used; however, the trace elements were also shown to have a less significant effect on the CQAs than the amino acids. © 2017 The Authors Biotechnology Progress published by Wiley Periodicals, Inc. on behalf of American Institute of Chemical Engineers, 33:1127–1138, 2017 John Wiley and Sons Inc. 2017-05-16 2017 /pmc/articles/PMC5573913/ /pubmed/28393480 http://dx.doi.org/10.1002/btpr.2480 Text en © 2017 The Authors Biotechnology Progress published by Wiley Periodicals, Inc. on behalf of American Institute of Chemical Engineers This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial (http://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | RESEARCH ARTICLES Trunfio, Nicholas Lee, Haewoo Starkey, Jason Agarabi, Cyrus Liu, Jay Yoon, Seongkyu Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics |
title | Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics |
title_full | Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics |
title_fullStr | Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics |
title_full_unstemmed | Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics |
title_short | Characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics |
title_sort | characterization of mammalian cell culture raw materials by combining spectroscopy and chemometrics |
topic | RESEARCH ARTICLES |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5573913/ https://www.ncbi.nlm.nih.gov/pubmed/28393480 http://dx.doi.org/10.1002/btpr.2480 |
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