A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth

Detalhes bibliográficos
Autor(a) principal: Leme, Jaci
Data de Publicação: 2014
Outros Autores: Fernández Núñez, Eutimio Gustavo [UNESP], Parizotto, Leticia de Almeida, Chagas, Wagner Antonio, Santos, Erica Salla dos, Prestia Caricati, Aline Tojeira, Rezende, Alexandre Goncalves de, Vale da Costa, Bruno Labate, Ventini Monteiro, Daniela Cristina, Lopes Boldorini, Vera Lucia, Calil Jorge, Soraia Attie, Astray, Renato Mancini, Pereira, Carlos Augusto, Caricati, Celso Pereira, Tonso, Aldo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1002/btpr.1847
http://hdl.handle.net/11449/113334
Resumo: Monitoring mammalian cell culture with UV-vis spectroscopy has not been widely explored. The aim of this work was to calibrate Partial Least Squares (PLS) models from off-line UV-vis spectral data in order to predict some nutrients and metabolites, as well as viable cell concentrations for mammalian cell bioprocess using phenol red in culture medium. The BHK-21 cell line was used as a mammalian cell model. Spectra of samples taken from batches performed at different dissolved oxygen concentrations (10, 30, 50, and 70% air saturation), in two bioreactor configurations and with two strategies to control pH were used to calibrate and validate PLS models. Glutamine, glutamate, glucose, and lactate concentrations were suitably predicted by means of this strategy. Especially for glutamine and glucose concentrations, the prediction error averages were lower than 0.50 +/- 0.10 mM and 2.21 +/- 0.16 mM, respectively. These values are comparable with those previously reported using near infrared and Raman spectroscopy in conjunction with PLS. However, viable cell concentration models need to be improved. The present work allows for UV-vis at-line sensor development, decrease cost related to nutrients and metabolite quantifications and establishment of fed-batch feeding schemes. (c) 2013 American Institute of Chemical Engineers Biotechnol. Prog., 30:241-248, 2014
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spelling A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and GrowthUV-vis spectroscopypartial least squaresBHK-21cell culture monitoringMonitoring mammalian cell culture with UV-vis spectroscopy has not been widely explored. The aim of this work was to calibrate Partial Least Squares (PLS) models from off-line UV-vis spectral data in order to predict some nutrients and metabolites, as well as viable cell concentrations for mammalian cell bioprocess using phenol red in culture medium. The BHK-21 cell line was used as a mammalian cell model. Spectra of samples taken from batches performed at different dissolved oxygen concentrations (10, 30, 50, and 70% air saturation), in two bioreactor configurations and with two strategies to control pH were used to calibrate and validate PLS models. Glutamine, glutamate, glucose, and lactate concentrations were suitably predicted by means of this strategy. Especially for glutamine and glucose concentrations, the prediction error averages were lower than 0.50 +/- 0.10 mM and 2.21 +/- 0.16 mM, respectively. These values are comparable with those previously reported using near infrared and Raman spectroscopy in conjunction with PLS. However, viable cell concentration models need to be improved. The present work allows for UV-vis at-line sensor development, decrease cost related to nutrients and metabolite quantifications and establishment of fed-batch feeding schemes. (c) 2013 American Institute of Chemical Engineers Biotechnol. Prog., 30:241-248, 2014Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Fundacao para o Desenvolvimento Tecnologico da Engenharia (FDTE)Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)Inst Butantan, Lab Especial Pesquisa & Desenvolvimento Imunol V, BR-05503900 Sao Paulo, BrazilUniv Sao Paulo, Escola Politecn, Dept Engn Quim, Lab Celulas Anim, BR-05508900 Sao Paulo, BrazilUniv Estadual Paulista, Dept Ciencias Biol, BR-19806900 Assis, SP, BrazilInst Butantan, Lab Imunol Viral, BR-05503900 Sao Paulo, BrazilInst Pesquisas Tecnol Estado Sao Paulo SA, Nucleo Bionanomanufatura, Lab Biotecnol Ind, BR-05508901 Sao Paulo, BrazilUniv Estadual Paulista, Dept Ciencias Biol, BR-19806900 Assis, SP, BrazilFAPESP: 10/52521-6CNPq: CNPq: 483009/2010-5Wiley-BlackwellInstituto ButantanUniversidade de São Paulo (USP)Universidade Estadual Paulista (Unesp)Inst Pesquisas Tecnol Estado Sao Paulo SALeme, JaciFernández Núñez, Eutimio Gustavo [UNESP]Parizotto, Leticia de AlmeidaChagas, Wagner AntonioSantos, Erica Salla dosPrestia Caricati, Aline TojeiraRezende, Alexandre Goncalves deVale da Costa, Bruno LabateVentini Monteiro, Daniela CristinaLopes Boldorini, Vera LuciaCalil Jorge, Soraia AttieAstray, Renato ManciniPereira, Carlos AugustoCaricati, Celso PereiraTonso, Aldo2014-12-03T13:11:37Z2014-12-03T13:11:37Z2014-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article241-248http://dx.doi.org/10.1002/btpr.1847Biotechnology Progress. Hoboken: Wiley-blackwell, v. 30, n. 1, p. 241-248, 2014.8756-7938http://hdl.handle.net/11449/11333410.1002/btpr.1847WOS:000331385800026Web of Sciencereponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengBiotechnology Progress1.9470,676info:eu-repo/semantics/openAccess2024-06-13T17:38:19Zoai:repositorio.unesp.br:11449/113334Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T16:28:35.600358Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
title A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
spellingShingle A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
Leme, Jaci
UV-vis spectroscopy
partial least squares
BHK-21
cell culture monitoring
title_short A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
title_full A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
title_fullStr A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
title_full_unstemmed A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
title_sort A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
author Leme, Jaci
author_facet Leme, Jaci
Fernández Núñez, Eutimio Gustavo [UNESP]
Parizotto, Leticia de Almeida
Chagas, Wagner Antonio
Santos, Erica Salla dos
Prestia Caricati, Aline Tojeira
Rezende, Alexandre Goncalves de
Vale da Costa, Bruno Labate
Ventini Monteiro, Daniela Cristina
Lopes Boldorini, Vera Lucia
Calil Jorge, Soraia Attie
Astray, Renato Mancini
Pereira, Carlos Augusto
Caricati, Celso Pereira
Tonso, Aldo
author_role author
author2 Fernández Núñez, Eutimio Gustavo [UNESP]
Parizotto, Leticia de Almeida
Chagas, Wagner Antonio
Santos, Erica Salla dos
Prestia Caricati, Aline Tojeira
Rezende, Alexandre Goncalves de
Vale da Costa, Bruno Labate
Ventini Monteiro, Daniela Cristina
Lopes Boldorini, Vera Lucia
Calil Jorge, Soraia Attie
Astray, Renato Mancini
Pereira, Carlos Augusto
Caricati, Celso Pereira
Tonso, Aldo
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Instituto Butantan
Universidade de São Paulo (USP)
Universidade Estadual Paulista (Unesp)
Inst Pesquisas Tecnol Estado Sao Paulo SA
dc.contributor.author.fl_str_mv Leme, Jaci
Fernández Núñez, Eutimio Gustavo [UNESP]
Parizotto, Leticia de Almeida
Chagas, Wagner Antonio
Santos, Erica Salla dos
Prestia Caricati, Aline Tojeira
Rezende, Alexandre Goncalves de
Vale da Costa, Bruno Labate
Ventini Monteiro, Daniela Cristina
Lopes Boldorini, Vera Lucia
Calil Jorge, Soraia Attie
Astray, Renato Mancini
Pereira, Carlos Augusto
Caricati, Celso Pereira
Tonso, Aldo
dc.subject.por.fl_str_mv UV-vis spectroscopy
partial least squares
BHK-21
cell culture monitoring
topic UV-vis spectroscopy
partial least squares
BHK-21
cell culture monitoring
description Monitoring mammalian cell culture with UV-vis spectroscopy has not been widely explored. The aim of this work was to calibrate Partial Least Squares (PLS) models from off-line UV-vis spectral data in order to predict some nutrients and metabolites, as well as viable cell concentrations for mammalian cell bioprocess using phenol red in culture medium. The BHK-21 cell line was used as a mammalian cell model. Spectra of samples taken from batches performed at different dissolved oxygen concentrations (10, 30, 50, and 70% air saturation), in two bioreactor configurations and with two strategies to control pH were used to calibrate and validate PLS models. Glutamine, glutamate, glucose, and lactate concentrations were suitably predicted by means of this strategy. Especially for glutamine and glucose concentrations, the prediction error averages were lower than 0.50 +/- 0.10 mM and 2.21 +/- 0.16 mM, respectively. These values are comparable with those previously reported using near infrared and Raman spectroscopy in conjunction with PLS. However, viable cell concentration models need to be improved. The present work allows for UV-vis at-line sensor development, decrease cost related to nutrients and metabolite quantifications and establishment of fed-batch feeding schemes. (c) 2013 American Institute of Chemical Engineers Biotechnol. Prog., 30:241-248, 2014
publishDate 2014
dc.date.none.fl_str_mv 2014-12-03T13:11:37Z
2014-12-03T13:11:37Z
2014-01-01
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1002/btpr.1847
Biotechnology Progress. Hoboken: Wiley-blackwell, v. 30, n. 1, p. 241-248, 2014.
8756-7938
http://hdl.handle.net/11449/113334
10.1002/btpr.1847
WOS:000331385800026
url http://dx.doi.org/10.1002/btpr.1847
http://hdl.handle.net/11449/113334
identifier_str_mv Biotechnology Progress. Hoboken: Wiley-blackwell, v. 30, n. 1, p. 241-248, 2014.
8756-7938
10.1002/btpr.1847
WOS:000331385800026
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Biotechnology Progress
1.947
0,676
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv 241-248
dc.publisher.none.fl_str_mv Wiley-Blackwell
publisher.none.fl_str_mv Wiley-Blackwell
dc.source.none.fl_str_mv Web of Science
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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