A Multivariate Calibration Procedure for UV/VIS Spectrometric Monitoring of BHK-21 Cell Metabolism and Growth
Autor(a) principal: | |
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Data de Publicação: | 2014 |
Outros Autores: | , , , , , , , , , , , , , |
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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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 |
|
_version_ |
1808128658877972480 |