Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina

Detalhes bibliográficos
Autor(a) principal: Sá, Marta
Data de Publicação: 2020
Outros Autores: Ramos, Alzira, Monte, Joana, Brazinha, Carla, Galinha, Claudia F., Crespo, João G
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10451/49733
Resumo: When growing microalgae for biorefinery processes, a high product yield is desired. For that reason, monitoring the concentration of the desired products during growth and products induction procedure is of great interest. 2D Fluorescence spectroscopy is a fingerprinting technique, used in situ and at real time, with a high potential for online monitoring of biological systems. In this work, Dunaliella salina pigment content was monitored using fluorescence data coupled with chemometric tools. Climatic parameters were also used as input variables due to their impact on the pigments profile in outdoor cultivations. Predictive models were developed for chlorophyll content (a, b, and total) with variance captured between 50 and 90%, and R2 varying between 0.6 and 0.9 for both training and validation data sets. Total carotenoids models captured 70 to 80% of variance, and R2 between 0.7 and 0.9, for training and validation. Models for specific carotenoids (zeaxanthin, α-carotene, all-trans-β-carotene, and 9-cis-β-carotene) captured variance between 60 and 90%, with validation and training R2 between 0.6 and 0.9. With this methodology, it was possible to calibrate a monitoring tool for pigments quantification, as a bulk and as individual compounds, proving that 2D fluorescence spectroscopy and climatic data combined with chemometric tools can be used to assess simultaneously and at real time different pigments in D. salina biomass production.
id RCAP_1b2129b9f4fe8e423ac36f104e1bda2a
oai_identifier_str oai:repositorio.ul.pt:10451/49733
network_acronym_str RCAP
network_name_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository_id_str 7160
spelling Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salinaWhen growing microalgae for biorefinery processes, a high product yield is desired. For that reason, monitoring the concentration of the desired products during growth and products induction procedure is of great interest. 2D Fluorescence spectroscopy is a fingerprinting technique, used in situ and at real time, with a high potential for online monitoring of biological systems. In this work, Dunaliella salina pigment content was monitored using fluorescence data coupled with chemometric tools. Climatic parameters were also used as input variables due to their impact on the pigments profile in outdoor cultivations. Predictive models were developed for chlorophyll content (a, b, and total) with variance captured between 50 and 90%, and R2 varying between 0.6 and 0.9 for both training and validation data sets. Total carotenoids models captured 70 to 80% of variance, and R2 between 0.7 and 0.9, for training and validation. Models for specific carotenoids (zeaxanthin, α-carotene, all-trans-β-carotene, and 9-cis-β-carotene) captured variance between 60 and 90%, with validation and training R2 between 0.6 and 0.9. With this methodology, it was possible to calibrate a monitoring tool for pigments quantification, as a bulk and as individual compounds, proving that 2D fluorescence spectroscopy and climatic data combined with chemometric tools can be used to assess simultaneously and at real time different pigments in D. salina biomass production.SpringerRepositório da Universidade de LisboaSá, MartaRamos, AlziraMonte, JoanaBrazinha, CarlaGalinha, Claudia F.Crespo, João G2021-09-30T14:09:15Z2020-022020-02-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/49733engSá, M., Ramos, A., Monte, J. et al. Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina. J Appl Phycol 32, 363–373 (2020). https://doi.org/10.1007/s10811-019-01999-z10.1007/s10811-019-01999-zinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-08T16:53:14Zoai:repositorio.ul.pt:10451/49733Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:01:05.443917Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina
title Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina
spellingShingle Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina
Sá, Marta
title_short Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina
title_full Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina
title_fullStr Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina
title_full_unstemmed Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina
title_sort Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina
author Sá, Marta
author_facet Sá, Marta
Ramos, Alzira
Monte, Joana
Brazinha, Carla
Galinha, Claudia F.
Crespo, João G
author_role author
author2 Ramos, Alzira
Monte, Joana
Brazinha, Carla
Galinha, Claudia F.
Crespo, João G
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Sá, Marta
Ramos, Alzira
Monte, Joana
Brazinha, Carla
Galinha, Claudia F.
Crespo, João G
description When growing microalgae for biorefinery processes, a high product yield is desired. For that reason, monitoring the concentration of the desired products during growth and products induction procedure is of great interest. 2D Fluorescence spectroscopy is a fingerprinting technique, used in situ and at real time, with a high potential for online monitoring of biological systems. In this work, Dunaliella salina pigment content was monitored using fluorescence data coupled with chemometric tools. Climatic parameters were also used as input variables due to their impact on the pigments profile in outdoor cultivations. Predictive models were developed for chlorophyll content (a, b, and total) with variance captured between 50 and 90%, and R2 varying between 0.6 and 0.9 for both training and validation data sets. Total carotenoids models captured 70 to 80% of variance, and R2 between 0.7 and 0.9, for training and validation. Models for specific carotenoids (zeaxanthin, α-carotene, all-trans-β-carotene, and 9-cis-β-carotene) captured variance between 60 and 90%, with validation and training R2 between 0.6 and 0.9. With this methodology, it was possible to calibrate a monitoring tool for pigments quantification, as a bulk and as individual compounds, proving that 2D fluorescence spectroscopy and climatic data combined with chemometric tools can be used to assess simultaneously and at real time different pigments in D. salina biomass production.
publishDate 2020
dc.date.none.fl_str_mv 2020-02
2020-02-01T00:00:00Z
2021-09-30T14:09:15Z
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://hdl.handle.net/10451/49733
url http://hdl.handle.net/10451/49733
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Sá, M., Ramos, A., Monte, J. et al. Development of a monitoring tool based on fluorescence and climatic data for pigments profile estimation in Dunaliella salina. J Appl Phycol 32, 363–373 (2020). https://doi.org/10.1007/s10811-019-01999-z
10.1007/s10811-019-01999-z
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Springer
publisher.none.fl_str_mv Springer
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
_version_ 1799134558857199616