Multivariable approach on growth of microalgae

Bibliographic Details
Main Author: Geada, Pedro
Publication Date: 2022
Other Authors: Madureira, Leandro, Francisco, Diogo, Maciel, Filipe, Silva, Joana L., Vicente, A. A., Teixeira, J. A.
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://hdl.handle.net/1822/79388
Summary: Despite the increasing interest in microalgal biomass and its high-value compounds, the number of products that successfully reach the market is still neglectable when compared to the high potential linked to these organisms. High production costs and low productivity both in terms of biomass and metabolites associated with microalgae growth are some of the causes hindering their widespread use and commercialization. The use of high-density cell cultures, for instance, is a strategy that arises as a potential solution to overcome these challenges. However, the optimization of growth parameters individually, may not be suitable since it does not take into account the interactions and synergies between different variables. This work aims at optimizing the culture conditions of a heterotrophic Chlorella vulgaris sp. in order to enhance both biomass concentration. For that purpose, a multivariable approach was developed envisaging the optimization of 24 independent variables simultaneously through Design of Experiment tools using the Protimiza Experimental Design software. The composition (i.e., concentration of 20 macro- and micronutrients, including the organic carbon source) and pH of the culture medium, starting inoculum, agitation, and temperature were the parameters studied. The variation of culture conditions allowed obtaining significant differences on growth kinetics. Biomass concentration ranged between 0.2 and 18.7 g.L-1, while biomass productivity presented a 52-fold variation when considering its minimum and maximum values. Besides the impact of different conditions on C. vulgaris growth, these trials also enabled to determine which variables played a statistically significant role on both biomass concentration and productivity, with a confidence level of 95 %. The concentration of the sources of nitrogen, organic carbon and magnesium have shown a significant impact over biomass concentration, being the source of nitrogen the most relevant parameter. On the other hand, the concentration of the sources of nitrogen and magnesium, as well as the pH of the culture medium, proved to be determinant to biomass productivity. However, in this case, the pH was found to have the dominant effect.
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spelling Multivariable approach on growth of microalgaeGrowth optimizationChlorella vulgarisDOE toolsSignificant variablesBiomass productionDespite the increasing interest in microalgal biomass and its high-value compounds, the number of products that successfully reach the market is still neglectable when compared to the high potential linked to these organisms. High production costs and low productivity both in terms of biomass and metabolites associated with microalgae growth are some of the causes hindering their widespread use and commercialization. The use of high-density cell cultures, for instance, is a strategy that arises as a potential solution to overcome these challenges. However, the optimization of growth parameters individually, may not be suitable since it does not take into account the interactions and synergies between different variables. This work aims at optimizing the culture conditions of a heterotrophic Chlorella vulgaris sp. in order to enhance both biomass concentration. For that purpose, a multivariable approach was developed envisaging the optimization of 24 independent variables simultaneously through Design of Experiment tools using the Protimiza Experimental Design software. The composition (i.e., concentration of 20 macro- and micronutrients, including the organic carbon source) and pH of the culture medium, starting inoculum, agitation, and temperature were the parameters studied. The variation of culture conditions allowed obtaining significant differences on growth kinetics. Biomass concentration ranged between 0.2 and 18.7 g.L-1, while biomass productivity presented a 52-fold variation when considering its minimum and maximum values. Besides the impact of different conditions on C. vulgaris growth, these trials also enabled to determine which variables played a statistically significant role on both biomass concentration and productivity, with a confidence level of 95 %. The concentration of the sources of nitrogen, organic carbon and magnesium have shown a significant impact over biomass concentration, being the source of nitrogen the most relevant parameter. On the other hand, the concentration of the sources of nitrogen and magnesium, as well as the pH of the culture medium, proved to be determinant to biomass productivity. However, in this case, the pH was found to have the dominant effect.This study was supported by the Portuguese Foundation for Science and Technology (FCT) under the scope of the strategic funding of UIDB/04469/2020 unit. This work is funded by ERDF Funds through the Competitiveness factors Operational program – COMPETE and by National Funds through the FCT - Foundation for Science and Technology under the project AgriFood XXI (NORTE- 01-0145-FEDER-000041). This research work was supported by ALGAVALOR - Lisboa 01-0247-FEDER-035234, supported by Operational Programme for Competitiveness and Internationalization (COMPETE2020), by Lisbon Portugal Regional Operational Programme (Lisboa 2020) and by Algarve Regional Operational Programme (Algarve 2020) under the Portugal 2020 Partnership Agreement, through the European Regional Development Fund (ERDF). Filipe Maciel and Leandro Madureira acknowledge the Foundation for Science and Technology (FCT) for their fellowships (SFRH/BD/133005/2017 and SFRH/BD/151474/2021, respectively).info:eu-repo/semantics/publishedVersionUniversidade do MinhoGeada, PedroMadureira, LeandroFrancisco, DiogoMaciel, FilipeSilva, Joana L.Vicente, A. A.Teixeira, J. A.2022-04-112022-04-11T00:00:00Zconference objectinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://hdl.handle.net/1822/79388engGeada, Pedro; Madureira, Leandro; Francisco, Diogo; Filipe Maciel; Silva, Joana L.; Vicente, António A.; Teixeira, José A., Multivariable approach on growth of microalgae. BioIberoAmerica 2022 - 3rd IberoAmerican Congress on Biotechnology. No. OP - (574), Braga, Portugal, Apr 7-9, 58-58, 2022.https://www.bioiberoamerica2022.com/info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-05-11T06:21:48Zoai:repositorium.sdum.uminho.pt:1822/79388Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T15:50:35.290571Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Multivariable approach on growth of microalgae
title Multivariable approach on growth of microalgae
spellingShingle Multivariable approach on growth of microalgae
Geada, Pedro
Growth optimization
Chlorella vulgaris
DOE tools
Significant variables
Biomass production
title_short Multivariable approach on growth of microalgae
title_full Multivariable approach on growth of microalgae
title_fullStr Multivariable approach on growth of microalgae
title_full_unstemmed Multivariable approach on growth of microalgae
title_sort Multivariable approach on growth of microalgae
author Geada, Pedro
author_facet Geada, Pedro
Madureira, Leandro
Francisco, Diogo
Maciel, Filipe
Silva, Joana L.
Vicente, A. A.
Teixeira, J. A.
author_role author
author2 Madureira, Leandro
Francisco, Diogo
Maciel, Filipe
Silva, Joana L.
Vicente, A. A.
Teixeira, J. A.
author2_role author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Geada, Pedro
Madureira, Leandro
Francisco, Diogo
Maciel, Filipe
Silva, Joana L.
Vicente, A. A.
Teixeira, J. A.
dc.subject.por.fl_str_mv Growth optimization
Chlorella vulgaris
DOE tools
Significant variables
Biomass production
topic Growth optimization
Chlorella vulgaris
DOE tools
Significant variables
Biomass production
description Despite the increasing interest in microalgal biomass and its high-value compounds, the number of products that successfully reach the market is still neglectable when compared to the high potential linked to these organisms. High production costs and low productivity both in terms of biomass and metabolites associated with microalgae growth are some of the causes hindering their widespread use and commercialization. The use of high-density cell cultures, for instance, is a strategy that arises as a potential solution to overcome these challenges. However, the optimization of growth parameters individually, may not be suitable since it does not take into account the interactions and synergies between different variables. This work aims at optimizing the culture conditions of a heterotrophic Chlorella vulgaris sp. in order to enhance both biomass concentration. For that purpose, a multivariable approach was developed envisaging the optimization of 24 independent variables simultaneously through Design of Experiment tools using the Protimiza Experimental Design software. The composition (i.e., concentration of 20 macro- and micronutrients, including the organic carbon source) and pH of the culture medium, starting inoculum, agitation, and temperature were the parameters studied. The variation of culture conditions allowed obtaining significant differences on growth kinetics. Biomass concentration ranged between 0.2 and 18.7 g.L-1, while biomass productivity presented a 52-fold variation when considering its minimum and maximum values. Besides the impact of different conditions on C. vulgaris growth, these trials also enabled to determine which variables played a statistically significant role on both biomass concentration and productivity, with a confidence level of 95 %. The concentration of the sources of nitrogen, organic carbon and magnesium have shown a significant impact over biomass concentration, being the source of nitrogen the most relevant parameter. On the other hand, the concentration of the sources of nitrogen and magnesium, as well as the pH of the culture medium, proved to be determinant to biomass productivity. However, in this case, the pH was found to have the dominant effect.
publishDate 2022
dc.date.none.fl_str_mv 2022-04-11
2022-04-11T00:00:00Z
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url https://hdl.handle.net/1822/79388
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Geada, Pedro; Madureira, Leandro; Francisco, Diogo; Filipe Maciel; Silva, Joana L.; Vicente, António A.; Teixeira, José A., Multivariable approach on growth of microalgae. BioIberoAmerica 2022 - 3rd IberoAmerican Congress on Biotechnology. No. OP - (574), Braga, Portugal, Apr 7-9, 58-58, 2022.
https://www.bioiberoamerica2022.com/
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