TY - JOUR
T1 - Using non-metric multi-dimensional scaling analysis and multi-objective optimization to evaluate green algae for production of proteins, carbohydrates, lipids, and simultaneously fix carbon dioxide
AU - Hussain, Javid
AU - Wang, Xiaoqing
AU - Sousa, Leandro
AU - Ali, Roshan
AU - Rittmann, Bruce E.
AU - Liao, Wei
N1 - Funding Information:
This research was supported by the World Academy of Science & CNPq, Brazil (Grant No. 190398/2011-6 ). The authors thank Michigan AgBioResearch for supporting this work through faculty salaries.
Funding Information:
This research was supported by the World Academy of Science & CNPq, Brazil (Grant No. 190398/2011-6). The authors thank Michigan AgBioResearch for supporting this work through faculty salaries.
Publisher Copyright:
© 2020 Elsevier Ltd
PY - 2020/10
Y1 - 2020/10
N2 - Eight green-algae species were investigated to elucidate the effects of growth phases on biomass productivity (CO2 fixation rate) and accumulation of algal macromolecules (proteins, carbohydrates, and lipids). Non-metric multi-dimensional scaling (NMDS) and multiple-objective optimization were applied to evaluate the effects of algal species and growth phases on biomass productivity and algal macromolecule accumulation. Algal species and growth phases had significant impacts on biomass production and composition. NMDS delineated that biomass productivity and protein accumulation of all species were dominant in the log phase, while the stationary phase was favorable for lipid and carbohydrate accumulation. Among the eight algal species, Chlorella vulgaris had the highest biomass productivity (75 mg/L/day) and a high protein content in the exponential phase (53%). Scenedesmus obliquus had the highest protein content (55%) in the log phase, Botryococcus braunii showed the highest lipid content (40%) in the stationary phase, and Staurastrum sp. presented the highest carbohydrate content (37%) in the stationary phase. Two-objective optimization for algal biomass productivity and composition led to the conclusion that Chlorella vulgaris, Botryococcus braunii, and Coelastrum microporum are the preferred strains for accumulation of proteins, lipids, and carbohydrates, respectively, along with good CO2 fixation (biomass productivity). NMDS and multi-objective optimization are useful tools to select preferred strains and corresponding culture conditions from a large pool of candidates for simultaneous biomass and macromolecule accumulation.
AB - Eight green-algae species were investigated to elucidate the effects of growth phases on biomass productivity (CO2 fixation rate) and accumulation of algal macromolecules (proteins, carbohydrates, and lipids). Non-metric multi-dimensional scaling (NMDS) and multiple-objective optimization were applied to evaluate the effects of algal species and growth phases on biomass productivity and algal macromolecule accumulation. Algal species and growth phases had significant impacts on biomass production and composition. NMDS delineated that biomass productivity and protein accumulation of all species were dominant in the log phase, while the stationary phase was favorable for lipid and carbohydrate accumulation. Among the eight algal species, Chlorella vulgaris had the highest biomass productivity (75 mg/L/day) and a high protein content in the exponential phase (53%). Scenedesmus obliquus had the highest protein content (55%) in the log phase, Botryococcus braunii showed the highest lipid content (40%) in the stationary phase, and Staurastrum sp. presented the highest carbohydrate content (37%) in the stationary phase. Two-objective optimization for algal biomass productivity and composition led to the conclusion that Chlorella vulgaris, Botryococcus braunii, and Coelastrum microporum are the preferred strains for accumulation of proteins, lipids, and carbohydrates, respectively, along with good CO2 fixation (biomass productivity). NMDS and multi-objective optimization are useful tools to select preferred strains and corresponding culture conditions from a large pool of candidates for simultaneous biomass and macromolecule accumulation.
KW - Biomass composition
KW - Biomass productivity
KW - Carbon dioxide fixation
KW - Growth phase
KW - Principal components analysis
KW - Two-objective optimization
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U2 - 10.1016/j.biombioe.2020.105711
DO - 10.1016/j.biombioe.2020.105711
M3 - Article
AN - SCOPUS:85089573293
SN - 0961-9534
VL - 141
JO - Biomass and Bioenergy
JF - Biomass and Bioenergy
M1 - 105711
ER -