TY - JOUR
T1 - Structured population balances to support microalgae-based processes: Review of the state-of-art and perspectives analysis
AU - Usai, Alessandro
AU - Theodoropoulos, Constantinos
AU - Di Caprio, Fabrizio
AU - Altimari, Pietro
AU - Cao, Giacomo
AU - Concas, Alessandro
PY - 2023/2/2
Y1 - 2023/2/2
N2 - Design and optimization of microalgae processes have traditionally relied on the application of unsegregated mathematical models, thus neglecting the impact of cell-to-cell heterogeneity. However, there is experimental evidence that the latter one, including but not limited to variation in mass/size, internal composition and cell cycle phase, can play a crucial role in both cultivation and downstream processes. Population balance equations (PBEs) represent a powerful approach to develop mathematical models describing the effect of cell-to-cell heterogeneity. In this work, the potential of PBEs for the analysis and design of microalgae processes are discussed. A detailed review of PBE applications to microalgae cultivation, harvesting and disruption is reported. The review is largely focused on the application of the univariate size/mass structured PBE, where the size/mass is the only internal variable used to identify the cell state. Nonetheless, the need, addressed by few studies, for additional or alternative internal variables to identify the cell cycle phase and/or provide information about the internal composition is discussed. Through the review, the limitations of previous studies are described, and areas are identified where the development of more reliable PBE models, driven by the increasing availability of single-cell experimental data, could support the understanding and purposeful exploitation of the mechanisms determining cell-to-cell heterogeneity.
AB - Design and optimization of microalgae processes have traditionally relied on the application of unsegregated mathematical models, thus neglecting the impact of cell-to-cell heterogeneity. However, there is experimental evidence that the latter one, including but not limited to variation in mass/size, internal composition and cell cycle phase, can play a crucial role in both cultivation and downstream processes. Population balance equations (PBEs) represent a powerful approach to develop mathematical models describing the effect of cell-to-cell heterogeneity. In this work, the potential of PBEs for the analysis and design of microalgae processes are discussed. A detailed review of PBE applications to microalgae cultivation, harvesting and disruption is reported. The review is largely focused on the application of the univariate size/mass structured PBE, where the size/mass is the only internal variable used to identify the cell state. Nonetheless, the need, addressed by few studies, for additional or alternative internal variables to identify the cell cycle phase and/or provide information about the internal composition is discussed. Through the review, the limitations of previous studies are described, and areas are identified where the development of more reliable PBE models, driven by the increasing availability of single-cell experimental data, could support the understanding and purposeful exploitation of the mechanisms determining cell-to-cell heterogeneity.
KW - Population balance equations
KW - Microalgae biorefineries
KW - Mathematical modelling
KW - Downstream processes
KW - Optimization
UR - http://www.scopus.com/inward/record.url?scp=85147324866&partnerID=8YFLogxK
UR - https://www.mendeley.com/catalogue/99611702-419b-3879-92ac-1eea9eafca65/
U2 - 10.1016/j.csbj.2023.01.042
DO - 10.1016/j.csbj.2023.01.042
M3 - Review article
C2 - 36789264
SN - 2001-0370
VL - 21
SP - 1169
EP - 1188
JO - Computational and Structural Biotechnology Journal
JF - Computational and Structural Biotechnology Journal
ER -