Kinetic modelling of starch and lipid formation during mixotrophic, nutrient-limited microalgal growth
•We developed a new kinetic model to predict microalgal starch and lipid formation.•Model dynamics were experimentally validated for a range of conditions.•The model can account for coupled acetate and nitrogen concentration changes.•Optimal initial feed strategies are computed to maximise starch &a...
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Published in | Bioresource technology Vol. 241; pp. 868 - 878 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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England
Elsevier Ltd
01.10.2017
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Abstract | •We developed a new kinetic model to predict microalgal starch and lipid formation.•Model dynamics were experimentally validated for a range of conditions.•The model can account for coupled acetate and nitrogen concentration changes.•Optimal initial feed strategies are computed to maximise starch & lipid production.•Experimental validation of optimal results showed excellent agreement.
Microalgal starch and lipids, carbon-based storage molecules, are useful as potential biofuel feedstocks. In this work, cultivation strategies maximising starch and lipid formation were established by developing a multi-parameter kinetic model describing microalgal growth as well as starch and lipid formation, in conjunction with laboratory-scale experiments. Growth dynamics are driven by nitrogen-limited mixotrophic conditions, known to increase cellular starch and lipid contents whilst enhancing biomass growth. Model parameters were computed by fitting model outputs to a range of experimental datasets from batch cultures of Chlamydomonas reinhardtii. Predictive capabilities of the model were established against different experimental data. The model was subsequently used to compute optimal nutrient-based cultivation strategies in terms of initial nitrogen and carbon concentrations. Model-based optimal strategies yielded a significant increase of 261% for starch (0.065gCL−1) and 66% for lipid (0.08gCL−1) production compared to base-case conditions (0.018gCL−1 starch, 0.048gCL−1 lipids). |
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AbstractList | Microalgal starch and lipids, carbon-based storage molecules, are useful as potential biofuel feedstocks. In this work, cultivation strategies maximising starch and lipid formation were established by developing a multi-parameter kinetic model describing microalgal growth as well as starch and lipid formation, in conjunction with laboratory-scale experiments. Growth dynamics are driven by nitrogen-limited mixotrophic conditions, known to increase cellular starch and lipid contents whilst enhancing biomass growth. Model parameters were computed by fitting model outputs to a range of experimental datasets from batch cultures of Chlamydomonas reinhardtii. Predictive capabilities of the model were established against different experimental data. The model was subsequently used to compute optimal nutrient-based cultivation strategies in terms of initial nitrogen and carbon concentrations. Model-based optimal strategies yielded a significant increase of 261% for starch (0.065gCL-1) and 66% for lipid (0.08gCL-1) production compared to base-case conditions (0.018gCL-1 starch, 0.048gCL-1 lipids). Microalgal starch and lipids, carbon-based storage molecules, are useful as potential biofuel feedstocks. In this work, cultivation strategies maximising starch and lipid formation were established by developing a multi-parameter kinetic model describing microalgal growth as well as starch and lipid formation, in conjunction with laboratory-scale experiments. Growth dynamics are driven by nitrogen-limited mixotrophic conditions, known to increase cellular starch and lipid contents whilst enhancing biomass growth. Model parameters were computed by fitting model outputs to a range of experimental datasets from batch cultures of Chlamydomonas reinhardtii. Predictive capabilities of the model were established against different experimental data. The model was subsequently used to compute optimal nutrient-based cultivation strategies in terms of initial nitrogen and carbon concentrations. Model-based optimal strategies yielded a significant increase of 261% for starch (0.065gCL ) and 66% for lipid (0.08gCL ) production compared to base-case conditions (0.018gCL starch, 0.048gCL lipids). •We developed a new kinetic model to predict microalgal starch and lipid formation.•Model dynamics were experimentally validated for a range of conditions.•The model can account for coupled acetate and nitrogen concentration changes.•Optimal initial feed strategies are computed to maximise starch & lipid production.•Experimental validation of optimal results showed excellent agreement. Microalgal starch and lipids, carbon-based storage molecules, are useful as potential biofuel feedstocks. In this work, cultivation strategies maximising starch and lipid formation were established by developing a multi-parameter kinetic model describing microalgal growth as well as starch and lipid formation, in conjunction with laboratory-scale experiments. Growth dynamics are driven by nitrogen-limited mixotrophic conditions, known to increase cellular starch and lipid contents whilst enhancing biomass growth. Model parameters were computed by fitting model outputs to a range of experimental datasets from batch cultures of Chlamydomonas reinhardtii. Predictive capabilities of the model were established against different experimental data. The model was subsequently used to compute optimal nutrient-based cultivation strategies in terms of initial nitrogen and carbon concentrations. Model-based optimal strategies yielded a significant increase of 261% for starch (0.065gCL−1) and 66% for lipid (0.08gCL−1) production compared to base-case conditions (0.018gCL−1 starch, 0.048gCL−1 lipids). |
Author | Figueroa-Torres, Gonzalo M. Pittman, Jon K. Theodoropoulos, Constantinos |
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Cites_doi | 10.1016/S0032-9592(99)00082-5 10.1007/BF00003874 10.1016/j.enzmictec.2012.07.013 10.1515/botm.1983.26.3.99 10.1073/pnas.1118012108 10.1016/j.jprocont.2011.07.012 10.1016/j.biortech.2010.02.016 10.1016/j.biortech.2014.01.032 10.1016/j.rser.2008.08.014 10.1007/s00253-012-4398-0 10.1002/bit.260100602 10.1093/pcp/pcs082 10.1080/01904160802208345 10.1002/bit.22033 10.1002/bit.22034 10.1016/j.algal.2016.12.015 10.1002/bit.24474 10.1016/j.algal.2013.09.003 10.1128/EC.05242-11 10.1128/EC.00013-14 10.1016/j.algal.2015.10.004 10.1016/j.rser.2009.10.009 10.1007/s11306-015-0878-4 10.1016/j.apenergy.2011.03.012 10.1016/j.rser.2014.12.024 10.1002/bit.23016 10.3390/en6094607 10.1128/EC.00318-12 10.1111/j.1529-8817.1987.tb04436.x 10.1017/S0025315400019238 10.1007/s10811-006-9122-y 10.1016/0032-9592(94)80064-2 10.1016/j.jtbi.2010.04.018 10.1016/j.biortech.2016.07.055 10.1016/j.biortech.2010.06.029 10.1016/j.biortech.2010.06.138 10.1016/j.ymben.2012.01.009 10.1007/s11745-011-3624-3 10.1128/AEM.01423-14 10.1016/j.bej.2011.07.004 10.3389/fpls.2015.00474 10.1016/j.biortech.2012.05.030 |
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Keywords | Starch and lipids optimisation Biofuels Kinetic modelling Chlamydomonas reinhardtii Microalgal dynamics |
Language | English |
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References | Morel (b0185) 1987; 23 Vlysidis, Binns, Webb, Theodoropoulos (b0220) 2011; 58–59 Rügen, Bockmayr, Legrand, Cogne (b0200) 2012; 14 Alonso, Molina, Theodoropoulos (b0010) 2014; 80 Escobar, Lora, Venturini, Yáñez, Castillo, Almazan (b0105) 2009; 13 Harris (b0130) 1989 Johnson, Alric (b0135) 2013; 12 Bekirogullari, Fragkopoulos, Pittman, Theodoropoulos (b0035) 2017; 23 Mairet, Bernard, Lacour, Sciandra (b0155) 2011 Packer, Li, Andersen, Hu, Kuang, Sommerfeld (b0190) 2011; 102 Bernard (b0040) 2011; 21 Shuler, Kargi (b0210) 1992 Kumar, Guria, Chitres, Chakraborty, Pathak (b0145) 2016; 218 Fouchard, Pruvost, Degrenne, Titica, Legrand (b0115) 2009; 102 Lee, Jalalizadeh, Zhang (b0150) 2015; 12 Chapman, Paget, Johnson, Schwartz (b0070) 2015; 6 Choix, De-Bashan, Bashan (b0080) 2012; 51 Scaife, Merkx-Jacques, Woodhall, Armenta (b0205) 2015; 44 Goodenough, Blaby, Casero, Gallaher, Goodson, Johnson, Lee, Merchant, Pellegrini, Roth, Rusch, Singh, Umen, Weiss, Wulan (b0120) 2014; 13 Zhang, Burns, Turner (b0240) 2008; 31 McNichol, MacDougall, Melanson, McGinn (b0175) 2012; 47 Behrens, Bingham, Hoeksema, Cohoon, Cox (b0030) 1989; 1 Bonachela, Raghib, Levin (b0045) 2011; 108 Juneja, Ceballos, Murthy (b0140) 2013; 6 Yao, Ai, Cao, Xue, Zhang (b0230) 2012; 118 Bougaran, Bernard, Sciandra (b0050) 2010; 265 Brennan, Owende (b0060) 2010; 14 Zhang, Chen, Johns (b0235) 1999; 35 Fan, Yan, Andre, Shanklin, Schwender, Xu (b0110) 2012; 53 Goodson, Roth, Wang, Goodenough (b0125) 2011; 10 Moon, Kim, Park, Yoo, Choi, Yang (b0180) 2013; 2 Droop (b0095) 1983; 26 Eriksen, Riisgård, Gunther, Lønsmann Iversen (b0100) 2007; 19 Turon, Baroukh, Trably, Latrille, Fouilland, Steyer (b0215) 2014; 175C Mairet, Bernard, Masci, Lacour, Sciandra (b0160) 2011; 102 Andrews (b0015) 1968; 10 Cakmak, Angun, Demiray, Ozkan, Elibol, Tekinay (b0065) 2012; 109 Chen, Johns (b0075) 1994; 29 Dragone, Fernandes, Abreu, Vicente, Teixeira (b0085) 2011; 88 Droop (b0090) 1968; 48 Brányiková, Maršálková, Doucha, Brányik, Bišová, Zachleder, Vítová (b0055) 2010; 108 Markou, Angelidaki, Georgakakis (b0165) 2012; 96 Adesanya, Davey, Scott, Smith (b0005) 2014; 157 Ball, Deschamps (b0025) 2009 Xin, Hu, Ke, Sun (b0225) 2010; 101 Bajhaiya, Dean, Driver, Trivedi, Rattray, Allwood, Goodacre, Pittman (b0020) 2016; 12 Rodolfi, Chini Zittelli, Bassi, Padovani, Biondi, Bonini, Tredici (b0195) 2009; 102 Droop (10.1016/j.biortech.2017.05.177_b0090) 1968; 48 Yao (10.1016/j.biortech.2017.05.177_b0230) 2012; 118 Mairet (10.1016/j.biortech.2017.05.177_b0160) 2011; 102 Behrens (10.1016/j.biortech.2017.05.177_b0030) 1989; 1 Rodolfi (10.1016/j.biortech.2017.05.177_b0195) 2009; 102 Adesanya (10.1016/j.biortech.2017.05.177_b0005) 2014; 157 Dragone (10.1016/j.biortech.2017.05.177_b0085) 2011; 88 Zhang (10.1016/j.biortech.2017.05.177_b0235) 1999; 35 Packer (10.1016/j.biortech.2017.05.177_b0190) 2011; 102 Scaife (10.1016/j.biortech.2017.05.177_b0205) 2015; 44 Kumar (10.1016/j.biortech.2017.05.177_b0145) 2016; 218 Bekirogullari (10.1016/j.biortech.2017.05.177_b0035) 2017; 23 Turon (10.1016/j.biortech.2017.05.177_b0215) 2014; 175C Alonso (10.1016/j.biortech.2017.05.177_b0010) 2014; 80 Brennan (10.1016/j.biortech.2017.05.177_b0060) 2010; 14 Fouchard (10.1016/j.biortech.2017.05.177_b0115) 2009; 102 Andrews (10.1016/j.biortech.2017.05.177_b0015) 1968; 10 Bajhaiya (10.1016/j.biortech.2017.05.177_b0020) 2016; 12 Shuler (10.1016/j.biortech.2017.05.177_b0210) 1992 Xin (10.1016/j.biortech.2017.05.177_b0225) 2010; 101 Rügen (10.1016/j.biortech.2017.05.177_b0200) 2012; 14 Bougaran (10.1016/j.biortech.2017.05.177_b0050) 2010; 265 Markou (10.1016/j.biortech.2017.05.177_b0165) 2012; 96 Chapman (10.1016/j.biortech.2017.05.177_b0070) 2015; 6 Chen (10.1016/j.biortech.2017.05.177_b0075) 1994; 29 Vlysidis (10.1016/j.biortech.2017.05.177_b0220) 2011; 58–59 Goodenough (10.1016/j.biortech.2017.05.177_b0120) 2014; 13 Eriksen (10.1016/j.biortech.2017.05.177_b0100) 2007; 19 Mairet (10.1016/j.biortech.2017.05.177_b0155) 2011 Johnson (10.1016/j.biortech.2017.05.177_b0135) 2013; 12 Choix (10.1016/j.biortech.2017.05.177_b0080) 2012; 51 Escobar (10.1016/j.biortech.2017.05.177_b0105) 2009; 13 Ball (10.1016/j.biortech.2017.05.177_b0025) 2009 Goodson (10.1016/j.biortech.2017.05.177_b0125) 2011; 10 Cakmak (10.1016/j.biortech.2017.05.177_b0065) 2012; 109 Lee (10.1016/j.biortech.2017.05.177_b0150) 2015; 12 Moon (10.1016/j.biortech.2017.05.177_b0180) 2013; 2 Zhang (10.1016/j.biortech.2017.05.177_b0240) 2008; 31 Brányiková (10.1016/j.biortech.2017.05.177_b0055) 2010; 108 Droop (10.1016/j.biortech.2017.05.177_b0095) 1983; 26 Fan (10.1016/j.biortech.2017.05.177_b0110) 2012; 53 Juneja (10.1016/j.biortech.2017.05.177_b0140) 2013; 6 Bernard (10.1016/j.biortech.2017.05.177_b0040) 2011; 21 Bonachela (10.1016/j.biortech.2017.05.177_b0045) 2011; 108 Harris (10.1016/j.biortech.2017.05.177_b0130) 1989 McNichol (10.1016/j.biortech.2017.05.177_b0175) 2012; 47 Morel (10.1016/j.biortech.2017.05.177_b0185) 1987; 23 |
References_xml | – volume: 88 start-page: 3331 year: 2011 end-page: 3335 ident: b0085 article-title: Nutrient limitation as a strategy for increasing starch accumulation in microalgae publication-title: Appl. Energy contributor: fullname: Teixeira – volume: 21 start-page: 1378 year: 2011 end-page: 1389 ident: b0040 article-title: Hurdles and challenges for modelling and control of microalgae for CO publication-title: J. Process Control contributor: fullname: Bernard – volume: 102 start-page: 142 year: 2011 end-page: 149 ident: b0160 article-title: Modelling neutral lipid production by the microalga publication-title: Bioresour. Technol. contributor: fullname: Sciandra – volume: 51 start-page: 294 year: 2012 end-page: 299 ident: b0080 article-title: Enhanced accumulation of starch and total carbohydrates in alginate-immobilized publication-title: Enzyme Microb. Technol. contributor: fullname: Bashan – volume: 6 start-page: 4607 year: 2013 end-page: 4638 ident: b0140 article-title: Effects of environmental factors and nutrient availability on the biochemical composition of Algae for biofuels production: a review publication-title: Energies contributor: fullname: Murthy – year: 1989 ident: b0130 article-title: The Chlamydomonas Sourcebook : A Comprehensive Guide to Biology and Laboratory Use contributor: fullname: Harris – volume: 19 start-page: 161 year: 2007 end-page: 174 ident: b0100 article-title: On-line estimation of O2 production, CO2 uptake, and growth kinetics of microalgal cultures in a gas-tight photobioreactor publication-title: J. Appl. Phycol. contributor: fullname: Lønsmann Iversen – volume: 102 start-page: 232 year: 2009 end-page: 245 ident: b0115 article-title: Kinetic modeling of light limitation and sulfur deprivation effects in the induction of hydrogen production with publication-title: Biotechnol. Bioeng. contributor: fullname: Legrand – volume: 12 start-page: 497 year: 2015 end-page: 512 ident: b0150 article-title: Growth kinetic models for microalgae cultivation: a review publication-title: Algal Res. contributor: fullname: Zhang – volume: 26 start-page: 99 year: 1983 ident: b0095 article-title: 25 Years of Algal growth kinetics a personal view publication-title: Bot. Mar. contributor: fullname: Droop – volume: 10 start-page: 1592 year: 2011 end-page: 1606 ident: b0125 article-title: Structural correlates of cytoplasmic and chloroplast lipid body synthesis in publication-title: Eukaryot Cell contributor: fullname: Goodenough – volume: 96 start-page: 631 year: 2012 end-page: 645 ident: b0165 article-title: Microalgal carbohydrates: an overview of the factors influencing carbohydrates production, and of main bioconversion technologies for production of biofuels publication-title: Appl. Microbiol. Biotechnol. contributor: fullname: Georgakakis – volume: 35 start-page: 385 year: 1999 end-page: 389 ident: b0235 article-title: Kinetic models for heterotrophic growth of publication-title: Process Biochem. contributor: fullname: Johns – volume: 14 start-page: 557 year: 2010 end-page: 577 ident: b0060 article-title: Biofuels from microalgae—A review of technologies for production, processing, and extractions of biofuels and co-products publication-title: Renew. Sustain. Energy Rev. contributor: fullname: Owende – volume: 157 start-page: 293 year: 2014 end-page: 304 ident: b0005 article-title: Kinetic modelling of growth and storage molecule production in microalgae under mixotrophic and autotrophic conditions publication-title: Bioresour. Technol. contributor: fullname: Smith – year: 2009 ident: b0025 article-title: The contributor: fullname: Deschamps – volume: 2 start-page: 352 year: 2013 end-page: 357 ident: b0180 article-title: Mixotrophic growth with acetate or volatile fatty acids maximizes growth and lipid production in publication-title: Algal Res. contributor: fullname: Yang – volume: 53 start-page: 1380 year: 2012 end-page: 1390 ident: b0110 article-title: Oil accumulation is controlled by carbon precursor supply for fatty acid synthesis in publication-title: Plant Cell Physiol. contributor: fullname: Xu – volume: 23 start-page: 78 year: 2017 end-page: 87 ident: b0035 article-title: Production of lipid-based fuels and chemicals from microalgae: an integrated experimental and model-based optimization study publication-title: Algal Res. contributor: fullname: Theodoropoulos – volume: 102 start-page: 100 year: 2009 end-page: 112 ident: b0195 article-title: Microalgae for oil: strain selection, induction of lipid synthesis and outdoor mass cultivation in a low-cost photobioreactor publication-title: Biotechnol. Bioeng. contributor: fullname: Tredici – volume: 14 start-page: 458 year: 2012 end-page: 467 ident: b0200 article-title: Network reduction in metabolic pathway analysis: elucidation of the key pathways involved in the photoautotrophic growth of the green alga publication-title: Metab. Eng. contributor: fullname: Cogne – start-page: 10591 year: 2011 end-page: 10596 ident: b0155 article-title: Modelling microalgae growth in nitrogen limited photobiorector for estimating biomass, carbohydrate and neutral lipid contributor: fullname: Sciandra – volume: 108 start-page: 20633 year: 2011 end-page: 20638 ident: b0045 article-title: Dynamic model of flexible phytoplankton nutrient uptake publication-title: Proc. Natl. Acad. Sci. contributor: fullname: Levin – volume: 6 start-page: 474 year: 2015 ident: b0070 article-title: Flux balance analysis reveals acetate metabolism modulates cyclic electron flow and alternative glycolytic pathways in publication-title: Front. Plant Sci. contributor: fullname: Schwartz – volume: 80 start-page: 5241 year: 2014 end-page: 5253 ident: b0010 article-title: Modeling bacterial population growth from stochastic single-cell dynamics publication-title: Appl. Environ. Microbiol. contributor: fullname: Theodoropoulos – volume: 12 start-page: 776 year: 2013 end-page: 793 ident: b0135 article-title: Central carbon metabolism and electron transport in publication-title: Eukaryot Cell contributor: fullname: Alric – volume: 1 start-page: 123 year: 1989 end-page: 130 ident: b0030 article-title: Studies on the incorporation of CO publication-title: J. Appl. Phycol. contributor: fullname: Cox – volume: 175C start-page: 342 year: 2014 end-page: 349 ident: b0215 article-title: Use of fermentative metabolites for heterotrophic microalgae growth: Yields and kinetics publication-title: Bioresour. Technol. contributor: fullname: Steyer – volume: 23 start-page: 137 year: 1987 end-page: 150 ident: b0185 article-title: Kinetics of nutrient uptake and growth in phytoplankton publication-title: J. Phycol. contributor: fullname: Morel – volume: 13 start-page: 591 year: 2014 end-page: 613 ident: b0120 article-title: The path to triacylglyceride obesity in the sta6 strain of publication-title: Eukaryot Cell contributor: fullname: Wulan – volume: 13 start-page: 1275 year: 2009 end-page: 1287 ident: b0105 article-title: Biofuels: environment, technology and food security publication-title: Renew. Sustain. Energy Rev. contributor: fullname: Almazan – volume: 44 start-page: 620 year: 2015 end-page: 642 ident: b0205 article-title: Algal biofuels in Canada: status and potential publication-title: Renew. Sustain. Energy Rev. contributor: fullname: Armenta – volume: 58–59 start-page: 1 year: 2011 end-page: 11 ident: b0220 article-title: Glycerol utilisation for the production of chemicals: conversion to succinic acid, a combined experimental and computational study publication-title: Biochem. Eng. J. contributor: fullname: Theodoropoulos – volume: 108 start-page: 766 year: 2010 end-page: 776 ident: b0055 article-title: Microalgae—novel highly efficient starch producers publication-title: Biotechnol. Bioeng. contributor: fullname: Vítová – volume: 109 start-page: 1947 year: 2012 end-page: 1957 ident: b0065 article-title: Differential effects of nitrogen and sulfur deprivation on growth and biodiesel feedstock production of publication-title: Biotechnol. Bioeng. contributor: fullname: Tekinay – volume: 29 start-page: 245 year: 1994 end-page: 252 ident: b0075 article-title: Substrate inhibition of publication-title: Process Biochem. contributor: fullname: Johns – volume: 102 start-page: 111 year: 2011 end-page: 117 ident: b0190 article-title: Growth and neutral lipid synthesis in green microalgae: a mathematical model publication-title: Bioresour. Technol. contributor: fullname: Sommerfeld – volume: 118 start-page: 438 year: 2012 end-page: 444 ident: b0230 article-title: Enhancing starch production of a marine green microalga publication-title: Bioresour. Technol. contributor: fullname: Zhang – volume: 101 start-page: 5494 year: 2010 end-page: 5500 ident: b0225 article-title: Effects of different nitrogen and phosphorus concentrations on the growth, nutrient uptake, and lipid accumulation of a freshwater microalga Scenedesmus sp publication-title: Bioresour. Technol. contributor: fullname: Sun – volume: 48 start-page: 689 year: 1968 end-page: 733 ident: b0090 article-title: Vitamin B12 and marine ecology. IV. The Kinetics of uptake, growth and inhibition in publication-title: J. Mar. Biol. Assoc. U.K. contributor: fullname: Droop – volume: 265 start-page: 443 year: 2010 end-page: 454 ident: b0050 article-title: Modeling continuous cultures of microalgae colimited by nitrogen and phosphorus publication-title: J. Theor. Biol. contributor: fullname: Sciandra – volume: 31 start-page: 1440 year: 2008 end-page: 1460 ident: b0240 article-title: Derivation of a dynamic model of the kinetics of nitrogen uptake throughout the growth of lettuce: calibration and validation publication-title: J. Plant Nutr. contributor: fullname: Turner – volume: 12 start-page: 9 year: 2016 ident: b0020 article-title: High-throughput metabolic screening of microalgae genetic variation in response to nutrient limitation publication-title: Metabolomics contributor: fullname: Pittman – volume: 218 start-page: 1021 year: 2016 end-page: 1036 ident: b0145 article-title: Modelling of microalgal growth and lipid production in publication-title: Bioresour. Technol. contributor: fullname: Pathak – year: 1992 ident: b0210 article-title: Bioprocess Engineering: Basic Concepts contributor: fullname: Kargi – volume: 10 start-page: 707 year: 1968 end-page: 723 ident: b0015 article-title: A mathematical model for the continuous culture of microorganisms utilizing inhibitory substrates publication-title: Biotechnol. Bioeng. contributor: fullname: Andrews – volume: 47 start-page: 195 year: 2012 end-page: 207 ident: b0175 article-title: Suitability of soxhlet extraction to quantify microalgal fatty acids as determined by comparison with in situ transesterification publication-title: Lipids contributor: fullname: McGinn – volume: 35 start-page: 385 year: 1999 ident: 10.1016/j.biortech.2017.05.177_b0235 article-title: Kinetic models for heterotrophic growth of Chlamydomonas reinhardtii in batch and fed-batch cultures publication-title: Process Biochem. doi: 10.1016/S0032-9592(99)00082-5 contributor: fullname: Zhang – volume: 1 start-page: 123 year: 1989 ident: 10.1016/j.biortech.2017.05.177_b0030 article-title: Studies on the incorporation of CO2 into starch by Chlorella vulgaris publication-title: J. Appl. Phycol. doi: 10.1007/BF00003874 contributor: fullname: Behrens – volume: 51 start-page: 294 year: 2012 ident: 10.1016/j.biortech.2017.05.177_b0080 article-title: Enhanced accumulation of starch and total carbohydrates in alginate-immobilized Chlorella spp. induced by Azospirillum brasilense: I. autotrophic conditions publication-title: Enzyme Microb. Technol. doi: 10.1016/j.enzmictec.2012.07.013 contributor: fullname: Choix – volume: 175C start-page: 342 year: 2014 ident: 10.1016/j.biortech.2017.05.177_b0215 article-title: Use of fermentative metabolites for heterotrophic microalgae growth: Yields and kinetics publication-title: Bioresour. Technol. contributor: fullname: Turon – volume: 26 start-page: 99 year: 1983 ident: 10.1016/j.biortech.2017.05.177_b0095 article-title: 25 Years of Algal growth kinetics a personal view publication-title: Bot. Mar. doi: 10.1515/botm.1983.26.3.99 contributor: fullname: Droop – volume: 108 start-page: 20633 year: 2011 ident: 10.1016/j.biortech.2017.05.177_b0045 article-title: Dynamic model of flexible phytoplankton nutrient uptake publication-title: Proc. Natl. Acad. Sci. doi: 10.1073/pnas.1118012108 contributor: fullname: Bonachela – volume: 21 start-page: 1378 year: 2011 ident: 10.1016/j.biortech.2017.05.177_b0040 article-title: Hurdles and challenges for modelling and control of microalgae for CO2 mitigation and biofuel production publication-title: J. Process Control doi: 10.1016/j.jprocont.2011.07.012 contributor: fullname: Bernard – volume: 101 start-page: 5494 year: 2010 ident: 10.1016/j.biortech.2017.05.177_b0225 article-title: Effects of different nitrogen and phosphorus concentrations on the growth, nutrient uptake, and lipid accumulation of a freshwater microalga Scenedesmus sp publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2010.02.016 contributor: fullname: Xin – volume: 157 start-page: 293 year: 2014 ident: 10.1016/j.biortech.2017.05.177_b0005 article-title: Kinetic modelling of growth and storage molecule production in microalgae under mixotrophic and autotrophic conditions publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2014.01.032 contributor: fullname: Adesanya – volume: 13 start-page: 1275 year: 2009 ident: 10.1016/j.biortech.2017.05.177_b0105 article-title: Biofuels: environment, technology and food security publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2008.08.014 contributor: fullname: Escobar – volume: 96 start-page: 631 year: 2012 ident: 10.1016/j.biortech.2017.05.177_b0165 article-title: Microalgal carbohydrates: an overview of the factors influencing carbohydrates production, and of main bioconversion technologies for production of biofuels publication-title: Appl. Microbiol. Biotechnol. doi: 10.1007/s00253-012-4398-0 contributor: fullname: Markou – volume: 10 start-page: 707 year: 1968 ident: 10.1016/j.biortech.2017.05.177_b0015 article-title: A mathematical model for the continuous culture of microorganisms utilizing inhibitory substrates publication-title: Biotechnol. Bioeng. doi: 10.1002/bit.260100602 contributor: fullname: Andrews – volume: 53 start-page: 1380 year: 2012 ident: 10.1016/j.biortech.2017.05.177_b0110 article-title: Oil accumulation is controlled by carbon precursor supply for fatty acid synthesis in Chlamydomonas reinhardtii publication-title: Plant Cell Physiol. doi: 10.1093/pcp/pcs082 contributor: fullname: Fan – year: 1989 ident: 10.1016/j.biortech.2017.05.177_b0130 contributor: fullname: Harris – volume: 31 start-page: 1440 year: 2008 ident: 10.1016/j.biortech.2017.05.177_b0240 article-title: Derivation of a dynamic model of the kinetics of nitrogen uptake throughout the growth of lettuce: calibration and validation publication-title: J. Plant Nutr. doi: 10.1080/01904160802208345 contributor: fullname: Zhang – start-page: 10591 year: 2011 ident: 10.1016/j.biortech.2017.05.177_b0155 article-title: Modelling microalgae growth in nitrogen limited photobiorector for estimating biomass, carbohydrate and neutral lipid contributor: fullname: Mairet – volume: 102 start-page: 100 year: 2009 ident: 10.1016/j.biortech.2017.05.177_b0195 article-title: Microalgae for oil: strain selection, induction of lipid synthesis and outdoor mass cultivation in a low-cost photobioreactor publication-title: Biotechnol. Bioeng. doi: 10.1002/bit.22033 contributor: fullname: Rodolfi – volume: 102 start-page: 232 year: 2009 ident: 10.1016/j.biortech.2017.05.177_b0115 article-title: Kinetic modeling of light limitation and sulfur deprivation effects in the induction of hydrogen production with Chlamydomonas reinhardtii: part I. Model development and parameter identification publication-title: Biotechnol. Bioeng. doi: 10.1002/bit.22034 contributor: fullname: Fouchard – volume: 23 start-page: 78 year: 2017 ident: 10.1016/j.biortech.2017.05.177_b0035 article-title: Production of lipid-based fuels and chemicals from microalgae: an integrated experimental and model-based optimization study publication-title: Algal Res. doi: 10.1016/j.algal.2016.12.015 contributor: fullname: Bekirogullari – volume: 109 start-page: 1947 year: 2012 ident: 10.1016/j.biortech.2017.05.177_b0065 article-title: Differential effects of nitrogen and sulfur deprivation on growth and biodiesel feedstock production of Chlamydomonas reinhardtii publication-title: Biotechnol. Bioeng. doi: 10.1002/bit.24474 contributor: fullname: Cakmak – volume: 2 start-page: 352 year: 2013 ident: 10.1016/j.biortech.2017.05.177_b0180 article-title: Mixotrophic growth with acetate or volatile fatty acids maximizes growth and lipid production in Chlamydomonas reinhardtii publication-title: Algal Res. doi: 10.1016/j.algal.2013.09.003 contributor: fullname: Moon – volume: 10 start-page: 1592 year: 2011 ident: 10.1016/j.biortech.2017.05.177_b0125 article-title: Structural correlates of cytoplasmic and chloroplast lipid body synthesis in Chlamydomonas reinhardtii and stimulation of lipid body production with acetate boost publication-title: Eukaryot Cell doi: 10.1128/EC.05242-11 contributor: fullname: Goodson – volume: 13 start-page: 591 year: 2014 ident: 10.1016/j.biortech.2017.05.177_b0120 article-title: The path to triacylglyceride obesity in the sta6 strain of Chlamydomonas reinhardtii publication-title: Eukaryot Cell doi: 10.1128/EC.00013-14 contributor: fullname: Goodenough – volume: 12 start-page: 497 year: 2015 ident: 10.1016/j.biortech.2017.05.177_b0150 article-title: Growth kinetic models for microalgae cultivation: a review publication-title: Algal Res. doi: 10.1016/j.algal.2015.10.004 contributor: fullname: Lee – volume: 14 start-page: 557 year: 2010 ident: 10.1016/j.biortech.2017.05.177_b0060 article-title: Biofuels from microalgae—A review of technologies for production, processing, and extractions of biofuels and co-products publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2009.10.009 contributor: fullname: Brennan – volume: 12 start-page: 9 year: 2016 ident: 10.1016/j.biortech.2017.05.177_b0020 article-title: High-throughput metabolic screening of microalgae genetic variation in response to nutrient limitation publication-title: Metabolomics doi: 10.1007/s11306-015-0878-4 contributor: fullname: Bajhaiya – volume: 88 start-page: 3331 year: 2011 ident: 10.1016/j.biortech.2017.05.177_b0085 article-title: Nutrient limitation as a strategy for increasing starch accumulation in microalgae publication-title: Appl. Energy doi: 10.1016/j.apenergy.2011.03.012 contributor: fullname: Dragone – volume: 44 start-page: 620 year: 2015 ident: 10.1016/j.biortech.2017.05.177_b0205 article-title: Algal biofuels in Canada: status and potential publication-title: Renew. Sustain. Energy Rev. doi: 10.1016/j.rser.2014.12.024 contributor: fullname: Scaife – volume: 108 start-page: 766 year: 2010 ident: 10.1016/j.biortech.2017.05.177_b0055 article-title: Microalgae—novel highly efficient starch producers publication-title: Biotechnol. Bioeng. doi: 10.1002/bit.23016 contributor: fullname: Brányiková – volume: 6 start-page: 4607 year: 2013 ident: 10.1016/j.biortech.2017.05.177_b0140 article-title: Effects of environmental factors and nutrient availability on the biochemical composition of Algae for biofuels production: a review publication-title: Energies doi: 10.3390/en6094607 contributor: fullname: Juneja – volume: 12 start-page: 776 year: 2013 ident: 10.1016/j.biortech.2017.05.177_b0135 article-title: Central carbon metabolism and electron transport in Chlamydomonas reinhardtii: metabolic constraints for carbon partitioning between oil and starch publication-title: Eukaryot Cell doi: 10.1128/EC.00318-12 contributor: fullname: Johnson – volume: 23 start-page: 137 year: 1987 ident: 10.1016/j.biortech.2017.05.177_b0185 article-title: Kinetics of nutrient uptake and growth in phytoplankton publication-title: J. Phycol. doi: 10.1111/j.1529-8817.1987.tb04436.x contributor: fullname: Morel – volume: 48 start-page: 689 year: 1968 ident: 10.1016/j.biortech.2017.05.177_b0090 article-title: Vitamin B12 and marine ecology. IV. The Kinetics of uptake, growth and inhibition in Monochrysis Lutheri publication-title: J. Mar. Biol. Assoc. U.K. doi: 10.1017/S0025315400019238 contributor: fullname: Droop – volume: 19 start-page: 161 year: 2007 ident: 10.1016/j.biortech.2017.05.177_b0100 article-title: On-line estimation of O2 production, CO2 uptake, and growth kinetics of microalgal cultures in a gas-tight photobioreactor publication-title: J. Appl. Phycol. doi: 10.1007/s10811-006-9122-y contributor: fullname: Eriksen – volume: 29 start-page: 245 year: 1994 ident: 10.1016/j.biortech.2017.05.177_b0075 article-title: Substrate inhibition of Chlamydomonas reinhardtii by acetate in heterotrophic culture publication-title: Process Biochem. doi: 10.1016/0032-9592(94)80064-2 contributor: fullname: Chen – volume: 265 start-page: 443 year: 2010 ident: 10.1016/j.biortech.2017.05.177_b0050 article-title: Modeling continuous cultures of microalgae colimited by nitrogen and phosphorus publication-title: J. Theor. Biol. doi: 10.1016/j.jtbi.2010.04.018 contributor: fullname: Bougaran – volume: 218 start-page: 1021 year: 2016 ident: 10.1016/j.biortech.2017.05.177_b0145 article-title: Modelling of microalgal growth and lipid production in Dunaliella tertiolecta using nitrogen-phosphorus-potassium fertilizer medium in sintered disk chromatographic glass bubble column publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2016.07.055 contributor: fullname: Kumar – year: 1992 ident: 10.1016/j.biortech.2017.05.177_b0210 contributor: fullname: Shuler – volume: 102 start-page: 111 year: 2011 ident: 10.1016/j.biortech.2017.05.177_b0190 article-title: Growth and neutral lipid synthesis in green microalgae: a mathematical model publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2010.06.029 contributor: fullname: Packer – volume: 102 start-page: 142 year: 2011 ident: 10.1016/j.biortech.2017.05.177_b0160 article-title: Modelling neutral lipid production by the microalga Isochrysis aff. galbana under nitrogen limitation publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2010.06.138 contributor: fullname: Mairet – volume: 14 start-page: 458 year: 2012 ident: 10.1016/j.biortech.2017.05.177_b0200 article-title: Network reduction in metabolic pathway analysis: elucidation of the key pathways involved in the photoautotrophic growth of the green alga Chlamydomonas reinhardtii publication-title: Metab. Eng. doi: 10.1016/j.ymben.2012.01.009 contributor: fullname: Rügen – volume: 47 start-page: 195 year: 2012 ident: 10.1016/j.biortech.2017.05.177_b0175 article-title: Suitability of soxhlet extraction to quantify microalgal fatty acids as determined by comparison with in situ transesterification publication-title: Lipids doi: 10.1007/s11745-011-3624-3 contributor: fullname: McNichol – volume: 80 start-page: 5241 year: 2014 ident: 10.1016/j.biortech.2017.05.177_b0010 article-title: Modeling bacterial population growth from stochastic single-cell dynamics publication-title: Appl. Environ. Microbiol. doi: 10.1128/AEM.01423-14 contributor: fullname: Alonso – volume: 58–59 start-page: 1 year: 2011 ident: 10.1016/j.biortech.2017.05.177_b0220 article-title: Glycerol utilisation for the production of chemicals: conversion to succinic acid, a combined experimental and computational study publication-title: Biochem. Eng. J. doi: 10.1016/j.bej.2011.07.004 contributor: fullname: Vlysidis – volume: 6 start-page: 474 year: 2015 ident: 10.1016/j.biortech.2017.05.177_b0070 article-title: Flux balance analysis reveals acetate metabolism modulates cyclic electron flow and alternative glycolytic pathways in Chlamydomonas reinhardtii publication-title: Front. Plant Sci. doi: 10.3389/fpls.2015.00474 contributor: fullname: Chapman – volume: 118 start-page: 438 year: 2012 ident: 10.1016/j.biortech.2017.05.177_b0230 article-title: Enhancing starch production of a marine green microalga Tetraselmis subcordiformis through nutrient limitation publication-title: Bioresour. Technol. doi: 10.1016/j.biortech.2012.05.030 contributor: fullname: Yao – year: 2009 ident: 10.1016/j.biortech.2017.05.177_b0025 contributor: fullname: Ball |
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Snippet | •We developed a new kinetic model to predict microalgal starch and lipid formation.•Model dynamics were experimentally validated for a range of conditions.•The... Microalgal starch and lipids, carbon-based storage molecules, are useful as potential biofuel feedstocks. In this work, cultivation strategies maximising... |
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SubjectTerms | Biofuels Biomass Chlamydomonas reinhardtii Kinetic modelling Lipids Microalgae Microalgal dynamics Starch Starch and lipids optimisation |
Title | Kinetic modelling of starch and lipid formation during mixotrophic, nutrient-limited microalgal growth |
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