Modeling maximum lipid productivity of microalgae: Review and next step

Renewable and Sustainable Energy Reviews

Volumn 32, Issue , 2014, Pages 29-39

  Xu, Yaoyang ^a   Boeing, Wiebke J ^a  

^a NEW MEXICO STATE UNIVERSITY   (United States)

Author keywords

Lipid productivity; Microalgae biofuels; Model optimization; Population productivity; Specific growth rate

Indexed keywords

ALGAE; BIOFUELS; BIOMASS; ECOLOGY; GROWTH RATE; MICROORGANISMS; PRODUCTIVITY; PUBLISHING; SOFTWARE TESTING;

BIOMASS PRODUCTIVITY; EXPONENTIAL GROWTH; LINEAR RELATIONSHIPS; LIPID PRODUCTIVITIES; MAXIMUM SUSTAINABLE YIELDS; MICRO-ALGAE; MODEL OPTIMIZATION; SPECIFIC GROWTH RATE;

POPULATION STATISTICS;

EID: 84893053346     PISSN: 13640321     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rser.2014.01.002     Document Type: Review

References (100)

1. A. Verbruggen, and M. Al Marchohi Views on peak oil and its relation to climate change policy Energy Policy 38 2010 5572 5581
2. Y. Xu, M. Zhang, L. Wang, L. Kong, and Q. Cai Changes in water types under the regulated mode of water level in Three Gorges Reservoir, China Quat Int 244 2011 272 279
3. M. Morweiser, O. Kruse, B. Hankamer, and C. Posten Developments and perspectives of photobioreactors for biofuel production Appl Microbiol Biotechnol 87 2010 1291 1301
4. V.H. Smith, B.S.M. Sturm, F.J. Denoyelles, and S.A. Billings The ecology of algal biodiesel production Trends Ecol Evol 25 2010 301 309
5. H. Michel The nonsense of biofuels Angew Chem 51 2012 2516 2518
6. Y. Chisti Biodiesel from microalgae Biotechnol Adv 25 2007 294 306 (Pubitemid 46498675)
7. A.L. Mascarelli Gold rush for algae Nature 461 2009 460 461
8. T.M. Mata, A.A. Martins, and N.S. Caetano Microalgae for biodiesel production and other applications: a review Renew Sustain Energy Rev 14 2010 217 232
9. O. Kilian, C.S.E. Benemann, K.K. Niyogi, and B. Vick High-efficiency homologous recombination in the oil-producing alga Nannochloropsis sp. Proceedings of the National Academy of Sciences 108 2011 21265 21269
10. Y. Chisti Biodiesel from microalgae beats bioethanol Trends Biotechnol 26 2008 126 131
11. M.A. Borowitzka, and N.R. Moheimani Sustainable biofuels from algae Mitig Adapt Strateg Glob Change 18 2013 13 25
12. R. Sayre Microalgae: the potential for carbon capture BioScience 60 2010 722 727
13. C. Zamalloa, E. Vulsteke, J. Albrecht, and W. Verstraete The techno-economic potential of renewable energy through the anaerobic digestion of microalgae Bioresour Technol 102 2011 1149 1158
14. P.T. Pienkos, and A. Darzins The promise and challenges of microalgal-derived biofuels Biofuels, Bioprod Biorefining 3 2009 431 440
15. K.M. Weyer, D.R. Bush, A. Darzins, and B.D. Willson Theoretical maximum algal oil production Bioenerg Res 3 2010 204 213
16. R.H. Wijffels, and M.J. Barbosa An outlook on microalgal biofuels Science 329 2010 796 799
17. S. Fon Sing, A. Isdepsky, M.A. Borowitzka, and N.R. Moheimani Production of biofuels from microalgae Mitig Adapt Strateg Glob Change 18 2013 47 72
18. M.J. Griffiths, and S.T.L. Harrison Lipid productivity as a key characteristic for choosing algal species for biodiesel production J Appl Phycol 21 2009 493 507
19. G. Arnqvist, and D. Wooster Meta-analysis: synthesizing research findings in ecology and evolution Trends Ecol Evol 10 1995 236 240
20. M.B. Schaefer Some aspects of the dynamics of populations important to the management of commercial marine fisheries Bull Int-Am Trop Tuna Comm 53 1954 25 56
21. IP, 2002. Implementation Plan. World Summit on Sustainable Development, Johannesburg, South Africa, 〈http://www.un.org/esa/sustdev/ documents/WSSD-POI-PD/English/WSSD-PlanImpl.pdfâŒ.
22. MLMA, 2004. Marine Life Management Act, Sacramento, USA, 〈http://www.dfg.ca.gov/mlpa/mlma language.pdfâŒ.
23. ISEUF, 2006. Implementing Sustainability in European Union Fisheries through Maximum Sustainable Yield, CEC, COM 360, Brussels, Belgium.
24. FMA, 2008. Fisheries Management Act, Canberra, Australia, 〈http://www.afma.gov.au/about/legislation/default. htmâŒ.
25. FAOUN, 2010. Food and Agriculture Organization of the United Nations (Fisheries Glossary), 〈http://www.fao.org/fi/glossary/ âŒ.
26. 2 supply inhibits mixotrophic growth of Chlorella protothecoides and Nannochloropsis salina Bioresour Technol 104 2012 523 529
27. E. Forjan, I. Garbayo, M. Henriques, J. Rocha, J.M. Vega, and C. Vilchez UV-A mediated modulation of photosynthetic efficiency, xanthophyll cycle and fatty acid production of Nannochloropsis Mar Biotechnol 13 2011 366 375
28. E. Sforza, A. Bertucco, T. Morosinotto, and G.M. Giacometti Photobioreactors for microalgal growth and oil production with Nannochloropsis salina: from lab-scale experiments to large-scale design Chem Eng Res Des 90 2012 1151 1158
29. Y.S. Hii, K.L. Shia, T.S. Chuah, and L.S. Hing Physiological responses of Chaetoceros sp and Nannochloropsis sp. to short-term 2, 4-D, dimethylamine and endosulfan exposure Aquat Ecosyst Health Manag 12 2009 375 389
30. J.M. Sandnes, T. Källqvist, D. Wenner, and H.R. Gislerød Combined influence of light and temperature on growth rates of Nannochloropsis oceanica: linking cellular responses to large-scale biomass production J Appl Phycol 17 2005 515 525 (Pubitemid 43207301)
31. A. Sukenik Ecophysiological considerations in the optimization of eicosapentaenoic acid production by Nannochloropsis sp.(Eustigmatophyceae) Bioresour Technol 35 1991 263 269
32. N. Gu, Q. Lin, G. Li, G. Qin, J. Lin, and L. Huang Effect of salinity change on biomass and biochemical composition of Nannochloropsis oculata J World Aquac Soc 43 2012 97 106
33. J.V. Wagenen Effects of light and temperature on fatty acid production in Nannochloropsis salina Energies 17 2012 685 687
34. S. Banerjee, W.E. Hew, H. Khatoon, M. Shariff, and F. Yusoff Growth and proximate composition of tropical marine Chaetoceros calcitrans and Nannochloropsis oculata cultured outdoors and under laboratory conditions Afr J Biotechnol 10 2011 1375 1383
35. F. Zhang, L.H. Cheng, X.H. Xu, L. Zhang, and H.L. Chen Screening of biocompatible organic solvents for enhancement of lipid milking from Nannochloropsis sp Process Biochem 46 2011 1934 1941
36. 2 aeration Bioresour Technol 100 2009 833 838
37. S. Fietz, W. Bleiss, D. Hepperle, H. Koppitz, L. Krienitz, and A. Nicklisch First record of Nannochloropsis limnetica (Eustigmatophyceae) in the autotrophic picoplankton from Lake Baikal J Phycol 41 2005 780 790 (Pubitemid 41197164)
38. T.T.Y. Doan, and J.P. Obbard Enhanced lipid production in Nannochloropsis sp. using fluorescence-activated cell sorting Glob Change Biol Bioenergy 3 2011 264 270
39. D. Pal, I. Khozin-Goldberg, Z. Cohen, and S. Boussiba The effect of light, salinity, and nitrogen availability on lipid production by Nannochloropsis sp Appl Microbiol Biotechnol 90 2011 1429 1441
40. S. Raso, B. Van Genugten, M. Vermuë, and R. Wijffels Effect of oxygen concentration on the growth of Nannochloropsis sp. at low light intensity J Appl Phycol 2011 1 9
41. D. Simionato, E. Sforza, E.C. Carpinelli, A. Bertucco, G.M. Giacometti, and T. Morosinotto Acclimation of Nannochloropsis gaditana to different illumination regimes: effects on lipids accumulation Bioresour Technol 102 2011 6026 6032
42. M. Hoffmann, K. Marxen, R. Schulz, and K.H. Vanselow TFA and EPA productivities of Nannochloropsis salina influenced by temperature and nitrate stimuli in turbidostatic controlled experiments Mar Drugs 8 2010 2526 2545
43. A. Converti, A.A. Casazza, E.Y. Ortiz, P. Perego, and M. Del Borghi Effect of temperature and nitrogen concentration on the growth and lipid content of Nannochloropsis oculata and Chlorella vulgaris for biodiesel production Chem Eng Process 48 2009 1146 1151
44. J.C. Kromkamp, J. Beardall, A. Sukenik, J. Kopecký, J. Masojidek, and S.A. Van Bergeijk et al. Short-term variations in photosynthetic parameters of Nannochloropsis cultures grown in two types of outdoor mass cultivation systems Aquat Microb Ecol 56 2009 309 322
45. T. Yokose, T. Nishikawa, Y. Yamamoto, Y. Yamasaki, K. Yamaguchi, and T. Oda Growth-promoting effect of alginate oligosaccharides on a unicellular marine microalga, Nannochloropsis oculata Biosci, Biotechnol, Biochem 73 2009 450 453
46. R. Chaturvedi, and Y. Fujita Isolation of enhanced eicosapentaenoic acid producing mutants of Nannochloropsis oculata ST-6 using ethyl methane sulfonate induced mutagenesis techniques and their characterization at mRNA transcript level Phycol Res 54 2006 208 219 (Pubitemid 44400916)
47. P. Spolaore, C. Joannis-Cassan, E. Duran, and A. Isambert Optimization of Nannochloropsis oculata growth using the response surface method J Chem Technol Biotechnol 81 2006 1049 1056 (Pubitemid 43833619)
48. R. Chaturvedi, S.R. Uppalapati, M.A. Alamsjah, and Y. Fujita Isolation of quizalofop-resistant mutants of Nannochloropsis oculata (Eustigmatophyceae) with high eicosapentaenoic acid following N-methyl-N-nitrosourea-induced random mutagenesis J Appl Phycol 16 2004 135 144 (Pubitemid 39384838)
49. M.P. Gentile, and H.W. Blanch Physiology and xanthophyll cycle activity of Nannochloropsis gaditana Biotechnol Bioeng 75 2001 1 12 (Pubitemid 32916695)
50. A. Richmond, and Z. Cheng-Wu Optimization of a flat plate glass reactor for mass production of Nannochloropsis sp. outdoors J Biotechnol 85 2001 259 269 (Pubitemid 32149943)
51. N. Zou, C. Zhang, Z. Cohen, and A. Richmond Production of cell mass and eicosapentaenoic acid (EPA) in ultrahigh cell density cultures of Nannochloropsis sp.(Eustigmatophyceae) Eur J Phycol 35 2000 127 133 (Pubitemid 30427932)
52. Y. Gonen-Zurgil, Y. Carmeli-Schwartz, and A. Sukenik Selective effect of the herbicide DCMU on unicellular algae-a potential tool to maintain monoalgal mass culture of Nannochloropsis J Appl Phycol 8 1996 415 419 (Pubitemid 27140993)
53. K.J. Flynn, K. Davidson, and A. Cunningham Relations between carbon and nitrogen during growth of Nannochloropsis oculata (Droop) Hibberd under continuous illumination New Phytol 125 1993 717 722 (Pubitemid 2030449)
54. K.J. Flynn, K. Davidson, and J.W. Leftley Carbon-nitrogen relations during batch growth of Nannochloropsis oculata (Eustigmatophyceae) under alternating light and dark J Appl Phycol 5 1993 465 475
55. D. Emdadi, and B. Berland Variation in lipid class composition during batch growth of Nannochloropsis salina and Pavlova lutheri Mar Chem 26 1989 215 225
56. S. Boussiba, A. Vonshak, Z. Cohen, Y. Avissar, and A. Richmond Lipid and biomass production by the halotolerant microalga Nannochloropsis salina Biomass 12 1987 37 47 (Pubitemid 17623150)
57. L. Rodolfi, G.C. Zittelli, L. Barsanti, G. Rosati, and M.R. Tredici Growth medium recycling in Nannochloropsis sp. mass cultivation Biomol Eng 20 2003 243 248 (Pubitemid 36959671)
58. C.W. Zhang, O. Zmora, R. Kopel, and A. Richmond An industrial-size flat plate glass reactor for mass production of Nannochloropsis sp. (Eustigmatophyceae) Aquaculture 195 2001 35 49 (Pubitemid 32222989)
59. C. Zittelli, F. Lavista, A. Bastianini, L. Rodolfi, M. Vincenzini, and M.R. Tredici Production of eicosapentaenoic acid by Nannochloropsis sp. cultures in outdoor tubular photobioreactors J Biotechnol 35 1999 299 312 (Pubitemid 29299284)
60. N. Zou, and A. Richmond Effect of light-path length in outdoor flat plate reactors on output rate of cell mass and of EPA in Nannochloropsis sp J Biotechnol 70 1999 351 356 (Pubitemid 29299289)
61. Y. Chen, J. Wang, T. Liu, and L. Gao Effects of initial population density (IPD) on growth and lipid composition of Nannochloropsis sp J Appl Phycol 24 2012 1623 1627
62. T. Chen, H. Lin, C. Lin, C. Lu, and Y. Chen Picochlorum as an alternative to Nannochloropsis for grouper larval rearing Aquaculture 338-314 2012 82 88
63. N. Moazami, A. Ashori, R. Ranjbar, M. Tangestani, R. Eghtesadi, and A.S. Nejad Large-scale biodiesel production using microalgae biomass of Nannochloropsis Biomass Bioenergy 39 2012 449 453
64. D. Briassoulis, P. Panagakis, M. Chionidis, D. Tzenos, A. Lalos, and C. Tsinos et al. An experimental helical-tubular photobioreactor for continuous production of Nannochloropsis sp Bioresour Technol 101 2010 6768 6777
65. J. Fabregas, A. Maseda, A. Domínguez, and A. Otero The cell composition of Nannochloropsis sp. changes under different irradiances in semicontinuous culture World J Microbiol Biotechnol 20 2004 31 35 (Pubitemid 38258825)
66. G.C. Zittelli, R. Pastorelli, and M.R. Tredici A modular flat panel photobioreactor (MFPP) for indoor mass cultivation of Nannochloropsis sp under artificial illumination J Appl Phycol 12 2000 521 526
67. Y. Suen, J.S. Hubbard, G. Holzer, and T.G. Tornabene Total lipid production of the green alga Nannochloropsis sp. QII under different nitrogen regimes J Phycol 23 1987 289 296
68. Y. Chen, and M. Lee Double-power double-heterostructure light-emitting diodes in microalgae, Spirulina platensis and Nannochloropsis oculata, cultures J Mar Sci Technol-Taiwan 20 2012 233 236
69. M.Y. Lee, B.S. Min, C.S. Chang, and E.S. Jin Isolation and characterization of a xanthophyll aberrant mutant of the green alga Nannochloropsis oculata Mar Biotechnol 8 2006 238 245
70. 2 concentrations J Appl Phycol 17 2005 29 34 (Pubitemid 40920107)
71. N.G. Mohammady, Y.C. Chen, A.A. El-Mahdy, and R.F. Mohammad Physiological responses of the eustigmatophycean Nannochloropsis salina to aqueous diesel fuel pollution Oceanologia 47 2005 75 92 (Pubitemid 40518201)
72. A. Roncarati, A. Meluzzi, S. Acciarri, N. Tallarico, and P. Melotti Fatty acid composition of different microalgae strains (Nannochloropsis sp., Nannochloropsis oculata (Droop) Hibberd, Nannochloris atomus Butcher and Isochrysis sp.) according to the culture phase and the carbon dioxide concentration J World Aquac Soc 35 2004 401 411 (Pubitemid 39454947)
73. J. Rocha, J.E.C. Garcia, and M.H.F. Henriques Growth aspects of the marine microalga Nannochloropsis gaditana Biomol Eng 20 2003 237 242 (Pubitemid 36959670)
74. M. Sidharthan, K.S. Young, L.H. Woul, P.K. Soon, and H.W. Shin TBT toxicity on the marine microalga Nannochloropsis oculata Mar Pollut Bull 45 2002 177 180
75. S. Yamasaki, and A. Kawaida Influences of ammonium-N and nitrate-N on pH and dissolved inorganic carbon concentration during early growth stage of Nannochloropsis oculata Nippon Suisan Gakkaishi 67 2001 1122 1123
76. L. Chebil, and S. Yamasaki Improvement of a rotifer ecosystem culture to promote recycling marine microalga, Nannochloropsis sp Aquac Eng 17 1998 1 10 (Pubitemid 128403293)
77. M.R. Brown, C.D. Garland, S.W. Jeffrey, I.D. Jameson, and J.M. Leroi The gross and amino acid compositions of batch and semi-continuous cultures of Isochrysis sp.(clone T. ISO), Pavlova lutheri and Nannochloropsis oculata J Appl Phycol 5 1993 285 296
78. M. Okauchi, W.J. Zhou, W.H. Zou, K. Fukusho, and A. Kanazawa Difference in nutritive value of a Microalga Nannochloropsis oculata at various growth phases Nippon Suisan Gakkaishi 56 1990 1293 1298
79. C. Su, L. Chien, J. Gomes, Y. Lin, Y. Yu, and J. Liou et al. Factors affecting lipid accumulation by Nannochloropsis oculata in a two-stage cultivation process J Appl Phycol 23 2011 903 908
80. F. Xu, Z. Cai, W. Cong, and F. Ouyang Growth and fatty acid composition of Nannochloropsis sp. grown mixotrophically in fed-batch culture Biotechnol Lett 26 2004 1319 1322 (Pubitemid 41184659)
81. F. Xu, C. Wei, C. Zhao-Ling, and O. Fan Effects of organic carbon sources on cell growth and eicosapentaenoic acid content of Nannochloropsis sp J Appl Phycol 16 2004 499 503 (Pubitemid 41033747)
82. F. Xu, H. Hu, W. Cong, Z. Cai, and F. Ouyang Growth characteristics and eicosapentaenoic acid production by Nannochloropsis sp. in mixotrophic conditions Biotechnol Lett 26 2004 51 53 (Pubitemid 38161958)
83. H. Hu, and K. Gao Optimization of growth and fatty acid composition of a unicellular marine picoplankton, Nannochloropsis sp., with enriched carbon sources Biotechnol Lett 25 2003 421 425 (Pubitemid 36325829)
84. J.S. Tanaka, and G.J. Huba A general coefficient of determination for covariance structure models under arbitrary GLS estimation Br J Math Stat Psychol 42 1989 233 239
85. M.H. Clifford, S.S. Jeffrey, and T. Chih-Ling Smoothing parameter selection in nonparametric regression using an improved Akaike information criterion J R Stat Soc: Ser B (Stat Methodol) 60 1998 271 293
86. 2 concentration Biotechnol Lett 28 2006 987 992 (Pubitemid 44000023)
87. M. Chen, T. Liu, X. Chen, L. Chen, W. Zhang, and J. Wang et al. Subcritical co-solvents extraction of lipid from wet microalgae pastes of Nannochloropsis sp Eur J Lipid Sci Technol 114 2012 205 212
88. M. Olofsson, T. Lamela, E. Nilsson, J.P. Berge, V. Del Pino, and P. Uronen et al. Seasonal variation of lipids and fatty acids of the microalgae Nannochloropsis oculata grown in outdoor large-scale photobioreactors Energies 5 2012 1577 1592
89. T.A. Reichardt, A.M. Collins, O.F. Garcia, A.M. Ruffing, H.D.T. Jones, and J.A. Timlin Spectroradiometric monitoring of Nannochloropsis salina growth Algal Res 1 2012 22 31
90. H. Wang, H.D. Laughinghouse, M.A. Anderson, F. Chen, E. Willliams, and A.R. Place et al. Novel bacterial isolate from permian groundwater, capable of aggregating potential biofuel-producing microalga Nannochloropsis oceanica IMET1 Appl Environ Microbiol 78 2012 1445 1453
91. L. Borges, J.A. Morón-Villarreyes, M.G. Montes D'Oca, and P.C. Abreu Effects of flocculants on lipid extraction and fatty acid composition of the microalgae Nannochloropsis oculata and Thalassiosira weissflogii Biomass Bioenergy 39 2011 4449 4454
92. M. Chen, X. Chen, T. Liu, and W. Zhang Subcritical ethanol extraction of lipid from wet microalgae paste of Nannochloropsis sp J Biobased Mater Bioenergy 5 2011 385 389
93. T.T.Y. Doan, and J.P. Obbard Improved Nile Red staining of Nannochloropsis sp J Appl Phycol 23 2011 895 901
94. N.G.E. Mohammady Characterization of the fatty acid composition of Nannochloropsis salina as a determinant of biodiesel properties Z Nat 66 2011 328 332
95. A. Solovchenko, I. Khozin-Goldberg, L. Recht, and S. Boussiba Stress-induced changes in optical properties, pigment and fatty acid content of Nannochloropsis sp.: Implications for non-destructive assay of total fatty acids Mar Biotechnol 13 2011 527 535
96. T.M. Brown, P.G. Duan, and P.E. Savage Hydrothermal liquefaction and gasification of Nannochloropsis sp Energy Fuels 24 2010 3639 3646
97. M. Ferreira, P. Coutinho, P. Seixas, J. Fabregas, and A. Otero Enriching rotifers with "premium" microalgae Nannochloropsis gaditana Mar Biotechnol 11 2009 585 595
98. T. Kobayashi, T. Nagase, A. Hino, and T. Takeuchi Effect of combination feeding of Nannochloropsis and freshwater Chlorella on the fatty acid composition of rotifer Brachionus plicatilis in a continuous culture Fish Sci 74 2008 649 656 (Pubitemid 351798429)
99. A. Markovits, R. Conejeros, L. Lopez, and M. Lutz Evaluation of marine microalga Nannochloropsis sp as a potential dietary-supplement - chemical, nutritional and short-term toxicological evaluation in rats Nutr Res 12 1992 1273 1284
100. S. Renaud, D. Parry, L.V. Thinh, C. Kuo, A. Padovan, and N. Sammy Effect of light intensity on the proximate biochemical and fatty acid composition of Isochrysis sp. and Nannochloropsis oculata for use in tropical aquaculture J Appl Phycol 3 1991 43 53