Comprehensive modeling and investigation of the effect of iron on the growth rate and lipid accumulation of Chlorella vulgaris cultured in batch photobioreactors

Bioresource Technology

Volumn 153, Issue , 2014, Pages 340-350

  Concas, Alessandro ^a   Steriti, Alberto ^b   Pisu, Massimo ^a   Cao, Giacomo ^a,b  

^a CENTER FOR ADVANCED STUDIES   (Italy)

^b UNIVERSITY OF CAGLIARI   (Italy)

Author keywords

Biofuels; Effect of iron; Lipid accumulation; Mathematical modeling; Microalgae

Indexed keywords

ALGAE; BIOFUELS; MATHEMATICAL MODELS; MICROORGANISMS; PRODUCTIVITY; STRAIN;

CHLOROPHYLL SYNTHESIS; COMPREHENSIVE MODEL; IRON CONCENTRATIONS; LIPID ACCUMULATIONS; LIPID PRODUCTIVITIES; MICRO-ALGAE; MICROALGAL CULTURES; NITROGEN ASSIMILATION;

IRON;

CHLOROPHYLL; IRON;

BIOACCUMULATION; BIOREACTOR; EXPERIMENTAL STUDY; GREEN ALGA; GROWTH RATE; LIPID; MICROALGA; NUMERICAL MODEL;

ALGAL GROWTH; ARTICLE; BIOMASS; CHLORELLA VULGARIS; CONCENTRATION (PARAMETERS); DRY WEIGHT; GROWTH RATE; IRON TRANSPORT; LIPID STORAGE; MATHEMATICAL MODEL; NITRATE UPTAKE; NITROGEN FIXATION; NONHUMAN; OXIDATIVE STRESS; PH MEASUREMENT; PHOTOBIOREACTOR; PHOTOSYNTHESIS; PHOTOSYNTHETIC RATE; PRIORITY JOURNAL; PROTEIN SYNTHESIS;

BIOFUELS; EFFECT OF IRON; LIPID ACCUMULATION; MATHEMATICAL MODELING; MICROALGAE;

BATCH CELL CULTURE TECHNIQUES; BIOMASS; CHLORELLA VULGARIS; EDETIC ACID; IRON; LIGHT; LIPID METABOLISM; MODELS, THEORETICAL; OXIDATION-REDUCTION; PHOTOBIOREACTORS; TIME FACTORS;

EID: 84891636966     PISSN: 09608524     EISSN: 18732976     Source Type: Journal    
DOI: 10.1016/j.biortech.2013.11.085     Document Type: Article

References (35)

1. 3+ levels for biodiesel production. Bioresour. Technol. 2012, 119:429-432.
2. Bernard O. Hurdles and challenges for modelling and control of microalgae for CO2 mitigation and biofuel production. J. Process Control 2011, 21:1378-1389.
3. Buitenhuis E.T., Geider R.J. A model of phytoplankton acclimation to iron-light colimitation. Limnol. Oceanogr. 2010, 55:714-724.
4. Cheize M., Sarthou G., Croot P.L., Bucciarelli E., Baudoux A.-C., Baker A.R. Iron organic speciation determination in rainwater using cathodic stripping voltammetry. Anal. Chim. Acta 2012, 736:45-54.
5. Cherif M., Loreau M. Towards a more biologically realistic use of Droop's equations to model growth under multiple nutrient limitation. Oikos 2010, 119:897-907.
6. 2 sequestration with microalgae. Chem. Eng. J. 2010, 157:297-303.
7. 2. Chem. Eng. J. 2012, 213:203-213.
8. 2. Adv. Env. Res. 2013, 2:19-33.
9. Fujii M., Rose A.L., Omura T., Waite T.D. Effect of Fe(II) and Fe(III) transformation kinetics on iron acquisition by a toxic strain of Microcystis aeruginosa. Environ. Sci. Technol. 2010, 44:1980-1986.
10. Gear C.W. Numerical Initial Value Problems in Ordinary Differential Equations 1971, Prentice-Hall, Englewood Cliffs, New Jersey.
11. Gerringa L., De Baar H., Timmermans K. A comparison of iron limitation of phytoplankton in natural oceanic waters and laboratory media conditioned with EDTA. Mar. Chem. 2000, 68:335-346.
12. Hudson R.J., Morel F.M., Morel F. Iron transport in marine phytoplankton: Kinetics of cellular and medium coordination reactions. Limnol. Oceanogr. 1990, 35:1002-1020.
13. Jeffryes C., Rosenberger J., Rorrer G.L. Fed-batch cultivation and bioprocess modeling of Cyclotella sp. for enhanced fatty acid production by controlled silicon limitation. Algal Res. 2013, 2:16-27.
14. Liu Z.-Y., Wang G.-C., Zhou B.-C. Effect of iron on growth and lipid accumulation in Chlorella vulgaris. Bioresour. Technol. 2008, 99:4717-4722.
15. Mandalam R.K., Palsson B. Elemental balancing of biomass and medium composition enhances growth capacity in high-density Chlorella vulgaris cultures. Biotechnol. Bioeng. 1998, 59:605-611.
16. Mata T.M., Almeida R., Caetano N.S. Effect of the culture nutrients on the biomass and lipid productivities of microalgae Dunaliella tertiolecta. Chem. Eng. Trans. 2013, 32:973-978.
17. Menon K.R., Balan R., Suraishkumar G. Stress induced lipid production in Chlorella vulgaris: relationship with specific intracellular reactive species levels. Biotechnol. Bioeng. 2013, 110:1627-1636.
18. Millero F.J., Yao W., Aicher J. The speciation of Fe(II) and Fe(III) in natural waters. Mar. Chem. 1995, 50:21-39.
19. Molina Grima E., Robles Medina A., Giménez Giménez A., Sánchez Pérez J.A., Garcia Camacho F., García Sánchez J.L. Comparison between extraction of lipids and fatty acids from microalgal biomass. J. Am. Oil Chem. Soc. 1994, 71:955-959.
20. Morgan B., Lahav O. The effect of pH on the kinetics of spontaneous Fe(II) oxidation by O2 in aqueous solution-basic principles and a simple heuristic description. Chemosphere 2007, 68:2080-2084.
21. Packer A., Li Y., Andersen T., Hu Q., Kuang Y., Sommerfeld M. Growth and neutral lipid synthesis in green microalgae: a mathematical model. Bioresour. Technol. 2011, 102:111-117.
22. Piessens R., deDoncker-Kapenga E., Uberhuber C.W., Kahaner D.K. QUADPACK 1983, Springer-Verlag, New York.
23. Piorreck M., Baasch K.-H., Pohl P. Biomass production, total protein, chlorophylls, lipids and fatty acids of freshwater green and blue-green algae under different nitrogen regimes. Phytochemistry 1984, 23:207-216.
24. Plank D.W., Gengenbach B.G., Gronwald J.W. Effect of iron on activity of soybean multi-subunit acetyl-coenzyme A carboxylase. Physiol. plantarum 2001, 112:183-194.
25. Quinn J., de Winter L., Bradley T. Microalgae bulk growth model with application to industrial scale systems. Bioresour. Technol. 2011, 102:5083-5092.
26. Ruangsomboon S. Effect of light, nutrient, cultivation time and salinity on lipid production of newly isolated strain of the green microalga, Botryococcus braunii KMITL 2. Bioresour. Technol. 2012, 109:261-265.
27. Ruangsomboon S., Ganmanee M., Choochote S. Effects of different nitrogen, phosphorus, and iron concentrations and salinity on lipid production in newly isolated strain of the tropical green microalga, Scenedesmus dimorphus KMITL. J. Appl. Phycol. 2013, 25:867-874.
28. Sakthivel R., Sanniyasi E., Arif M.M. Microalgae lipid research, past, present: a critical review for biodiesel production, in the future. J. Exp. Sci. 2011, 2:29-49.
29. Scott S.A., Davey M.P., Dennis J.S., Horst I., Howe C.J., Lea-Smith D.J., Smith A.G. Biodiesel from algae: challenges and prospects. Curr. Opin. Biotechnol. 2010, 21:277-286.
30. Shaked Y., Kustka A.B., Morel F.M. A general kinetic model for iron acquisition by eukaryotic phytoplankton. Limnol. Oceanogr. 2005, 50:872-882.
31. Sharma K.K., Schuhmann H., Schenk P.M. High lipid induction in microalgae for biodiesel production. Energies 2012, 5:1532-1553.
32. Strzepek R.F., Hunter K.A., Frew R.D., Harrison P.J., Boyd P.W. Iron-light interactions differ in Southern Ocean phytoplankton. Limnol. Oceanogr. 2012, 57:1182-1200.
33. Ward B.A., Dutkiewicz S., Jahn O., Follows M.J. A size-structured food-web model for the global ocean: web appendix:ecosystem model structure. Limnol. Oceanogr. 2012, 57:1877-1891.
34. Yeesang C., Cheirsilp B. Effect of nitrogen, salt, and iron content in the growth medium and light intensity on lipid production by microalgae isolated from freshwater sources in Thailand. Bioresour. Technol. 2011, 102:3034-3040.
35. Yoo C., Jun S.-Y., Lee J.-Y., Ahn C.-Y., Oh H.-M. Selection of microalgae for lipid production under high levels carbon dioxide. Bioresour. Technol. 2010, 101:S71-S74.