Abstract
Diafiltration (DF) is a separation method used to separate and concentrate macromolecules, such as polysaccharides and proteins. To obtain high-purity target molecules by DF, appropriate conditions should be used. In this study, a mathematical model was developed to suggest appropriate ultra-filtration (UF) membrane modules for the separation of phycocyanin (PC) by multistep DF. PC is a protein produced by microalgae. The contribution of each UF membrane module to PC productivity and purity at each stage of the multistep DF process was quantified by the proposed model. The parameters required as model inputs (k, Fα1, and Fα2) were experimentally determined by permeating PC-containing solution through UF membrane modules (150, 30, and 10 kDa cutoffs). The resulting analytical solutions and those predicted by the model were in close agreement. The PC purity increased from 0.20 to 0.30 when a 10 kDa UF membrane module was used in two-step DF. An orthogonal table was used to determine the combination of UF membrane modules needed to achieve higher purity of PC. The model predicted that the 30 kDa UF membrane module would have the highest contribution to PC productivity and purity at any position in a three-step DF. The developed model can help identify appropriate conditions for separating macromolecules by DF.
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Abbreviations
- A :
-
Membrane module surface area, m2
- ABS 280 :
-
Absorbance at 280 nm
- ABS 618 :
-
Absorbance at 618 nm
- C 0 :
-
Concentration of feed, g/m3
- C A :
-
Concentration of protein in tank, g/m3
- C PC :
-
Concentration of PC, g/m3
- C Total :
-
Concentration of total protein, g/m3
- C X :
-
Concentration of biomolecule X, g/m3
- C α1 :
-
Concentration of filtrate from UF membrane module, g/m3
- C α2 :
-
Concentration of concentrate from UF membrane module, g/m3
- F 0 :
-
Flow rate of feed, m3/s
- F A :
-
Flow rate of product, m3/s
- F α1 :
-
Flow rate of filtrate from UF membrane module, m3/s
- F α2 :
-
Flow rate of concentrate from UF membrane module, m3/s
- J (t) :
-
Flux of permeate from UF membrane module, m/s
- k :
-
Protein permeation coefficient
- l :
-
Optical path length, cm
- t :
-
Permeation time, s
- V A :
-
Solution volume in tank, m3
- V :
-
Volume of permeate, m3
- ε 280 :
-
Extinction coefficient of PC at 280 nm, cm2/mg
- ε 618 :
-
Extinction coefficient of protein at 618 nm, cm2/mg
References
Paulen R, Fikar M, Foley G, Kovacs Z, Czermak P (2012) Optimal feeding strategy of diafiltration buffer in batch membrane processes. J Membr Sci 411–412:160–172
Wang L, Yang G, Xing W, Xu N (2008) Mathematic model of the yield for diafiltration processes. Sep Purif Technol 59:206–213
Barba D, Beolchini CD, Veglió F (2001) Whey protein concentrate production in a pilot scale two-stage diafiltration process. Sep Sci Technol 36:587–603
Cheang B, Zydney AL (2004) A two-stage ultrafiltration process for fractionation of whey protein isolate. J Membr Sci 231:159–167
Pires IS, Palmer AF (2021) Selective protein purification via tangential flow filtration – Exploiting protein-protein complexes to enable size-based separations. J Membr Sci 618:118712
Morison KR, She X (2003) Optimization and graphical representation of multi-stage membrane plants. J Membr Sci 211:59–70
Kovacs Z, Discacciati M, Samhaber W (2008) Numerical simulation and optimization of multi-step batch membrane processes. J Membr Sci 324:50–58
Sieq WE, Livingston AG, Ates C, Merschaert A (2013) Continuous solute fractionation with membrane cascades a high productivity alternative to diafiltration. Sep Purif Technol 102:1–14
Patel A, Mishra S, Pawar R, Ghosh PK (2005) Purification and characterization of C-Phycocyanin from cyanobacterial species of marine and freshwater habitat. Protein Expr Purif 40:248–255
Niu JF, Wang GC, Lin XZ, Zhou BC (2007) Large-scale recovery of C-phycocyanin from Spirulina platensis using expanded bed adsorption chromatography. J Chromatogr B 850:267–276
Pagels F, Guedes AC, Amaro HM, Kijjoa A, Vasconcelos V (2019) Phycobiliproteins from cyanobacteria: chemistry and biotechnological applications. Biotechnol Adv 37:422–443
Prabakaran G, Sampathkumar P, Kavisri M, Moovendhan M (2020) Extraction and characterization of phycocyanin from Spirulina platensis and evaluation of its anticancer, antidiabetic and antiinflammatory effect. Int J Biol Macromol 153:256–263
Pan-utai W, Iamtham S (2019) Extraction, purification and antioxidant activity of phycobiliprotein from Arthrospira platensis. Process Biochem 82:189–198
Bermejo R, Talavera EM, Alvarez-Pez JM, Orte JC (1997) Chromatographic purification of biliproteins from Spirulina platensis High-performance liquid chromatographic separation of their α and β subunits. J Chromatogr A 778:441–450
Moraes CC, Kalil SJ (2009) Strategy for a protein purification design using C-phycocyanin extract. Biores Technol 100:5312–5317
Lauceri R, Zittelli GC, Torzillo G (2019) A simple method for rapid purification of phycobiliproteins from Arthrospira platensis and Porphyridium cruentum biomass. Algal Res 44:101685
Chaiklahan R, Chirasuwan N, Loha V, Tia S, Bunnag B (2011) Separation and purification of phycocyanin from Spirulina sp. using a membrane process. Biores Technol 102:7159–7164
Jaffrin MY, Ph CJ (1994) Optimization of ultrafiltration and diafiltration processes for albumin production. J Membr Sci 97:71–81
van Reis R, Saksena S (1997) Optimization diagram for membrane separations. J Membr Sci 129:19–29
Yazdanshenas M, Tabatabaeenezhad AR, Roostaazad R, Khoshfetrat AB (2005) Full scale analysis of apple juice ultrafiltration and optimization of diafiltration. Sep Purif Technol 47:52–57
Kovacs Z, Discacciati M, Samhaber W (2009) Modeling of batch and semi-batch membrane filtration processes. J Membr Sci 327:164–173
Braga LG, Silva TE, Cintra FO, Takagi M (2015) Mathematical model for simultaneous microfiltration and ultrafiltration of Haemophilus influenzae type b to cell separation and polysaccharide recovery. J Membr Sci 481:188–194
Ahrer K, Buchacher A, Iberer G, Jungbauer A (2006) Effects of ultra-/diafiltration conditions on present aggregates in human immunoglobulin G preparations. J Membr Sci 274:108–115
Abalde J, Betancourt L, Torres E, Cid A, Barwell C (1998) Purification and characterization of phycocyanin from marine cyanobacterium Synechococcus sp. IO9201. Plant Sci 136:109–120
Liu LN, Chen XL, Zhang XY, Zhang YZ, Zhou BC (2005) One-step chromatography method for efficient separation and purification of R-phycoerythrin from Polysiphonia urceolata. J Biotechnol 116:91–100
Chaiklahan R, Chirasuwan N, Loha V, Tia S, Bunnag B (2018) Stepwise extraction of high-value chemicals from Arthrospira (Spirulina) and an economic feasibility study. Biotechnol Rep 20:e00280
Hidane T, Demura M, Morisada S, Ohto K, Kawakita H (2022) Mathematical analysis of cake layer formation in an ultrafiltration membrane of a phycobiliprotein-containing solution extracted from Nostoc commune. Biochem Eng J 179:108333
Qi T, Da X, Zhang Y, Chen X, Cui Z, Qiu M, Fan Y (2020) Modeling and optimal operation of intermittent feed diafiltration for refining oligodextran using nanoporous ceramic membranes. Sep Purif Technol 253:117491
Denis C, Masse A, Fleurence J, Jaouen P (2009) Concentration and pre-purification with ultrafiltration of a R-phycoerythrin solution extracted from macro-algae Grateloupia turuturu: Process definition and up-scaling. Sep Purif Technol 69:37–42
Sharma A, Bracewell DG (2019) Characterisation of porous anodic alumina membranes for ultrafiltration of protein nanoparticles as a size mimic of virus particles. J Membr Sci 580:77–91
Gonzalez-Munoz MJ, Parajo JC (2010) Diafiltration of Eucalyptus wood autohydrolysis liquors: Mathematical modeling. J Membr Sci 346:98–104
Yamazaki K, Matsuda M, Yamamoto K, Yakushiji T, Sakai K (2011) Internal and surface structure characterization of cellulose triacetate hollow-fiber dialysis membranes. J Membr Sci 368:34–40
Lauceri R, Zittelli GC, Maserti B, Torzillo G (2018) Purification of phycocyanin from Arthrospira platensis by hydrophobic interaction membrane chromatography. Algal Res 35:333–340
Minkova KM, Tchernov AA, Tchorbadjieva MI, Fournadjieva ST, Antova RE, Ch BM (2003) Purification of C-phycocyanin from Spirulina (Arthrospira) fusiformis. J Biotechnol 102:55–59
Jung S-B, Kang M-S, Jung J-Y, Kwon J-H (2022) A simple method for extracting phycocyanin from Arthrospira (Spirulina) platensis by autolysis. Bioproc Biosyst Eng 45:1731–1738
Silveira SY, Quines LKM, Burkert CAV, Kalil SJ (2008) Separation of phycocyanin from Spirulina platensis using ion exchange chromatography. Bioproc Biosyst Eng 31:477–482
Acknowledgements
The analysis of materials was supported by the Analytical Research Center for Experimental Sciences, Saga University. We thank Katherine Thieltges from Edanz (https://jp.edanz.com/ac) for editing a draft of this manuscript.
Funding
This study was partially supported by the Saga University Algae Research Project, Saga University, Japan.
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TH: Methodology, Formal analysis, and Writing – Original Draft. MD: Resources, Methodology, Conceptualization. SM: Methodology. KO: Methodology, Conceptualization. HK: Conceptualization, Resources, Writing – Review & Editing.
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Hidane, T., Demura, M., Morisada, S. et al. Efficient separation of phycocyanin of Nostoc commune by multistep diafiltration using ultra-filtration membrane modules. Bioprocess Biosyst Eng 46, 1447–1456 (2023). https://doi.org/10.1007/s00449-023-02911-3
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DOI: https://doi.org/10.1007/s00449-023-02911-3