The submerged culture of mushrooms represents a future for biotechnological processes at industrial level, in order to obtain biomass with economical value (food and ingredients, nutraceuticals and pharmaceuticals). Pleurotus ostreatus is well known worldwide for its culinary and medicinal value. The aim of the present study was to evaluate the most important biotechnological parameters that have influence on the biomass production of P. ostreatus, by cultivation in submerged conditions. Applying the Plackett-Burman experimental design, the significant parameters influencing the P. ostreatus biomass production were found to be the concentration of dextrose and yeast extract and time of cultivation. The best results in terms of maximising the biomass production (25.71 g·L^sup -1^) were obtained when the "+1" level of each independent variables was used in the Plackett-Burman experimental design. Analysis of variance (ANOVA) exhibited a high correlation coefficient (R^sup 2^) value of 0.9908, which certifies that the mathematical model was relevant for the biotechnological process.
Keywords: Pleurotus ostreatus, Plackett-Burman design, submerged cultivation, biomass production
Introduction
The medicinal properties and nutritional value of several mushrooms are widel y known. However, only since the last decade of the 20th century has it been possible to isolate and partially characterize some biologically active compounds with antitumor effects (Kidd, 2000). For many years mushrooms have been consumed and appreciated by their nutritional value, and medicinal properties. The traditional mushroom cultivation takes too long and the macrofungi biotechnology has not been explored in its full potential yet (Smiderle et al., 2012).
P. ostreatus, also known as the oyster mushroom, is a Basidiomycetes belonging to the family Pleurotaceae (Agaricales, Agaricomycetes). Interest for this species has increased considerably in the last decade because of its gastronomic value and its nutraceutical properties (Barros et al., 2007). The medicinal beneficial effects of P. ostreatus, such as antioxidant, antitumor and cholesterol-lowering activities, have been investigated intensively (Gregori et al., 2007).
The aim of this research was to study how different biotechnological parameters affect the Pleurotus ostreatus biomass production by cultivation in submerged conditions in liquid medium with agitation. The growing of mushroom biomass in submerged culture has many advantages over the popular compost bed methods. There is a considerable reduction in time and expense in submerged cultures (Horincar et al., 2014; Akinyele et al., 2012; Papaspyridi et al., 2012).
The Plackett-Burman factorial design is used to identify the most important factors earl y in the experimentation phase when complete knowledge about the fermentative medium is usually unavailable. That represents an efficient screening method to identify the active factors that influence a process (Pan et al., 2008).
Considering the great interest for mushrooms as a source of bioactive metabolites for the development of drugs and nutraceuticals, the aim of this research was to increase the yield of P. ostreatus biomass by optimizing some biotechnological growth parameters using the Plackett-Burman experimental design. In this study, by mathematical modelling and statistical analysis, seven biotechnological factors were analysed, i.e. carbon and nitrogen sources concentration (dextrose, yeast extract and peptone), inoculum concentration, time of cultivation, pH and agitation speed, in order to establish which factors have the greatest influence (positive and negative) on the P. ostreatus biomass production.
Materials and methods
Mushroom strains
The mushroom strain P. ostreatus was obtained from the Culture Collection of the Laboratory for research of fungi with role in the ecological reconstruction of heavy metal polluted soils - RECOSOL of "Alexandru Ioan Cuza" University of Iasi, Romania.
Inoculum preparation
The inoculum was obtained by stationary submerged cultivation in liquid medium for 4 days at 26°C. The medium composition for vegetative inoculum contains (g·L-1): glucose 40, yeast extract 5, peptone 5, pH = 5.5. The stock culture was preserved by cultivation on agar nutritive medium containing (g·L-1): 15 malt extract and 15 agar, in Petri dishes at 4°C.
Submerged cultivation
From pure culture grown on solid medium (consisted in (g·L-1): glucose 40, yeast extract 5, KH2PO4·H2O 0.5, MgSO4·7H2O 0.5 and agar 20) on the Petri dishes three square pieces of mycelium with 0.5 cm diameter were cut. These were used as start inoculum for 100 mL of fermentation medium. The fermentative medium used for submerged mushroom cultivation consisted in (g·L-1): glucose 40, peptone 3, yeast extract 5, KH2PO4·H2O 0.5, MgSO4·7H2O 0.5. The cultivation was realized in Erlenmeyer flasks placed in a rotary shaker SI-300R (Lab Companion, Korea) for 10 days at 26°C and 150 rpm.
Biomass yield
The biomass concentration during the experimental tests was determined b y measuring the dry weight, expressed as g·L-1. It was measured by collecting wet biomass by vacuum filtering sample through reweighed cellulose acetate filter 0.45µ, Sartorius Stedim Biotech, GmbH, Germany. The filtered biomass was then washed twice with distilled water and filters were then placed in glass dishes and dried at 105°C at Drying Oven Sanyo, Japan until achieving a constant weight.
Identifying the significant variables using Plackett-Burman design
The Plackett-Burman experimental design is a valuable tool for the rapid evaluation of the effects of various parameters that influence the biotechnological process. It can pick up the main factors with the least number of experiments from a list of potential factors (Plackett and Burman, 1946).
For mathematical modelling a first-order pol ynomial model (Eq. 1) was used as follows:
Y= β0+? βi χi (1)
where Y is the predicted response (biomass yields, g·L-1), β0 is the model intercept and βi is the linear coefficient, and χi is the level of the independent variable (Plackett and Burman, 1946).
A total of 7 parameters, such as dextrose, yeast extract, peptone, pH, time, agitation speed and inoculums concentration, were studied in a matrix design containing 12 experiments (Table 1). The experimental design was established with the Placket-Burman tool generated by using the statistical software package Design Expert 6.0.8 (Stat-Ease, Minneapolis, MN, USA). All the experiments were carried out in 500 mL Erlenmeyer flasks by submerged cultivation. The response was filled as dry weight biomass.
Results and discussion
Seven parameters (independent variables), including physical and nutritional factors such as concentration of some carbon and nitrogen sources (dextrose, yeast extract, peptone), inoculum concentration, pH value, agitation speed and the time of cultivation, were investigated in order to establish their effect on the P. ostreatus growth ability in a submerged system and the increase yield of biomass production. The responses for biomass yield based on the variation of independent variables are presented in Table 2.
A large contrast mean, either positive or negative effects, indicates that each factor has a large impact on biomass production, while a mean close to zero means that the factor has little or no effect. This way, three factors were established that play an important role in biomass production: dextrose and yeast extract concentration and also the time of cultivation (Figure 1). The time of cultivation (E) seems to have the most significant effect on biomass production, followed by the yeast extract concentration (B). The dextrose concentration (A) could also have a positive influence on submerged mushroom multiplication also by correlation with the carbon and nitrogen ratio in fermentation medium composition. The other three biotechnological parameters - pH (D), agitation speed (F) and inoculum concentration (G)- have a negative influence on biomass growing and they were not considered for future study.
After applying the ANOVA statistical test, the polynomial model equation was established to describe the P. ostreatus biomass production (Eq.2):
Y= 10.93 +1.50 A +2.25B +0.18C -0.94D +3.95E -0.32 F -5.38G (2)
where Y was the predicted P. ostreatus biomass production (g·L-1), A the concentration of dextrose (g·L-1), B the concentration of yeast extract (g·L-1), C the concentration of peptone (g·L-1), D the pH, E the inoculum concentration (%), F the agitation speed (rpm) and G the time of cultivation (days).
According to the data in Table 3, the Model F-value of 61.82 shows that the model was significant. There is only a 0.07% chance that a "Model F-Value" this large could occur due to noise. The R2 values (multiple correlation coefficients) closer to 1 denoted high agreement between the experimental and the predicted responses and indicate that the mathematical model is very reliable in the present study. The coefficient of variation (CV) indicated the degree of precision with which the experiments were compared. A lower reliability of the experiment is usuall y indicated by a high value of CV; in the present case the low value of CV (11.07) showed that the experiments conducted were precise and reliable.
The parity plot (Figure 2) showed a satisfactory correlation between the experimental and the predicted values (obtained from Eq.2) of the P. ostreatus yield of biomass production in submerged condition cultivation, where the points around the diagonal line which indicated an optimal fit of the model, since the deviation between the experimental and predicted values was minimal.
The literature describes several studies regarding the culture media optimization for P. ostreatus growing in submerged conditions. Gern et al. (2008) have used CSL (corn steep liquor) medium for obtaining the best biomass yield 29.64 g·L-1.
Comparable results were also obtained in our study where maximum biomass yields of 25.71 g·L-1 were achieved. The concentration of carbon source is important for P. ostreatus growing and this was also seen in other studies where an increase in the glucose concentration from 20 to 40 g·L-1 had a positive significant effect on the concentration of biomass, the maximum biomass productivity and the maximum specific growth rate (Gern et al., 2008). The carbon source was also investigated by Papaspyridi et al. (2010) where the effects of different carbon sources on the mycelia growth of P. ostreatus were investigated in shake flask cultures. The maximum biomass of 23.7±0.5, 21.1±0.5, and 20.5±0.8 g·L-1 was obtained when xylose, glucose, and trehalose were used, respectively. In other previous reports (Gbolagade et al., 2006; Gern et al., 2008) glucose was used as carbon source. In the present study dextrose indicated the best yields and was used as the primary carbon source for P. ostreatus submerged cultivation.
Papaspyridi et al. (2010) have demonstrated that biomass production was generally higher with organic nitrogen sources. This is consistent with the results of previous studies (Mikiashviliet al., 2006; Xuet al., 2008) that most basidiomycetes prefer complex organic nitrogen sources, because certain essential amino acid(s) may not be synthesized from inorganic nitrogen sources in the submerged culture of higher fungi. There are some researchers that have used organic nitrogen source for the production of bioactive compounds from basidiomycetes (Gern et al., 2008). In the present study the maximum P. ostreatus biomass yield of 25.71 g·L-1 was obtained using yeast extract as nitrogen source. Similar results, such as 23.4 and 21.5 g·L-1, were obtained by other researchers using CSL and soy-bean meal as nitrogen source (Papaspyridi et al., 2010).
Conclusions
The results offer information about the submerged cultivation conditions of P. ostreatus mushrooms in order to increase the yield of biomass. This plays a key role in adjusting the principal biotechnological parameters in order to increase the efficiency of the biotechnological process.
These preliminary data are important to establish the biotechnological conditions for mushroom cultivation in liquid medium with agitation and aeration. By applying the Plackett-Burman design of experiments and statistical analysis, it was possible to identify the most important three parameters with positive influence on biomass yield for seven independent variables. It was found that dextrose concentration, yeast extract concentration and cultivation time have the highest influence on biomass production in tested biotechnological conditions. The inoculum concentration and also the pH of the fermentation medium showed an indirect influence on mushroom multiplication. Based on the obtained results, it will be possible to optimize the biotechnological conditions by studying the correlative effect of the three variables with positive effect and applying the central composite design of experiments and the response surface methodology.
Acknowledgements
The work has been funded by the Sectoral Operational Programme Human Resources Development 2007-2013 of the Ministry of European Funds through the Financial Agreement POSDRU/159/1.5/S/138963 - PERFORM. We are grateful to professor Catalin Tanase and dr. Tiberius Balaes, "Alexandru Ioan Cuza" University of Iasi, for providing the pure culture of the mushroom strains.
References
Akinyele, J.B., Fakoya, S. & Adetuyi, C.F. 2012. Anti-Growth factors associated with Pleurotus ostreatus in a submerged liquid fermentation. Malaysian Journal of Microbiology, 8(3), 135-140
Barros, L., Baptista, P., Correia, D.M., Morais, J.S. & Ferreira, I.C.F.R. 2007. Effects of conservation treatment and cooking on the chemical composition and antioxidant activity of Portuguese wild edible mushrooms. Journal of Agricultural and Food Chemistry, 55, 4781-4788.
Bolla, K., Gopinath, B.V., Shaheen, S.Z. & Singara Charya, M.A. 2010. Optimization of carbon and nitrogen sources of submerged culture process for the production of mycelial biomass and exopolysaccharides by Trametes versicolor. International Journal for Biotechnology and Molecular Biology Research, 1(2), 15-21.
Gbolagade, J., Sobowale, A. and Adejoye, D. 2006. Optimization of sub-merged culture conditions for biomass production in Pleurotus florida (mont.) Singer, a Nigerian edible fungus. African Journal of Biotechnology, 5, 1464-1469.
Gern, R.M.M., Wisbeck, E., Rampinelli, J.R., Ninow, J.L. & Furlan, S.A. 2008. Alternative medium for production of Pleurotus ostreatus biomass and potential antitumor polysaccharides. Bioresource Technology, 99, 76-82.
Gregori, A., Svagelj, M. & Pohleven, J. 2007. Cultivation Techniques and Medicinal Properties of Pleurotus spp. Food Technology and Biotechnology, 45, 238-249.
Horincar, V.B., Popa, A., Parfene, G. & Balaes, T. 2014. Study of preliminary biotechnological conditions for Pleurotus ostreatus cultivation on submerged system. Innovative Romanian Food Biotechnology, 15, 58-62.
Kidd, P.M. 2000. The use of mushroom glucans and proteoglycans in cancer treatment. Alternative Medicine Review, 5, 4-27.
Mikiashvili, N. Wasser, S.P. Nevo, E. & Elisashvili, V. 2006. Effects of carbon and nitrogen sources on Pleurotus ostreatus ligninolytic enzyme activity. World Journal of Microbiology and Biotechnology, 22, 999-1002.
Pan, C.M, Fan, Y.T, Xing, Y, Hou, H.W. & Zhang, M.L. 2008. Statistical optimization of process parameters on biohydrogen production from glucose by Clostridium sp. Fanp2. Bioresource Technology, 99, 3146-54.
Papaspyridi, L.M., Aligiannis, N., Topakas, E., Christakopoulos, P., Skaltsounis, A.L. & Fokialakis, N. 2012. Submerged Fermentation of the Edible Mushroom Pleurotus ostreatus in a Batch Stirred Tank Bioreactor as a Promising Alternative for the Effective Production of Bioactive Metabolites. Molecules, 17, 2714-2724.
Plackett, R. L. & Burman, J.P. 1946. The design of optimum multifactorial experiments. Biometrika, 33, 305-325.
Rahman, N.A., Daud, F., Kalil, M.S. & Ahmad, S. 2012. Tiger milk mushroom cultivation by using submerged culture technique. WSEAS Transactions on Biology and Biomedicine, 3(9), 83-92.
Smiderle, F.R., Olsen, L.M., Ruthes, A.C., Czelusniak, P.A., Santana-Filho, A.P., Sassaki, G.L., Gorin, P.A.J. & Iacomini, M. 2012. Exopolysaccharides, proteins and lipids in Pleurotus pulmonarius submerged culture using different carbon sources. Carbohydrate Polymers, 87, 368- 376.
Xu, P., Ding, Z.Y., Quian, Z., Zhao, C.X. and Zhang, K.C. 2008. Improved production of mycelial biomass and ganoderic acid by submerged culture of Ganoderma lucidum SB97 using complex media. Enzyme and Microbial Technology, 42, 325-331.
VICENTIU-BOGDAN HORINCAR*, ANA-MARIA POPA, GEORGIANA PARFENE
(HORINCAR), GABRIELA BAHRIM
Faculty of Food Sci ence and Engineering, Dunarea de Jos University, 111 Do mneasca St., 800008,
Galati, Roma nia
*corresponding author: [email protected]
Received on 14th August 2015
Revised on 24th September 2015
You have requested "on-the-fly" machine translation of selected content from our databases. This functionality is provided solely for your convenience and is in no way intended to replace human translation. Show full disclaimer
Neither ProQuest nor its licensors make any representations or warranties with respect to the translations. The translations are automatically generated "AS IS" and "AS AVAILABLE" and are not retained in our systems. PROQUEST AND ITS LICENSORS SPECIFICALLY DISCLAIM ANY AND ALL EXPRESS OR IMPLIED WARRANTIES, INCLUDING WITHOUT LIMITATION, ANY WARRANTIES FOR AVAILABILITY, ACCURACY, TIMELINESS, COMPLETENESS, NON-INFRINGMENT, MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE. Your use of the translations is subject to all use restrictions contained in your Electronic Products License Agreement and by using the translation functionality you agree to forgo any and all claims against ProQuest or its licensors for your use of the translation functionality and any output derived there from. Hide full disclaimer
Copyright Universityi Dunarea de Jos of Galati 2015
Abstract
The submerged culture of mushrooms represents a future for biotechnological processes at industrial level, in order to obtain biomass with economical value (food and ingredients, nutraceuticals and pharmaceuticals). Pleurotus ostreatus is well known worldwide for its culinary and medicinal value. The aim of the present study was to evaluate the most important biotechnological parameters that have influence on the biomass production of P. ostreatus, by cultivation in submerged conditions. Applying the Plackett-Burman experimental design, the significant parameters influencing the P. ostreatus biomass production were found to be the concentration of dextrose and yeast extract and time of cultivation. The best results in terms of maximising the biomass production (25.71 g·L^sup -1^) were obtained when the "+1" level of each independent variables was used in the Plackett-Burman experimental design. Analysis of variance (ANOVA) exhibited a high correlation coefficient (R^sup 2^) value of 0.9908, which certifies that the mathematical model was relevant for the biotechnological process.
You have requested "on-the-fly" machine translation of selected content from our databases. This functionality is provided solely for your convenience and is in no way intended to replace human translation. Show full disclaimer
Neither ProQuest nor its licensors make any representations or warranties with respect to the translations. The translations are automatically generated "AS IS" and "AS AVAILABLE" and are not retained in our systems. PROQUEST AND ITS LICENSORS SPECIFICALLY DISCLAIM ANY AND ALL EXPRESS OR IMPLIED WARRANTIES, INCLUDING WITHOUT LIMITATION, ANY WARRANTIES FOR AVAILABILITY, ACCURACY, TIMELINESS, COMPLETENESS, NON-INFRINGMENT, MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE. Your use of the translations is subject to all use restrictions contained in your Electronic Products License Agreement and by using the translation functionality you agree to forgo any and all claims against ProQuest or its licensors for your use of the translation functionality and any output derived there from. Hide full disclaimer