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Research Article
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Improved Production of Endoglucanase Enzyme by Aspergillus terreus; Application of Plackett Burman Design for Optimization of Process Parameters
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Gahda A. Youssef
and
Mahmoud M. Berekaa
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ABSTRACT
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In this study, bagasse was used as substrate for endoglucanase (carboxymethyl-cellulase; CMCase) production using locally isolated Aspergillus terreus and the culture parameters were optimized for enhancing cellulase yield. The fungus showed 0.9 U mL-1 endoglucanase (CMCase) activity, during growth on basal salts medium at 35oC, initial pH value of 5.5 and in presence of 5% bagasse as a sole c-source. Preliminary experiments to address the most suitable nitrogen source as well as the optimal substrate (bagasse) treatment revealed that the optimal enzyme activity were 2.1 and 2.43 U mL-1 in presence of 3 g yeast extract and 1 N HCl or 1 NaOH, respectively. Statistically based experimental design was applied to optimize the production of endogluconase by A. terreus. To evaluate the effect of different culture conditions on the production of CMCase enzyme, Plackett-Burman factorial design was carried out. Twelve variables were examined for their significance on enzyme production. Treated bagasse (T2), non treated bagasse (NT), K2HPO4, NaNO3, trace elements, KCl, temperature and pH were the most significant factors encourage CMCase enzyme production, whereas treated bagasse (T3), yeast extract and MgSO4, were the most significant factors decreasing CMCase enzyme production. The pre-optimized medium showed approximately 4 folds increase in cellulase enzyme production. |
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INTRODUCTION
In recent years, one of the most important biotechnological applications is
the conversion of agricultural wastes and all lignocellulosics into products
of commercial interest such as ethanol, glucose and single cell protein (Ojumu
et al., 2003). The key element in bioconversion process is the hydrolytic
enzymes mainly cellulases. Cellulase enzyme has been reported by Fan
et al. (1987), Wu and Lee (1997), Kansoh
et al. (1999), Ojumu et al. (2003) and Immanuel
et al. (2007) for the bioconversion of lignocellulosics to these
useful products. Lignocellulosics are abundant sources of carbohydrate, continually
replenished by photosynthetic reduction of carbon dioxide by sunlight energy
(Fan et al., 1987). Thus, they are the most promising
feedstock for the production of energy, food and chemical (Wu
and Lee, 1997; Ojumu et al., 2003). The bioconversion of cellulosic
materials is now a subject of intensive research as a contribution to the development
of a large-scale conversion process beneficial to mankind (Kumakura,
1997). Such process would help alleviate shortages of food and animal feeds,
solve modern waste disposal problem and diminish mans dependence on fossil
fuels by providing a convenient and renewable source of energy in the form of
glucose. However, some features of natural cellulosic materials, like the degree
of crystallinity, lignification and capillary structure, are known to inhibit
their degradation or bioconversion (Solomon et al.,
1990, 1999). Many physical, chemical and microbial
pretreatment methods for enhancing bioconversion of cellulosic materials have
been reported by Kumakura (1997), Wu
and Lee (1997), Kansoh et al. (1999), Depaula
et al. (1999), Solomon et al. (1999)
and Ojumu et al. (2003). Cellulase production by members of the genus
Aspergillus using different agricultural wastes has been reported by
Gokhale et al. (1991), Prasetsan
et al. (1997), Jecu (2000), Ojumu et
al. (2003), Milala et al. (2005) and Immanuel
et al. (2007). Furthermore, wild type and mutants of the fungus Trichoderma
reesei have been reported for celluololytic enzyme activity especially under
various fermentation conditions (Gadgil et al.,
1995; Mekala et al., 2008; Latifian
et al., 2007). Since, the production of cellulase enzyme(s) is a
major factor in the hydrolysis of cellulosic materials, it is important to make
the process economically feasible. Although, much study has been done on the
production of cellulase from lignocellulosics (Solomon et
al., 1999; Depaula et al., 1999; Kansoh
et al., 1999; Milala et al., 2005;
Immanuel et al., 2007; Alam
et al., 2008), much emphasis has been placed on bagasse. Reducing
the costs of enzyme production by the optimization of the fermentation medium
and cultivation condition is the goal of basic research for industrial application.
Most of the reports concerning cellulases production are dealt with the purification
and characterization of the enzyme, very few reports regarding optimization
studies especially using experimental design. These statistical methods, as
compared to the common one-factor-at-a-time method, proved to be powerful and
useful tools. Interestingly, many reports have been published on the application
of statistical experimental methodology for the optimization of xylanase production
by members of the genera Aspergillus and Trichoderma (Prasetsan
et al., 1997; Li et al., 2007; Cao
et al., 2008). However, few studies on the application of statistical
designs for medium optimization in cellulase production by Trichoderma reesei
have been reported by Latifian et al. (2007),
Alam et al. (2008) and Mekala
et al. (2008). Therefore, there is growing interest for the application
of such methodology in the optimization of cellulase production by members of
the genus Aspergillus.
The objective of the present research was to study the production of endoglucanase enzyme by local fungal isolate identified as Aspergillus terreus. Emphasis was given to the preliminary investigation on the optimal nitrogen source as well as substrate (bagasse) concentration affecting enzyme production. Furthermore, the effect of different pretreatments of bagasse substrate on enzyme production was also conducted. Plackett-Burman experimental design was applied to evaluate the impact of various culture conditions, including nutritional and physical variables, on CMCase enzyme production.
MATERIALS AND METHODS
Lignocellulosic source and pretreatments: The substrates used for this
study was bagasse; it is cheap and readily available source of lignocellulose.
The bagasse was collected as a waste product of fruit juice substrate and dried
at 60°C for 48 h to reduce the moisture content and to make it more susceptible
for crushing (Kanosh et al., 1999). During cultivation, the milled bagasse
material was either used directly without treatment (NT) or subjected to several
pretreatment methods using different concentration of HCl (T1: 0.5,
1 or 2 M), sodium hydroxide solution (T2: 0.5, 1 or 2 N) or soaked
in sodium hydroxide solution (T3: 2 or 3 N) at 1:10 (substrate :
solution) ratio (Gharpuray et al., 1983; Solomon
et al., 1999) for 2 h at room temperature. It was washed free of
the chemicals and autoclaved at 121°C (15 psig steam) for 1 h. At the end
of each treatment, the pretreated substrate was then filtered and washed successively
with distilled water until the wash water was neutral.
Fungus isolation and characterization: The fungus used throughout this study was isolated from garden soil by the use of Czapek-Dox medium containing carboxymethyl-cellulose as a sole carbon source. After several transfers to fresh medium fungal growth sample was subsequently transferred to solid medium. Single pure colonies were screened for CMCase activity. The purified fungus was tested for cellulase production by submerged cultivation on basal salts medium containing 0.3% NaNO3; 0.05% MgSO4.7H2O; 0.1 K2HPO4; 0.05% KCl and supplemented with 0.1 mL FeSO5.7H2O as trace element. The medium was adjusted to pH 5.5 and inoculated aseptically by adding spore suspension (approximately 2x107) to 50 mL of sterilized medium. The purified isolate was maintained as stock culture in Czapek-Dox agar slants. Stock culture was subcultured at regular intervals of one month and stored under refrigeration. The fungus was characterized and identified by the help of Mycological Center in Assuit University, Egypt. The fungus was closely related to members of the genus Aspergillus especially A. terreus.
Inoculum: The organism was maintained as direct stock culture from which inocula were prepared. It was grown on Czapek-Dox agar slants at 30°C for 5 days and stored at 4°C with regular subculturing. Fungal inoculum was prepared by inoculation of 50 mL of the basal salts production medium with spore suspension of A. terreus. The inoculum was kept in shaker (200 rpm) at 35°C for 24 h before use in fermentation process.
Fermentation experiment: The cultures were incubated aerobically in 250 mL Erlenmeyer flasks under submerged conditions at 35°C for 5 days. At the end of incubation period, culture were centrifuged at 4000 x g for 15 min and extracellular protein and CMCase activities were measured in the culture supernatant. All experiments and analysis were carried out in duplicate.
Endoglucanase (carboxymethyl cellulase; CMCase) activity: Endoglucanase
activity was measured as previously described by Ghose (1987)
by determination of reducing sugar release from carboxymethyl cellulose (CMC).
0.1 mL of the culture supernatant was incubated with 1 mL 2% CMC in 0.05 M sodium
acetate buffer, pH 4.8 at 50°C for 10 min. The reducing sugar produced was
assayed by dinitrosalicyclic acid (DNS) method (Miller,
1959) using glucose as standard. Controls for carbohydrate produced from
substrate and enzyme preparation were included. One unit (1U) of endogluconase
activity was defined as the amount of enzyme which produced 1U mole of glucose
equivalents per minute under assay conditions.
Protein determination: The protein content of cell free supernatant
was determined by Lowry et al. (1951) method with
bovine serum albumin as standard.
Growth and production conditions: The fungus was grown in 50 mL aliquot of basal salts medium dispensed in 250 mL Erlenmeyer flask and incubated at 35°C for 24 h at 200 rpm. One percent inoculum of the overnight culture was used to inoculate the basal salt production medium of the following composition (g L-1): 3 NaNO3, 3; MgSO4.7H2O, 0.5; K2HPO4, 1; KCl, 0.5 and supplemented with 1 mL FeSO5.7H2O as trace element. The medium was adjusted to pH 5.5 and inoculated aseptically by adding spore suspension (approximately 2x107) to 50 mL of sterilized medium. During fermentation, bagasse substrate was added at a concentration of 5% (w/v) and was used as a sole carbon source. To assess the optimal nitrogen source, six different nitrogen sources were tested (on equal nitrogen bases) namely; NaNO3, (NH4)2SO4, peptone, yeast extract, NH4Cl and urea. The 50 mL medium was inoculated with 500 μL of the preculture. Cellulase enzyme activity and protein content were determined in culture supernatants after clarifying cultures by centrifugation.
Fractional factorial design: For screening purpose, various medium components
and culture parameters have been evaluated based on the Plackett-Burman factorial
design. Plackett-Burman experimental design (Plackett and
Burman, 1946) was applied to investigate the significance of various medium
components on cellulase production. Twelve culture variables were tested in
two levels: -1 for low and +1 for high level based on Plackett-Burman matrix
design, which is a fraction of two level factorial design and allows the investigation
of n-1 variables in at least n-experiments. Table 3 represents
the lower and higher levels of each variable. In this study the independent
variables were screened in 22 combinations according to the matrix shown in
Table 4. The main effect of each variable was calculated simply
as the difference between the average of measurements made at high setting (+1)
and the average of measurements observed at low setting (-1) of that factor.
Plackett-Burman experimental design is based on the first order model Eq.
1:
where, Y is the predicted response (specific activity of cellulase enzyme),
β0, βi are constant coefficients and xi
is the coded independent variables estimates or factors.
Analysis of data: The data on the specific activity of cellulase enzyme
were statistically analyzed. Essential experimental design free software (Steppan
et al., 1999) was used for data analysis, determination of coefficients,
as well as polynomial model reduction. Factors having highest t-value and confidence
level over 95% were considered to be highly significant on cellulase enzyme
production.
RESULTS AND DISCUSSION
Monitoring of cellulase enzyme production during growth of A. terreus
on bagasse: In this experiment, the time course of cellulase enzyme production,
in presence of 2 levels of bagasse (2 and 5%), was closely investigated. The
enzyme activity and extracellular protein content versus the time course of
fermentation are shown in Fig. 1. It was clear that the pattern
of enzyme activity was nearly similar. Two clear peaks of activities were recognized;
the first after 30 and 75 h and the second after 160 and 220 h, for the 2 and
5% bagasse, respectively. The depression in cellulase activity between those
two main activity peaks may be due to cumulative effect of cellobiose, a dimer
of glucose which is known to inhibit endogluconase activity (Ojumu et al.,
2003).
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| Fig. 1: |
Production of endoglucanase (CMCase) enzyme by Aspergillus
terreus in presence of different bagasse concentrations |
| Table 1: |
Effect of different bagasse and yeast extract concentrations
on endoglucanase enzyme activity of Aspergillus terreus |
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Hatakka (1983) also suggested that delignification
produces aromatic water-soluble products which can repress the celluolytic action
of the enzyme. Generally, there was an obvious increase in cellulase enzyme
activity in presence of 5% bagasse, recording approximately 2 fold increase
as compared to 2% bagasse concentration.
Influence of different bagasse levels: In a trail to reduce the costs for enzyme production, bagasse raw material was used as substrate. In this experiment, the influence of different bagasse concentrations on cellulase enzyme production by A. terreus was investigated. Results shown in Table 1 represent the maximal values of protein and the specific activity expressed as CMCase activity per mg of protein at different bagasse levels. As it can be observed, the values of endoglucanase activity and extracellular protein (0.9 U mL-1, 3.30 mg mL-1) were higher for a 5% bagasse concentration. However, any decrease in bagasse concentration led to simultaneous decline in CMCase activity.
Influence of different bagasse pretreatment: For enhancing conversion
of cellulosic material by making it more accessible and susceptible for cellulolytic
enzyme activity, bagasse substrate was subjected to different pretreatment processes.
Results shown in Table 2 indicated that treatment methods
have a similar effect on endogluconase activity. However, maximum specific activity
was recorded during growth on bagasse substrate pretreated with (0.5 or 1 N
HCl) and 1 N NaOH, that was 2.26, 2.38 and 2.64, for each of the tested substrate,
respectively. As compared with nontreated substrate, 2.2-fold increase in specific
cellulase activity was recorded when bagasse was treated with 1N NaOH.
| Table 2: |
Effect of different bagasse pretreatments on endoglucanase
enzyme activity of Aspergillus terreus |
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| *Auto: Autoclaved |
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| Fig. 2: |
Production of endoglucanase enzyme by Aspergillus terreus
in presence of different nitrogen sources |
Interestingly, many physical, chemical and microbial pretreatment methods for
enhancing bioconversion of cellulosic materials have been reported by Kumakura
(1997), Wu and Lee (1997), Kansoh
et al. (1999), Depaula et al. (1999),
Solomon et al. (1999) and Ojumu et al.
(2003) in order to make cellulosic material more accessible and susceptible
for cellulolytic activities.
Influence of different nitrogen sources on endoglucanase production:
In an attempt to maintain low fermentation costs during endoglucanase production,
relatively inexpensive organic nitrogen sources (peptone and yeast extract)
and inorganic nitrogen sources (sodium nitrate, ammonium sulfate, ammonium chloride
andurea) were used. Endoglucanase activity by A. terreus grown on different
nitrogen sources is shown in Fig. 2. The effectiveness of
nitrogen source in supporting endoglucanase production along with growth and
secretion of extracellular protein by A. terreus decreased in the following
order; yeast extract, NaNO3, NH4Cl, (NH4)SO4,
urea, peptone. Yeast extract was the most preferable nitrogen source yielding
maximal endoglucanase CMCase activity, as well as highest extracellular protein
also noticed (1.46 U mL-1, 3.10 mg mL-1, respectively).
The preference of the fungus for yeast extract as a sole N-source was justified
independently. Different levels of yeast extract ranging from 2 to 6% were individually
supplemented to the cultures, highest activity (2.47 U mL-1) was
obtained when using 3 g L-1 yeast extract concentration below or
above this level showed an adverse effect on the metabolic activities of the
test organism (Table 1). In the contrary, growth of Trichoderma
reesei on cellulase production medium without nitrogen source increased
cellulase enzyme production (Turker and Mavi, 1987).
Narasimha et al. (2006) indicated that urea is
the optimal N-source for cellulose production by Aspergillus niger. Furthermore,
2% urea were the optimal N-source during production of xylanase and cellulase
by Aspergillus niger ATTC 6275 during growth on palm mill wastes (Prasetsan
et al., 1997).
Evaluation of different process parameters affecting endoglucanase (CMCase)
production: Screening is indicated when the investigator is faced with a
large number of factors and is unsure which settings are likely to produce optimal
or nearly optimal responses. Identifying the key response(s) and identifying
all possible process factors are crucial steps in experimental design methodology.
Factor level selection can be a difficult part of the experimental process.
Experience, prior experimentation and the literature can be valuable resources
for choosing factor settings (Strobel and Sullivan, 1999).
In order to evaluate factors affecting cellulase enzyme production by A.
terreus, Plackett-Burman statistical design was employed. Settings of the
examined twelve independent variables are shown in Table 3.
The experiments were carried out according to the experimental matrix presented
in Table 4, where endoglucanase enzyme activity and the calculated
specific activity were the measured responses. A wide variation in specific
activity of endoglucanase enzyme (0.2-6.52 U mg-1) was recorded,
which reflects the importance of medium optimization to attain high yield of
the interested product. Furthermore, the pre-optimized medium showed approximately
4 folds increase in cellulose enzyme production. The main effect of examined
factors on endoglucanase (CMCase) enzyme activity was calculated and presented
graphically in Fig. 3.
| Table 3: |
Variables and their levels employed in Plackett-Burman design
for screening of culture conditions affecting on endoglucanase production
by Aspergillus terreus |
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| *Bagasse treatments: T1: Hydrolysis with 0.5 M
HCl, T2: Hydrolysis with 1 N NaOH, T3: Autoclaved
and hydrolyzed with 2 N NaOH |
| Table 4: |
Plackett-Burman experimental design for evaluation of factors
affecting endoglucanase enzyme production by Aspergillus terreus |
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| X1: Bagasse (NT), X2: Bagasse (T1),
X3: Bagasse (T2), X4: Bagasse (T3),
X5: Yeast extract, X6: NaNO3, X7:
KCl, X8: KH2PO4, X9: MgSO4:
X10: Trace elements, X11: Temperature, X12:
pH |
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| Fig. 3: |
Effect of environmental and nutritional factors on endoglucanase
enzyme production by Aspergillus terreus based on Plackett-Burman
design |
| Table 5: |
Statistical analysis of Plackett-Burman design showing coefficient
values, t-stat and p-values for each variable |
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| X1: Bagasse (NT), X2: Bagasse (T1),
X3: Bagasse (T2), X4: Bagasse (T3),
X5: Yeast extract, X6: NaNO3, X7:
KCl, X8: KH2PO4, X9: MgSO4:
X10: Trace elements, X11: Temperature, X12:
pH |
On analysis of regression coefficients and t-value of 12 ingredients (Table
5), treated bagasse (T2), non treated bagasse (NT), K2HPO4,
NaNO3, trace elements and KCl were the most significant factors increasing
endoglucanase enzyme production, whereas treated bagasse (T3), yeast
extract and MgSO4, were the most significant factors decreasing endoglucanase
enzyme production, where any increase in their concentration on the production
medium will negatively influence enzyme production.
In many fungi, the production and secretion of the celluolytic system are known
to be induced by cellulosic substrates (e.g., bagasse) and repressed by easily
metabolized compounds such as glucose, however it is difficult to generalize
about the response of fungi to inducers and repressors. The generally accepted
mechanism of induction of cellulase secretion by insoluble cellulose is that
low constitutive levels of cellulases interact with the polymer to induce soluble
compounds and some of them act as the real inducer after assimilation by the
fungal cell (Magnelli and Forchiassin, 1999).
Interestingly, some features of natural cellulosic materials (crystallinity
and lignification) are known to limit or inhibit their degradation/bioconversion
(Fan et al., 1987; Solomon et
al., 1990, 1999). Therefore, pretreatment of
cellulose opens up the structure and removes secondary interaction between glucose
chains (Tang et al., 1996; Fan
et al., 1987). In concordance with the results obtained in this study,
Solomon et al. (1999) produced cellulase of 0.056
IU mL-1 from the growth of Aspergillus flavus on bagasse pre-treated
with using ballmilling and caustic soda. While, the pretreatment of palm cake
gave no improvement in cellulase and xylanase enzyme production by Aspergillus
niger ATTC 6275 (Prasetsan et al., 1997).
In this study, the use of NaNO3 let to significant increase in endoglucanase
production. Interestingly, inorganic nitrogen sources namely; ammonium sulphate
and ammonium nitrate led to optimal production of cellulase enzyme by Aspergillus
niger and Trichoderma reesei (Gokhale et
al., 1991; Gadgil et al., 1995; Prasetsan
et al., 1997). On the other hand, statistical analysis indicated that
temperature and pH were insignificant for cellulase production by A.
terreus. In contrast, several scientists found out that temperature and
pH have crucial effect on cellulase production in many fungi (Gokhale
et al., 1991; Prasetsan et al., 1997;
Jecu, 2000; Immanuel et al.,
2007; Alam et al., 2008). As assayed by DNS
method, Immanuel et al. (2007) recorded pH optima
of 5 and 6 for cellulose production during growth of A. niger and A.
fumigatus on coir waste and sawdust; respectively. Interestingly, Milala
et al. (2005) reported optimal enzyme production by A. niger
at pH 3 and substrate concentration of 5% (w/v). Narasimha
et al. (2006) recorded an optimal pH with a value of 5 for cellulose
production by A. niger. Romero et al. (1991)
recorded that pH with a value of 6.5 was optimal for cellulase production by
Neurospora crassa during growth on wheat straw. In the contrary, the
positive significance of temperature on cellulase enzyme production by several
Aspergilli was recorded, with temperature optima between 28-35OC
(Gokhale et al., 1991; Romero
et al., 1991; Prasetsan et al., 1997;
Jecu, 2000; Alam et al.,
2008). Interestingly, Immanuel et al. (2007)
reported that A. niger and A. fumigatus were capable of producing
cellulase enzyme optimally at 40 and 50°C during growth on coir waste and
sawdust, respectively.
The t-test for any individual effect allows an evaluation of the probability
of finding the observed effect purely by chance. Some investigators find that
confidence levels greater than 70% are acceptable (Stowe
and Mayer, 1966).
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| Fig. 4: |
Pareto plot for Plackett-Burman parameter estimates of endoglucanase
enzyme activity of Aspergillus terreus |
In these experiments, variables with confidence levels greater than 95% were
considered as significant. The quality of fit of the polynomial model equation
was expressed by the coefficient of determination R2. The determination
coefficient R2 of the full model for specific cellulase activity
was 0.85.
One of the advantages of the Plackett-Burman design is to rank the effect of
different variables on the measured response independent on its nature (either
nutritional or physical factor) or sign (whether contributes positively or negatively).
Figure 4 shows the ranking of factor estimates in a Pareto
chart. The Pareto chart displays the magnitude of each factor estimate and is
a convenient way to view the results of Plackett-Burman design (Strobel
and Sullivan, 1999).
CONCLUSION
The results of this study collectively helped to optimize endoglucanase (CMCase) enzyme production by locally isolated Aspergillus terreus strain through improvement of substrate (bagasse) pretreatment, chemical as well as environmental parameters affecting growth and enzyme production by application of fractional experimental design. The design succeeded to rank factors from different categories to enable better understanding of the substrate as well as medium effect. It is worthwhile to further optimize the significant variables determined in the present study to attain maximum CMCase enzyme production by applying of other suitable designs.
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