Highlights
Transcript of Highlights
Highlights
acidophilic xylanase from Bacillus aerophilus KGJ2 medium and process variable were optimized by Response Surface Methodology biochemical characterization of xylanase enzyme xylooigosaccharide production
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Xylanase production from Bacillus aerophilus KGJ2 and its application 1
in xylooligosaccharides preparation 2
D. Gowdhaman, V S. Manaswini, V. Jayanthi, M. Dhanasri, G. Jeyalakshmi, V. Gunasekar, KR. Sugumaran, V. 3
Ponnusami* 4
School of Chemical & Biotechnology, SASTRA University, Thirumalaisamudram, Thanjavur, India. 5
ABSTRACT 6
Xylanolytic enzyme was produced using a newly isolated Bacillus aerophilus KGJ2 and 7
low cost lignocellulosic sources in solid state fermentation. Seven different agricultural 8
residues (wheat bran, tea dust, saw dust, paper waste, cassava bagasse, rice straw and rice 9
husk) and six nitrogen source namely yeast extract, beef extract, peptone, ammonium 10
nitrate, ammonium sulphate, and ammonium chloride were examined for xylanase 11
production. Upon initial screening, wheat bran and ammonium chloride were chosen as 12
suitable carbon source and nitrogen source respectively. Plackett–Burman fractional 13
factorial design was employed to screen the important process variables affecting enzyme 14
production. Substrate concentration, nitrogen source, moisture content and MgSO4.7H2O 15
were identified as statistically significant variables. Subsequently Box–Behnken method 16
was used to optimize the process conditions to achieve maximum xylanase yield. Under 17
optimized conditions xylanase yield was 45.9 U/gds. Best xylanase activity was obtained 18
at 70 C and pH 4.0. It retained more than 90% activity after incubation at 80 – 90 C for 19
60 min. The hydrolytic efficiency of xylanase on xylan was examined and xylobiose, 20
xylotriose and xylotetrose were obtained as hydrolytic products. 21
Keywords: Lignocellulosic waste; solid state fermentation; xylooligosaccharides22
* Corresponding author. Tel.: +91 4362 264101; fax: +91 4362 264120. E-mail addresses: [email protected], [email protected] (V. Ponnusami).
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1. INTRODUCTION 23
Xylooligosaccharides (XOs) are sugar oligomers generated through hydrolysis of 24
xylan. They find applications in a variety of industries including pharmaceutical, 25
agriculture and feed industry. If orally consumed, XOs have prebiotic effects [1]. 26
Xylooligosaccharides can be used to decrease cholesterol, sustain the gastrointestinal 27
health, and enhance the biological availability of calcium etc [2]. Xylooligosaccharides 28
enhance the nutritional and sensory characteristics of food as they are modestly sweet, 29
stable over a wide pH and temperature range and inhibit the starch retrogradation [3]. 30
Enzymatic hydrolysis of xylan proved to be an efficient method in production of 31
XOs as the enzymes are highly selective and do not produce by products. Though, 32
enzymes of fungi, actinomycetes and bacterial origins are available, bacterial xylanases 33
are preferred over other xylanases as they possesses better temperature and pH tolerance 34
[4][5]. 35
Recently solid state fermentation is widely adopted to reduce the cost of 36
production of various biological molecules [6]. In solid state fermentation, various 37
renewable xylan sources can be used for the production of xylanase as a substitute for 38
hardwood xylan. Agricultural residues like wheat bran, paper waste, rice straw, cassava 39
bagasse, tea dust, saw dust and rice husk have been investigated as possible low cost 40
substrates. These are generated in large quantities through industrial processes [7]. Proper 41
utilization of the agricultural substrates can be achieved through solid state fermentation 42
(SSF) technique. The advantages of SSF in enzyme production are: (i) easy recovery of 43
products, (ii) simple setup, (iii) high volumetric productivity, (iv) low energy demand and 44
(v) direct utilization of low cost substrate [8] [9]. 45
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Thus in the present work, XO producing acidophilic xylanase was produced in 46
solid state fermentation using a newly isolated Bacillus aerophilus strain KGJ2. Wheat 47
bran was used as low cost carbon source in solid state fermentation. Statistical 48
experimental design is widely adopted in bioprocess engineering for identification of 49
influential process variables and for optimisation of process variables with comparatively 50
less number of variables than in conventional experimental design [10–14]. In the present 51
work, this was performed in two stages. First, process variables influencing production of 52
xylanase from wheat bran were first screened by Plackett–Burman fractional factorial 53
design of experiments. After identifying the important variables optimisation was carried 54
out using Box–Behnken method in the second stage. 55
Properties of xylanase were also evaluated and their potential for XOs production 56
was examined. This is the first report on production of xylanase from the new isolate B. 57
aerophilus KGJ2 and its application for XO production. 58
2. Materials and Methods 59
2.1 Microorganism 60
The strain isolated from paper mill effluent collected from a local pulp and paper 61
industry, identified as Bacillus aerophilus KGJ2 (NCBI Gene Bank Accession No. 62
JX027507), was used in this work. The organism was preserved on xylan agar plates that 63
contain (in g/L): birch wood xylan, 5.0 (Sigma Aldrich MA, USA); peptone, 5.0; NaCl, 64
1.0; K2HPO4, 2.0; CaCl2.2H2O, 0.1; MgSO4.7H2O, 0.1; yeast extract, 1.0; bacteriological 65
agar, 15.0. Plates were maintained at 4°C. 66
2.2 Production and extraction of xylanase in solid state fermentation 67
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Xylanase production was carried out in solid state fermentation in 250 ml 68
Erlenmeyer flasks using 10 g of finely powdered agro residue supplemented with basal 69
salt solution. The composition of the basal salt solution was (g/L): NaCl, 1.0; KH2PO4, 70
2.0; NH4Cl, 2.0; MgSO4.7H2O, 0.5; FeSO4.7H2O, 0.25; MnSO4, 0.25 and CaCl2.2H2O, 71
0.1. This was added to the substrate, with a moisture ratio of 1:1. The flasks were kept for 72
sterilization at 121 C for 15 min. Ten percent (w/v) (1.52 x 107 cfu/ml) of 18 h seed 73
culture was added to each flask and was incubated at 30 C for 24 h. Samples were taken 74
from the flasks periodically and the enzyme was extracted using 0.1 M phosphate buffer, 75
pH 7.0 (1:30 w/v) by mixing the content using an orbital shaker at 150 rpm for 30 min 76
and then filtered through cheese cloth. The filtrate was subsequently centrifuged at 10000 77
g for 20 min at 4 C. The supernatant, crude enzyme, was used for further studies [15]. 78
2.3 Enzyme assay 79
Xylanase activity was measured DNS method [16]. 1 ml of 1% birch wood xylan 80
solution was added with 0.5 ml enzyme solution in a test tube and incubated at 70 °C for 81
5 min in water bath. After 5 min 1.5mL DNS reagent was added and the mixture was 82
incubated for another 10 min in boiling water bath [16]. The blank (1.5 ml 20 mM 83
sodium citrate buffer with 1.5 ml of DNS) and control (0.5 ml of enzyme,1 ml of 20 mM 84
sodium citrate buffer and 1.5 ml of DNS) were also run along with sample. The 85
absorbance was measured at 540 nm. One unit of xylanase activity was defined as the 86
amount of enzyme that liberates 1 mol of reducing sugars equivalent to xylose per 87
minute under the assay conditions described [1]. Total soluble protein concentration was 88
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determined using bovine serum albumin (BSA) as a standard according to Lowry et al 89
[17]. 90
2.4 Screening of carbon source 91
Seven different agricultural residues (wheat bran, tea dust, saw dust, paper waste, 92
cassava bagasse, rice straw and rice husk) were first chosen as possible low cost carbon 93
source. To this, basal salt solution was added in 1:1 ratio and the mixture was autoclaved. 94
Then 10% (w/v) inoculum was added to the flask and incubated at 30 C. Crude enzyme 95
samples were taken at regular time interval and the xylanase activities were analysed. 96
Effect of carbon sources was statistically examined using Tukey test and the one that 97
showed maximum enzyme activity was chosen as best carbon source and the same was 98
used in further studies. 99
2.5 Screening of nitrogen source 100
The nitrogen sources examined include yeast extract, beef extract, peptone, 101
ammonium sulphate, ammonium nitrate, and ammonium chloride. The basal salt solution 102
was mixed with 0.1% of the above nitrogen source and used for evaluation of xylanase 103
activity. A control devoid of nitrogen source was used for comparison. Once again, using 104
Tukey test results the best nitrogen source was identified. 105
2.6 Plackett Burman design 106
The carbon and nitrogen source screened in previous steps were added to the 107
production medium. Nine variables namely substrate concentration, moisture ratio, 108
inoculum size, concentration of nitrogen source, pH, fermentation time, MgSO4.7H2O, 109
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CaCl2.2H2O, and NaCl were considered as influential variables and included in the 110
screening experiment. Nine factors were investigated in 14 experimental runs which 111
included 3 replicates at central point as shown in Table 1. The first order model given in 112
eq. (1) was used here. 113
Y= βo + ∑βi xi (1) 114
where, 115
Y - response variable (xylanase yield in U/gds) 116
xi - level of independent variable 117
βo, βi - model intercept and linear coefficients respectively. 118
2.7 Box–Behnken design 119
Box-Behnken design of experiment was performed, with the important variables 120
screened in previous step, to optimize the conditions favourable for xylanase production. 121
Response surface method with the four factors, each varied at three levels was employed 122
to optimize the response variable. The regression analysis was performed using Minitab 123
15 and experimental data were fitted to the following quadratic equation: 124
n
i
n
jjiij
n
iiii
n
iii xxaxaxaaY
1 111
2
10 (2) 125
Where, 126
ao - model constant term 127
ai, aii, aij - regression coefficients of linear, square and interation terms [17]. 128
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2.8 Partial purification of enzyme 129
Crude enzyme produced under optimized conditions was partially purified by 130
ammonium sulphate precipitation followed by dialysis [9]. The molecular weight of the 131
protein was determined using SDS–PAGE electrophoresis. After electrophoresis, the gel 132
was stained with coomassie brilliant blue R-250. A low molecular weight marker protein 133
purchased from Bangalore Genei Pvt. Ltd. was used as the molecular weight standard. 134
Zymogram analysis was done using native PAGE (7%) with 1% xylan mixed with 135
separating gel. After electrophoresis the gel was stained using 2% congo red for 20 min 136
and further washed with 1 M NaCl solution for 10 to 20 min to visualize the band [1]. 137
2.9 Effect of temperature and pH on xylanase activity and stability 138
Effect of temperature on xylanase activity was investigated by determining 139
enzyme assay at different temperatures (30 C – 90 C) optimum pH 4 by using 20 mM 140
sodium citrate buffer. 141
Thermostable nature of the xylanase was investigated by pre-incubation of the 142
enzyme in 20 mM sodium citrate buffer (pH 4) at different temperatures (30 C – 90 C) 143
by varying time period, and then residual activity was determined as described in section 144
2.3. Residual activity of enzyme before incubation was taken 100%. 145
The effect of initial pH on xylanase activity was studied using various buffers, 146
such as sodium citrate (pH 2.0–6.0), sodium phosphate (pH 7.0), Tris hydrochloride (pH 147
8.0) and glycine – sodium hydroxide (pH 9.0–10.0) each at 20 mM concentration at 70 148
°C. 149
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To determine the xylanase stability at different pH values, the xylanase was pre-150
incubated at different pH values (4.0 - 10.0) using appropriate buffers for 12 h. At regular 151
time interval, the residual activity of xylanase enzyme was determined as described in 152
section 2.3. Residual activity of enzyme before incubation was taken 100%. 153
2.10. Production of xylooligosaccharides (XOs). 154
To investigate efficiency of the xylanase enzyme to produce XOs hydrolysis of 155
xylan was performed. 10 ml of crude xylanase (0.29 mg/ml) was added to 90 ml of 1% 156
birch wood xylan in 100 mM sodium citrate buffer (pH 4.0) and incubated at 70 C. 157
Samples were withdrawn periodically for every 15 min up to 60 min and were examined 158
for reducing sugar [1]. Products of hydrolysis in the course of time were qualitatively 159
analyzed by thin layer chromatography (TLC) as described elsewhere [1]. 160
3. RESULTS AND DISCUSSION 161
3.1 Screening of carbon source on enzyme production 162
Carbon source is very important media constituent for the growth of the 163
microorganisms, and also it alter overall cellular and metabolic process. Different agro 164
residues were tried as alternate carbon source for xylanase production by Bacillus 165
aerophilus KGJ2. The comparison of different carbon sources is shown in Fig. 1 and 166
Tukey’s test has confirmed that the difference in xylanase yield was statistically 167
significant at 99% confidence level (p < 0.01). Wheat bran supported highest xylanase 168
production (18.6 U/gds) followed by rice straw (16.3 U/gds) and rice husk (12.2 U/gds). 169
Preferred position for Figure 1 170
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Chapla et al. [18] had earlier reported that wheat bran contained necessary ingredients 171
required to support xylanase production. Large surface area provided by the loose 172
particles used in SSF under moist conditions favoured xylanase production. Previous 173
literature supports the suitability of wheat bran for xylanase production in solid state 174
fermentation. Wheat bran has been reported to serve as reasonably good substrate for 175
xylanase production by different Bacillus sp. [18–22] and even proved to be a more 176
effective carbon source than xylan for xylanase production by Bacillus sp. SPS- 0 [22]. 177
Other bacterial species viz. Pseudomonas and Streptomyces have also been reported to 178
utilize wheat bran efficiently and produce high xylanase titer [23]. 179
3.2 Effect of nitrogen sources on enzyme production 180
The nitrogen source significantly influences the pH of the medium during 181
fermentation and in turn enzyme production. Different nitrogen sources were tested, with 182
wheat bran as the substrate, and the results were compared using Tukey’s test. The results 183
confirmed that difference in xylanase yield was significant at 99% confidence level (P < 184
0.01). It was observed that ammonium chloride gave the best result of 18.93 U/gds 185
xylanase activity (Fig. 2). 186
Preferred position for Figure 2 187
3.3 Plackett-Burman Design 188
Plackett-Burman Design was used to screen essential variables for xylanase yield 189
from wheat bran in solid state fermentation. Xylanase yields (U/gds) were determined 190
under various experimental conditions as shown in Table 1. Regression results including 191
estimated coefficients, t – values and p – values are listed in Table 2. From the table it 192
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can be seen that p-value for the variables such as substrate wheat bran (WB), Nitrogen 193
source (AmC), Moisture content (M), and MgSO4.7H2O (MS) were lesser than 0.05 and 194
these variables were thereafter considered for further optimisation. On the other hand, p-195
values for pH, Fermentation time (t), Inoculum size (In), CaCl2 (CC), and NaCl (SC) 196
were found to be greater than 0.05. These factors were, therefore, considered to be not 197
significant and not included in optimisation studies. 198
3.4 Box-Behnken design 199
The four variables chosen from the previous screening step, namely, WB, AmC, 200
M, and MS were further optimized by Box-Behnken statistical design. The experimental 201
design and corresponding xylanase yield (U/gds) are shown in Table 3. Table 4, shows 202
that the p - value for interaction of WB with MS was 0.568. Therefore, corresponding 203
regression coefficient of this interaction term was removed from the regression model 204
and the regression was performed again. The regression coefficients for reduced model 205
along with their statistical parameters are listed in Table 5. As illustrated in the table, 206
from the p-values of the terms, it was evident that all the terms incorporated in the 207
reduced model had statistically significant effect on the response variable. 208
High R2 and R2adj values (99.72% and 99.44% respectively), suggested that the 209
model fitted the experimental data very well. To ensure the adequacy of the model, 210
ANOVA was performed and results are presented in Table 6. The results confirmed that 211
all linear, quadratic and interaction terms in the model were statistically significant with 212
corresponding low p-values (< 0.01). Meanwhile, it could be seen from the ANOVA 213
table that the p- value for the lack of fit was 0.185. It only illustrate the fact the model 214
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adequately explained the variation in xylanase yield as a function of medium variables. 215
Nevertheless, to further test the adequacy of the model, residual analysis was carried out 216
using normal plot shown in Fig. 3 (a). It was observed that the points corresponding to 217
run numbers 1 and 19 could be possible outliers in the experiments. 218
Preferred position for Figure 3 219
Therefore, regression was repeated after removing these points. Model coefficients were 220
once again determined after eliminating the possible outliers. Table 5 and 6 list the 221
regression coefficients and ANOVA respectively, for the reduced model without outlier. 222
Normal probability plot, after elimination of residual, shown in Fig. 3 (b) was also 223
examined and it was found that the standardized residuals for all the points were normally 224
distributed and fall in the range of + 2 to – 2. Moreover, p – value for the lack of fit was 225
found to be 0.519 which was approximately three times greater than that for the reduced 226
model with outlier. These observations confirmed that the run numbers 1 and 19 were 227
real outliers. Substituting the regression coefficients shown in Table 5 in eq. (2), the 228
following regression model was obtained in terms of coded units: 229
y = 43.8 + 6.76 WB + 2.15AmC + 0.59MS – 3.20 M – 7.25WB2 – 1.35AmC2 – 5.00MS2 230
– 3.77M2 – 4.54WB×AmC – 1.78WB×M + 4.55AmC×MS + 0.73AmC×M + 4.30MS×M231
… (3) 232
R2 of the model was determined to be 99.9%. The regression model was considered to be 233
a good correlation [24]. 234
Preferred position for Figure 4 235
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The contour plot (Fig. 4) elucidates the interactions among the variables. The 236
shape of the curves (non-linear, elliptical) clearly demonstrated the interaction between 237
the variables. Maximum yield of xylanase with corresponding medium variables of 238
substrate WB, AmC, MS, and M was obtained by solving the second order polynomial 239
model given by eq. (3). The model was analytically solved using inverse matrix method. 240
Optimum medium variables were estimated to be: substrate (WB) – 6.0 g, AmC – 3.2 241
g/L, MS – 1 g/L) and M – 54.2%. Corresponding xylanase yield was found to be 45.9 242
U/gds. The predicted xylanase yield was confirmed and validated by performing an 243
experiment with statistically optimised variables in the production medium, and the 244
recovery of xylanase was 43.4 U/g ds, which was close to the predicted one. 245
3.5 SDS-PAGE analysis 246
The partially purified xylanase enzymes showed a single denatured protein band on SDS-247
PAGE. A 12% separating gel with standard molecular weight marker protein shows 248
approximately around 29 kDa (Fig. 5(a)). Zymogram analysis is shown in Fig. 5(b) along 249
with native PAGE of the protein. The figure clearly demonstrate the presence of 250
xylanase. 251
Preferred position for Figure 5 252
3.6 Effect of temperature and pH on enzyme activity and stability 253
It is essential to study the effect of pH and temperature on enzyme activity as 254
these two variables profoundly influence the enzyme activity. Similarly stability of the 255
enzymes in wide pH and temperature range determines the choice and suitability of the 256
enzymes for various industrial applications. Effect of solution pH and temperature on 257
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enzyme activity and stability of the crude xylanase are shown in Fig. 6 and 7. The 258
enzyme activity was observed in the pH range 2.0 to 10 and the maximal relative activity 259
was found at pH 4. The enzyme retained more than 70-80 % activity for the first 2 h from 260
pH 2 to 10. The enzyme shows stability at pH 4 (74.56%) for first 4 h and 56.47% after 6 261
h. The stability of the enzyme slowly declined to 33%, 22% and 12% after 8, 10, 12 h of 262
incubation respectively. B. licheniformis P11 (C) xylanase exhibited 77 to 78% stability 263
over a wide pH range of 5 – 6 when pre-incubated at 60 C for 1 h [25]. Most of the 264
bacterial xylanase showed optimum pH in the acidic (or) slightly alkaline range [26]. 265
Bacillus pumilus SV-85S showed activity and stability over broad range of pH 5-11 [27]. 266
Preferred position for Figure 6 267
Preferred position for Figure 7 268
Activity of partially purified xylanase was maximal at about 70 C. In order to 269
check the thermo stability, the residual enzyme activity was measured after incubating 270
enzyme at 80 and 90 C. More than 90% activity was retained after incubation at 80 – 90 271
C for 30 min. The thermal stability of the enzyme was comparable with those of 272
previously reported xylanases. Xylanase with similar temperature optima had been 273
reported from Bacillus licheniformis in the broad range of 40 C to 100 C [25]. In 274
Bacillus sp., 11-1S, the temperature optimum was 80 C [28]. Similarly, Bacillus 275
steareothermophilus showed highest reaction rate at 75 C [29]. Previous reports on 276
xylanase showed wide range of optimum temperature for various xylanase. Bajaj and 277
Singh (2010) [26] reported that most of the bacterial xylanases showed optimum activity 278
at 50-60 C. B. halodurans xylanase exhibited optimum activity at 80 C [30]. But, B. 279
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halodurans PPKS-2 xylanase was active at a temperature 70 C. Previous literature also 280
suggested the thermo stability of xylanase from Bacillus sp. varied between 55 and 80 C 281
[31]. A comparison of acido-thermal stability of xylanase from various other Bacillus sp. 282
with that of xylanase from Bacillus aerophilus KGJ2 is shown in Table 7 [5], [28], [32–283
36]. Use of enzymes with thermostability, in industrial processes has been expected to 284
remarkably reduce the need for pH and temperature adjustments before the enzyme were 285
added [37] [38]. 286
3.7 Hydrolysis of xylan and production of XOs 287
The xylanase from Bacillus aerophilus KGJ2 was examined for its potential to 288
produce XOs from birch wood xylan (using 1% birch wood xylan at pH 4.0, and 289
temperature 70 C). Thin layer chromatography (TLC) of hydrolyzed products of xylan is 290
shown in Fig. 8. The hydrolysis products released by xylanase from birch wood xylan 291
consist of XOs ranging from xylose to xylotetrose (X1–X4) at different time intervals. 292
Preferred position for Figure 8 293
The present results suggested that xylanase cleaved the substrate, xylan, to liberate 294
mainly XOs suggesting that it is an endoxylanase. Similarly xylanase, obtained from 295
Thermoasus auranticus fungus, was employed to hydrolyze xylan through endo-acting 296
mechanicsm [39]. Bacillus stearothermophilus xylanase reacted with oat spelt xylan 297
liberated xylobiose and xylotriose [40]. Similarly, Bacillus sp. NO.C-125, xylanase gave 298
end products like xylobiose, xylotriose and xylotetrose, when it hydrolyzed xylan [41]. 299
Xylooligosaccharides produced by hydrolysis of xylan are industrially important sugar 300
oligomers. Applications of these XOs are numerous in both food and non-food 301
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applications. The XOs are well known for their ability to inhibit intestinal pathogens. 302
There is an excellent market demand for XOs as ingredients for functional food. To cite 303
few examples XOs are used in soft drinks, yogurt, cakes, pastries etc [42]. The XOs are 304
used as a carbon source for probiotic microorganism like Bifidobacterium sp [43]. It 305
possesses anti-inflammatory activity [44], immunostimulating potential, anti-cancerous 306
activities against sarcoma and other tumors [45], antioxidant [46] anti-allergy, anti-307
infection and anti-inflammatory properties [47]. Application of agricultural waste as a 308
raw material for the production such a valuable industrial product is beneficial to the 309
society as it simultaneously helps to reduce solid waste on one hand and to produce value 310
added product on the other hand. 311
Conclusion 312
Bacterial xylanase was produced in solid state fermentation using new isolate 313
Bacillus aerophilus KGJ2 and wheat bran as carbon source. Influential process variables 314
were screened by Plackett – Burman fractional factorial design. Four variables namely 315
concentration of carbon source, nitrogen source, moisture content, and magnesium 316
sulphate were identified as statistically important variables among seven variables chosen 317
for the study. Further optimization of these variables was carried out using Box-Behnken 318
design of experiment. Optimum values were found to be: substrate (WB) – 6.0 g, AmC – 319
3.2 g/L, MS – 1 g/L) and M – 54.2%. Under optimum conditions xylanase activity was 320
45.9 U/gds. Optimum pH and temperature for xylanase activity were found to be 4 and 321
70 C respectively. The enzyme retained more than 90 % of its activity after incubation at 322
80 – 90 C for 60 min. The enzyme was examined for its potential to produce 323
xylooligosaccharide using brich wood xylan as carbon source. The results confirmed the 324
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isolated strain can be used for the production of valuable xylanase enzyme with potential 325
application in xylooligosaccharide production. 326
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481
24
List of figures 482
Fig. 1. Effects of different carbon sources on xylanase production. [RS- Rice Straw; 483
PW- Paper Waste; RH- Rice Husk; CB-Cassava Baggasse; WB-Wheat Bran; TD- Tea 484
Dust; SD- Saw Dust] 485
Fig. 2. Effect of different nitrogen sources on xylanase production by Bacillus 486
aerophilus KGJ2. [A.N-Ammonium nitrate; B.E-Beef extract;A.S-Ammonium sulphate; 487
A.C-Ammonium chloride; P- Peptone; Y-Yeast extract] 488
Fig. 3. (a) Residual plot for reduced model (b) Residual plot for reduced model without 489
outlier 490
Fig. 4. Contour plots showing response and interactive effects between variables 491
Fig. 5 (a) SDS PAGE analysis of xylanases from Bacillus aerophilus. Lane 1: Molecular 492
marker, Lane 2: crude xylanase; Lane 3: Partially purified xylanase (ammonium sulphate 493
precipitation); Lane 4: Partially purified xylanase (after dialysis) (b) N - native PAGE of 494
the crude enzyme from Bacillus aerophilus; Z - Zymogram of the crude enzyme from 495
Bacillus aerophilus detected with 1% xylan. 496
Fig. 6. Effect of pH on activity and pH stability of Bacillus aerophilus KGJ2 xylanase. 497
The activity assay was conducted using following buffers: sodium citrate (pH 2–6), 498
sodium phosphate (pH 7), Tris-HCl (pH 8) and glycine – NaOH (pH 9–10). The pH 499
stability of xylanase was determined by incubating the enzyme in different pH buffers as 500
mentioned above for 12 h at 70 °C. The residual activity was also measured at 70 °C. 501
Fig. 7. (a) Effect of temperature on xylanase activity. (b) Thermostability of Bacillus 502
aerophilus KGJ2 xylanase. The enzyme was pre-incubated at different temperatures (30-503
90 °C) and residual activity was assayed after 1 h. 504
25
Fig. 8. Thin layer chromatography (TLC) of hydrolyzed products of xylan using xylanse 505
from Bacillus aerophilus KGJ2. (M is the standard mixture of sugars with X1- xylose, 506
X2-xylobiose, X3- xylotriose and X4- xylotetrose, S1, S2 and S3 are samples hydrolysed 507
at 60 min, 45 min and 30 min time course respectively.) 508
509
List of Tables 510
Table 1. Plackett - Burman factorial design for yield of xylanase in solid state 511
Fermentation. 512
Table 2. Statistical parameters from Plackett - Burman factorial design 513
Table 3. Experimental design for xylanase production in Box Benhen Design. 514
Table 4. Estimation of regression coefficients for full model 515
Table 5. Estimation of regression coefficients for reduced model with and without outlier 516
Table 6. ANOVA for reduced model with and without outlier 517
Table 7. Comparison of optimum pH, temperature and stability of xylanase produced by 518
various Bacillus species. 519
Fig. 1. Effects of different carbon sources on xylanase production. [RS – Rice Straw; PW – Paper Waste; RH – Rice Husk; CB – Cassava Baggasse; WB – Wheat Bran; TD – Tea Dust; SD – Saw Dust]
0
5
10
15
20
25
RS PW RH CB WB TD SD
Spec
ific
enzy
me
activ
ity (U
/g d
s)
Fig. 2. Effect of different nitrogen sources on xylanase production by Bacillus aerophilus KGJ2. [AN – Ammonium nitrate; BE – Beef extract; AS – Ammonium sulphate; AC – Ammonium chloride; P – Peptone; Y – Yeast extract]
0
5
10
15
20
25
AN BE AS AC P Y
Spec
ific
enzy
me
activ
ity (U
/g d
s)
(a)
(b)
Fig. 3. (a) Residual plot for reduced model (b) Residual plot for reduced model without outlier
(a) (b)
Fig. 5 (a) SDS PAGE analysis of xylanases from Bacillus aerophilus. Lane 1: Molecular marker, Lane 2: crude xylanase; Lane 3: Partially purified xylanase (ammonium sulphate precipitation); Lane 4: Partially purified xylanase (after dialysis) (b) N - native PAGE of the crude enzyme from Bacillus aerophilus; Z - Zymogram of the crude enzyme from Bacillus aerophilus detected with 1% xylan.
0
10
20
30
40
50
60
70
80
90
100
0 1 2 3 4 5 6 7 8 9 10 11pH
% R
esid
ual a
ctiv
ity
Effect of pH on activityStability (2 h)Stability (4 h)Stability (8 h)Stability (12 h)
Fig. 6. Effect of pH on activity and pH stability of Bacillus aerophilus KGJ2 xylanase. The activity assay was conducted using following buffers: sodium citrate (pH 2–6), sodium phosphate (pH 7), Tris-HCl (pH 8) and glycine – NaOH (pH 9–10). The pH stability of xylanase was determined by incubating the enzyme in different pH buffers as mentioned above for 12 h at 70 °C. The residual activity was also measured at 70 °C.
(a)
(b)
Fig. 7. (a) Effect of temperature on xylanase activity. (b) Thermostability of Bacillus aerophilus KGJ2 xylanase. The enzyme was pre-incubated at different temperatures (30-90 °C) and residual activity was assayed after 1 h.
Fig. 8. Thin layer chromatography (TLC) of hydrolyzed products of xylan using xylanse from Bacillus aerophilus KGJ2. (M is the standard mixture of sugars with X1- xylose, X2-xylobiose, X3- xylotriose and X4- xylotetrose, S1, S2 and S3 are samples hydrolysed at 60 min, 45 min and 30 min time course respectively.)
Table 1 Plackett - Burman factorial design for yield of xylanase in solid state Fermentation
Run order WB AmC pH t I M CC SC MS
Observed xylanase activity (U/gds)
Predicted xylanase activity (U/g ds)
1 10 0 8 1 3 30 0.4 2 1 20.4 23.3 2 10 4 3 5 3 30 0 2 1 13.8 10.9 3 2 4 8 1 11 30 0 0 1 23.8 23.4 4 10 0 8 5 3 70 0 0 0 24.1 23.7 5 10 4 3 5 11 30 0.4 0 0 13.1 15.9 6 10 4 8 1 11 70 0 2 0 15.8 16.1 7 2 4 8 5 3 70 0.4 0 1 33.8 34.1 8 2 0 8 5 11 30 0.4 2 0 34.9 32 9 2 0 3 5 11 70 0 2 1 33.6 36.4
10 10 0 3 1 11 70 0.4 0 1 35.6 32.7 11 2 4 3 1 3 70 0.4 2 0 17.9 17.5 12 2 0 3 1 3 30 0 0 0 13.9 14.2 13 6 2 5.5 3 7 50 0.2 1 0.5 40.6 41.7 14 6 2 5.5 3 7 50 0.2 1 0.5 41.9 41.7 15 6 2 5.5 3 7 50 0.2 1 0.5 42.7 41.7
Table 2. Statistical parameters from Plackett - Burman factorial design
Term Effect Coeff. SE
Coeff. t p Constant 23.392 1.045 22.38 0 WB -5.85 -2.925 1.045 -2.8 0.049 AmC -7.383 -3.692 1.045 -3.53 0.024 pH 4.15 2.075 1.045 1.99 0.118 t 4.317 2.158 1.045 2.07 0.108 In 5.483 2.742 1.045 2.62 0.059 M 6.817 3.408 1.045 3.26 0.031 CC 5.117 2.558 1.045 2.45 0.071 SC -1.317 -0.658 1.045 -0.63 0.563 MS 6.883 3.442 1.045 3.29 0.030 Ct Pt 18.342 2.337 7.85 0.001
Table 3. Experimental design for xylanase production in Box-Behnken Design.
Run WB AmC MC M
Observed xylanase activity (U/g ds)
Predicted xylanase activity (U/g ds)
1 2 0 0.5 50 23.4 22.5 2 10 0 0.5 50 44.2 44.2 3 2 2 0.5 50 35.4 34.8 4 10 2 0.5 50 39.7 40.0 5 6 1 0 30 42.0 41.8 6 6 1 1 30 34.7 34.2 7 6 1 0 70 26.9 26.9 8 6 1 1 70 36.8 36.4 9 2 1 0.5 30 27.5 27.5
10 10 1 0.5 30 44.8 44.4 11 2 1 0.5 70 24.5 24.6 12 10 1 0.5 70 34.7 34.5 13 6 0 0 50 39.5 39.5 14 6 2 0 50 34.5 34.4 15 6 0 1 50 31.5 31.4 16 6 2 1 50 44.7 44.5 17 2 1 0 50 24.0 24.3 18 10 1 0 50 37.7 37.5 19 2 1 1 50 24.1 25.0 20 10 1 1 50 38.5 38.8 21 6 0 0.5 30 40.2 40.7 22 6 2 0.5 30 43.0 43.3 23 6 0 0.5 70 32.6 32.9 24 6 2 0.5 70 38.3 38.4 25 6 1 0.5 50 43.5 43.8 26 6 1 0.5 50 43.9 43.8 27 6 1 0.5 50 44.0 43.8
Table 4 Statistical parameters for full regression modelsa
Term Coeff SE
Coeff t P Constant 43.86 0.314 139.51 0 WB 6.73 0.157 42.82 0 AmC 2.02 0.157 12.82 0 MS 0.48 0.157 3.06 0.01 M -3.19 0.157 -20.30 0 WB2 -7.24 0.236 -30.72 0 AmC2 -1.19 0.236 -5.05 0 MS2 -5.18 0.236 -21.96 0 M2 -3.80 0.236 -16.12 0 WB×AmC -4.13 0.272 -15.15 0 WB×MS 0.16 0.272 0.59 0.568 WB×M -1.76 0.272 -6.47 0 AmC×MS 4.54 0.272 16.66 0 AmC×M 0.74 0.272 2.72 0.019 MS×M 4.31 0.272 15.81 0 aR-Sq = 99.7%, R-Sq(adj) = 99.4%
Table 5 Statistical parameters for reduced regression models with and without outlier
With outliera Without outlierb
Term Coeff SE
Coeff t p Coeff SE
Coeff T p Constant 43.86 0.31 143.16 0.00 43.80 0.16 267.4 0.00 WB 6.73 0.15 43.94 0.00 6.76 0.10 69.1 0.00 AmC 2.02 0.15 13.16 0.00 2.15 0.09 23.8 0.00 MS 0.48 0.15 3.15 0.01 0.59 0.09 6.8 0.00 M -3.20 0.15 -20.83 0.00 -3.20 0.08 -38.9 0.00 WB2 -7.22 0.23 -31.53 0.00 -7.25 0.13 -54.2 0.00 AmC2 -1.16 0.23 -5.18 0.00 -1.35 0.13 -10.7 0.00 MS2 -5.17 0.23 -22.53 0.00 -5.00 0.13 -39.4 0.00 M2 -3.78 0.23 -16.54 0.00 -3.77 0.13 -30.1 0.00 WB×AmC -4.13 0.27 -15.55 0.00 -4.54 0.18 -25.0 0.00 WB×M -1.78 0.27 -6.64 0.00 -1.78 0.14 -12.4 0.00 AmC×MS 4.55 0.27 17.09 0.00 4.55 0.14 31.9 0.00 AmC×M 0.73 0.27 2.79 0.02 0.73 0.14 5.2 0.00 MS×M 4.30 0.27 16.23 0.00 4.30 0.14 30.3 0.00 aR-Sq = 99.7%, R-Sq (adj) = 99.5% bR-Sq = 99.9% , R-Sq(adj) = 99.8%
Table 6 ANOVA for reduced model with and without outlier With outlier Without outlier Source DF Seq SS Adj SS Adj MS F p DF Seq SS Adj SS Adj MS F p Regression 13 1313.2 1313.2 101.0 358.8 0 13 985.9 985.9 75.8 939.8 0 A 1 543.6 543.6 543.6 1930.9 0 1 297.2 385.2 385.2 4773.2 0 B 1 48.7 48.7 48.7 173.1 0 1 24.8 45.8 45.9 568.3 0 J 1 2.8 2.8 2.8 9.9 0.008 1 14.6 3.7 3.7 45.6 0 F 1 122.2 122.2 122.2 433.9 0 1 122.2 122.2 122.2 1514.1 0 A*A 1 180.9 279.8 279.8 993.8 0 1 124.3 237.3 237.3 2941.7 0 B*B 1 7.1 7.5 7.5 26.8 0 1 8.3 9.3 9.3 115.4 0 J*J 1 91.7 142.9 142.9 507.7 0 1 84.9 125.3 125.3 1552.4 0 F*F 1 77.0 77.0 77.0 273.6 0 1 88.2 73.0 73.0 904.8 0 A*B 1 68.1 68.1 68.1 241.7 0 1 50.3 50.3 50.3 623.6 0 A*F 1 12.4 12.4 12.4 44.1 0 1 12.4 12.4 12.4 153.9 0 B*J 1 82.3 82.3 82.3 292.2 0 1 82.3 82.3 82.3 1019.5 0 B*F 1 2.2 2.2 2.2 7.8 0.015 1 2.2 2.2 2.2 27.1 0 J*F 1 74.1 74.1 74.1 263.3 0 1 74.1 74.1 74.1 918.7 0 Residual error 13 3.7 3.7 0.3 11 0.9 0.9 0.9 Lack of fit 11 3.5 3.5 0.3 4.8 0.185 9 0.7 0.7 0.1 1.3 0.519 Pure error 2 0.1 0.1 0.1 2 0.1 0.1 0.1 Total 26 1316.9 24 986.8
Table 7. Comparison of optimum pH, temperature and stability of xylanase produced by various Bacillus species. Xylanase producing Bacillus sp.
Optimum pH
Optimum temperature
Temperature and pH stability
Xylanase yield
Reference
Bacillus sp. 1 1-1S 3.5-4.5 65 0C 2.5, 45-70 0C
ND [28]
Bacillus licheniformis A99 7.0 50 0C 16.3U/g DBB
[5]
Bacillus arseniciselenatis DSM 15340
8.0 50 0C 10.0, 30-40 0C
ND [9]
Bacillus licheniformis SVD1
6.0-7.0 55 0C 5.0-7.0, 55 0C
ND [36]
Bacillus mojavensis A21 7.0 – 9.0 60 0C 7.0-9.0, 30-60 0C
7.54 U/ml
[1]
Bacillus pumilus SV- 205 6.0 60 0C 6.0-11.0, 60 0C
7382.7± 1200 IU/ml
[27]
Bacillus sp TAR-1 5.0-9.5 50 0C 9.0, 75 0C 10 U/ml [32] B. pumilus ASH 8.0 37 0C, 7.0, 70 0C 5407
IU/ml
B. subtilis ASH
7.0 37 0C 37-42 0C, 7.0
8964 U/g ds
[35]
Bacillus sp.GRE7
7.0 70 0C 60-80 0C, 7.0
3950 IU/g
[33]
Bacillus stearothermophilus SDX
6.0 37 0C 6.0-12.5, 37-850C
3446U/g ds
[31]