| Literature DB >> 27411334 |
Mukesh Kumar1,2, Amrinder Singh1,3, Vikas Beniwal4, Raj Kumar Salar5.
Abstract
Tannase (tannin acyl hydrolase E.C 3.1.1.20) is an inducible, largely extracellular enzyme that causes the hydrolysis of ester and depside bonds present in various substrates. Large scale industrial application of this enzyme is very limited owing to its high production costs. In the present study, cost effective production of tannase by Klebsiella pneumoniae KP715242 was studied under submerged fermentation using different tannin rich agro-residues like Indian gooseberry leaves (Phyllanthus emblica), Black plum leaves (Syzygium cumini), Eucalyptus leaves (Eucalyptus glogus) and Babul leaves (Acacia nilotica). Among all agro-residues, Indian gooseberry leaves were found to be the best substrate for tannase production under submerged fermentation. Sequential optimization approach using Taguchi orthogonal array screening and response surface methodology was adopted to optimize the fermentation variables in order to enhance the enzyme production. Eleven medium components were screened primarily by Taguchi orthogonal array design to identify the most contributing factors towards the enzyme production. The four most significant contributing variables affecting tannase production were found to be pH (23.62 %), tannin extract (20.70 %), temperature (20.33 %) and incubation time (14.99 %). These factors were further optimized with central composite design using response surface methodology. Maximum tannase production was observed at 5.52 pH, 39.72 °C temperature, 91.82 h of incubation time and 2.17 % tannin content. The enzyme activity was enhanced by 1.26 fold under these optimized conditions. The present study emphasizes the use of agro-residues as a potential substrate with an aim to lower down the input costs for tannase production so that the enzyme could be used proficiently for commercial purposes.Entities:
Keywords: Agro-residues; Central composite design; Klebsiella pneumoniae; Response surface methodology; Taguchi orthogonal array; Tannase
Year: 2016 PMID: 27411334 PMCID: PMC4943918 DOI: 10.1186/s13568-016-0217-9
Source DB: PubMed Journal: AMB Express ISSN: 2191-0855 Impact factor: 3.298
Selected culture condition in Taguchi OA design and assigned levels for tannase production from Klebsiella pneumoniae using agro-residue as substrate
| S. no. | Factor | Level 1 (−1) | Level 2 (+1) |
|---|---|---|---|
| 1 | pH | 4 | 6 |
| 2 | Temperature | 30 | 40 |
| 3 | Incubation time (hrs) | 48 | 96 |
| 4 | rpm | 50 | 150 |
| 5 | Inoculum level (%) | 1 | 5 |
| 6 | Tannin extract (%) | 1 | 3 |
| 7 | Glucose (%) | 0 | 2 |
| 8 | NH4Cl (%) | 0.1 | 0.5 |
| 9 | KH2PO4 (%) | 0.1 | 0.3 |
| 10 | K2HPO4 (%) | 0.1 | 0.3 |
| 11 | MgSO4 (%) | 0.05 | 0.1 |
Central composite design of the variables with tannase activity from Klebsiella pneumoniae as response using agro-residue as substrate
| Run | pH | Incubation temp (°C) | Incubation time (h) | Tannin content (%) | Actual value | Predicted value |
|---|---|---|---|---|---|---|
| 1 | 5.5{0} | 37.5{0} | 84{0} | 0{−2} | 0.0015 | 0.0013 |
| 2 | 4{−1} | 25{−1} | 120{1} | 3{1} | 0.0114 | 0.0113 |
| 3 | 5.5{0} | 37.5{0} | 84{0} | 2{0} | 0.0443 | 0.0416 |
| 4 | 7{1} | 25{−1} | 48{−1} | 1{−1} | 0.0148 | 0.0141 |
| 5 | 5.5{0} | 12.5{−2} | 84{0} | 2{0} | 0.0097 | 0.0123 |
| 6 | 5.5{0} | 37.5{0} | 84{0} | 2{0} | 0.0352 | 0.0416 |
| 7 | 5.5{0} | 37.5{0} | 84{0} | 2{0} | 0.0352 | 0.0416 |
| 8 | 5.5{0} | 37.5{0} | 84{0} | 4{2} | 0.0250 | 0.0243 |
| 9 | 4{−1} | 50{1} | 48{−1} | 1{−1} | 0.0156 | 0.0160 |
| 10 | 7{1} | 50{1} | 120{1} | 3{1} | 0.0136 | 0.0178 |
| 11 | 5.5{0} | 37.5{0} | 84{0} | 2{0} | 0.0444 | 0.0416 |
| 12 | 7{1} | 50{1} | 48{−1} | 1{−1} | 0.0151 | 0.0134 |
| 13 | 2.5{−2} | 37.5{0} | 84{0} | 2{0} | 0.0125 | 0.0101 |
| 14 | 7{1} | 50{1} | 48{−1} | 3{1} | 0.0139 | 0.0118 |
| 15 | 7{1} | 25{−1} | 48{−1} | 3{1} | 0.0173 | 0.0171 |
| 16 | 4{−1} | 25{−1} | 48{−1} | 1{−1} | 0.0012 | 0.0013 |
| 17 | 4{−1} | 50{1} | 120{1} | 1{−1} | 0.0211 | 0.0215 |
| 18 | 4{−1} | 25{−1} | 48{−1} | 3{1} | 0.0182 | 0.0118 |
| 19 | 5.5{0} | 37.5{0} | 84{0} | 2{0} | 0.0443 | 0.0416 |
| 20 | 5.5{0} | 37.5{0} | 84{0} | 2{0} | 0.0463 | 0.0416 |
| 21 | 5.5{0} | 62.5{2} | 84{0} | 2{0} | 0.0188 | 0.0198 |
| 22 | 8.5{2} | 37.5{0} | 84{0} | 2{0} | 0.0143 | 0.0142 |
| 23 | 4{−1} | 25{−1} | 120{1} | 1{−1} | 0.0074 | 0.0087 |
| 24 | 5.5{0} | 37.5{0} | 12{−2} | 2{0} | 0.0112 | 0.0119 |
| 25 | 7.5{1} | 25{−1} | 120{1} | 3{1} | 0.0241 | 0.0249 |
| 26 | 7.5{1} | 25{−1} | 120{1} | 1{−1} | 0.0183 | 0.0229 |
| 27 | 4{−1} | 50{1} | 120{1} | 3{1} | 0.0266 | 0.0265 |
| 28 | 7.5{1} | 50{1} | 120{1} | 1{−1} | 0.0277 | 0.0283 |
| 29 | 4{−1} | 50{1} | 48{−1} | 3{1} | 0.0221 | 0.0219 |
| 30 | 5.5{0} | 37.5{0} | 156{2} | 2{0} | 0.0254 | 0.0252 |
Fig. 1a Tannin content of different agro-residues used as substrate for tannase production, b production of tannase using different agro-residues as substrate
Taguchi OA design experiments for the selection of most contributing factors for tannase activity from Klebsiella pneumoniae using agro-residue as substrate
| Run | pH | Temp | Incubation time (h) | Rpm | Inoculum level (%) | Tannin extract (%) | Glucose (%) | NH4Cl (%) | KH2PO4 (%) | K2HPO4 (%) | MgSO4 (%) | Response |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 4 | 30 | 96 | 150 | 5 | 1 | 0 | 0.1 | 0.3 | 0.3 | 0.1 | 0.0315 |
| 2 | 4 | 40 | 96 | 50 | 5 | 3 | 0 | 0.5 | 0.1 | 0.3 | 0.05 | 0.0330 |
| 3 | 6 | 30 | 48 | 150 | 5 | 3 | 0 | 0.5 | 0.3 | 0.1 | 0.05 | 0.0290 |
| 4 | 4 | 30 | 48 | 50 | 1 | 3 | 2 | 0.5 | 0.3 | 0.3 | 0.1 | 0.0298 |
| 5 | 6 | 30 | 96 | 50 | 5 | 3 | 2 | 0.1 | 0.1 | 0.1 | 0.1 | 0.0303 |
| 6 | 6 | 40 | 48 | 50 | 5 | 1 | 2 | 0.1 | 0.3 | 0.3 | 0.05 | 0.0295 |
| 7 | 6 | 40 | 96 | 50 | 1 | 1 | 0 | 0.5 | 0.3 | 0.1 | 0.1 | 0.0292 |
| 8 | 4 | 40 | 48 | 150 | 5 | 1 | 2 | 0.5 | 0.1 | 0.1 | 0.1 | 0.0305 |
| 9 | 4 | 40 | 96 | 150 | 1 | 3 | 2 | 0.1 | 0.3 | 0.1 | 0.05 | 0.0320 |
| 10 | 6 | 30 | 96 | 150 | 1 | 1 | 2 | 0.5 | 0.1 | 0.3 | 0.05 | 0.0281 |
| 11 | 4 | 30 | 48 | 50 | 1 | 1 | 0 | 0.1 | 0.1 | 0.1 | 0.05 | 0.0281 |
| 12 | 6 | 40 | 48 | 150 | 1 | 3 | 0 | 0.1 | 0.1 | 0.3 | 0.1 | 0.0305 |
Contribution of selected factors on tannase production from Klebsiella pneumoniae using agro-residue as substrate
| S. no. | Factor | % contribution |
|---|---|---|
| 1 | pH | 23.620 |
| 2 | Temperature | 20.332 |
| 3 | Incubation time | 14.999 |
| 4 | rpm | 0.957 |
| 5 | Inoculum level | 12.244 |
| 6 | Tannin extract | 20.730 |
| 7 | Glucose | 0.374 |
| 8 | NH4Cl | 1.658 |
| 9 | KH2PO4 | 0.083 |
| 10 | K2HPO4 | 3.732 |
| 11 | MgSO4 | 1.272 |
ANOVA (analysis of variance) of factorial Taguchi OA design for the factors contributing towards tannase production from Klebsiella pneumoniae using agro-residue as substrate
| Source | Sum of squares | Df | Mean square | F value | P value Prob > F | |
|---|---|---|---|---|---|---|
| Model | 2.36577E−05 | 6 | 3.94295E−06 | 18.35201 | 0.00290762 | Significant |
| pH | 5.8417E−06 | 1 | 5.8417E−06 | 27.18955 | 0.003425898 | |
| Temperature | 5.02849E−06 | 1 | 5.02849E−06 | 23.40452 | 0.004723958 | |
| Incubation time | 3.70963E−06 | 1 | 3.70963E−06 | 17.26607 | 0.008864846 | |
| Inoculum level | 3.02807E−06 | 1 | 3.02807E−06 | 14.09379 | 0.013236736 | |
| Tannin extract | 5.12684E−06 | 1 | 5.12684E−06 | 23.86229 | 0.004533592 | |
| K2HPO4 | 9.22965E−07 | 1 | 9.22965E−07 | 4.295839 | 0.092927125 | |
| Residual | 1.07426E−06 | 5 | 2.14851E−07 | |||
| Cor total | 2.47319E−05 | 11 |
Statistical analysis for selection of contributing factors towards tannase production from Klebsiella pneumoniae using agro-residue as substrate
| Std. dev. | 0.0005 | R squared | 0.957 |
| Mean | 0.0301 | Adj R squared | 0.904 |
| C.V. % | 1.5393 | Pred R squared | 0.750 |
| PRESS | 0.0000 | Adeq precision | 14.895 |
ANOVA (Analysis of variance) for response surface quadratic model for optimization of tannase production of Klebsiella pneumoniae using agro-residue as substrate
| Source | Sum of squares | Df | Mean square | F value | P value Prob > F | |
|---|---|---|---|---|---|---|
| Model | 0.0040867 | 14 | 0.0002919 | 13.2114 | 5.553721E−06 | Significant |
| A-pH | 0.0000257 | 1 | 0.0000257 | 1.1619 | 2.981019E−01 | |
| B-Incubation temp. | 0.0001554 | 1 | 0.0001554 | 7.0332 | 1.811788E−02 | |
| C-Incubation time | 0.0001503 | 1 | 0.0001503 | 6.8041 | 1.976303E−02 | |
| D-tannin content | 0.0002212 | 1 | 0.0002212 | 10.0123 | 6.416836E−03 | |
| AB | 0.0001657 | 1 | 0.0001657 | 7.4990 | 1.523655E−02 | |
| AC | 0.0000110 | 1 | 0.0000110 | 0.5001 | 4.903135E−01 | |
| AD | 0.0001000 | 1 | 0.0001000 | 4.5249 | 5.040503E−02 | |
| BC | 0.0000095 | 1 | 0.0000095 | 0.4321 | 5.209274E−01 | |
| BD | 0.0000658 | 1 | 0.0000658 | 2.9770 | 1.049926E−01 | |
| CD | 0.0000352 | 1 | 0.0000352 | 1.5945 | 2.259671E−01 | |
| A2 | 0.0012408 | 1 | 0.0012408 | 56.1576 | 1.907611E−06 | |
| B2 | 0.0011574 | 1 | 0.0011574 | 52.3822 | 2.889849E−06 | |
| C2 | 0.0008288 | 1 | 0.0008288 | 37.5096 | 1.944786E−05 | |
| D2 | 0.0012493 | 1 | 0.0012493 | 56.5403 | 1.831271E−06 | |
| Residual | 0.0003314 | 15 | 0.0000221 | |||
| Lack of fit | 0.0002059 | 10 | 0.0000206 | 0.8205 | 6.318597E−01 | Not significant |
| Pure error | 0.0001255 | 5 | 0.0000251 | |||
| Cor total | 0.0044181 | 29 |
Statistical analysis for tannase production from Klebsiella pneumoniae using agro-residues as substrate
| Std. dev. | 0.00470055 | R squared | 0.92498466 |
| Mean | 0.02121422 | Adj R squared | 0.85497035 |
| C.V. % | 22.1575512 | Pred R squared | 0.69062148 |
| PRESS | 0.00136688 | Adeq precision | 12.6996545 |
Fig. 2a Effect of incubation temp and pH on tannase production keeping incubation time and tannin content at zero level (coded), b effect of incubation time and pH on the production of tannase while incubation temp and tannin content were held at zero level (coded), c effect of tannin content and pH on the production of tannase. Other variables incubation temp and incubation time were kept at zero level (coded), d effect of incubation time and temperature on the production of tannase keeping pH and tannin content at zero level (coded), e effect of tannin content and incubation temp on the production of tannase. Other variables pH and incubation time were held at zero level (coded) and f effect of tannin content and incubation time on the production of tannase. Other variables pH and incubation temp were held at zero level (coded)