| Literature DB >> 24479406 |
John M Gladden1, Joshua I Park, Jessica Bergmann, Vimalier Reyes-Ortiz, Patrik D'haeseleer, Betania F Quirino, Kenneth L Sale, Blake A Simmons, Steven W Singer.
Abstract
BACKGROUND: The development of advanced biofuels from lignocellulosic biomass will require the use of both efficient pretreatment methods and new biomass-deconstructing enzyme cocktails to generate sugars from lignocellulosic substrates. Certain ionic liquids (ILs) have emerged as a promising class of compounds for biomass pretreatment and have been demonstrated to reduce the recalcitrance of biomass for enzymatic hydrolysis. However, current commercial cellulase cocktails are strongly inhibited by most of the ILs that are effective biomass pretreatment solvents. Fortunately, recent research has shown that IL-tolerant cocktails can be formulated and are functional on lignocellulosic biomass. This study sought to expand the list of known IL-tolerant cellulases to further enable IL-tolerant cocktail development by developing a combined in vitro/in vivo screening pipeline for metagenome-derived genes.Entities:
Year: 2014 PMID: 24479406 PMCID: PMC3923250 DOI: 10.1186/1754-6834-7-15
Source DB: PubMed Journal: Biotechnol Biofuels ISSN: 1754-6834 Impact factor: 6.040
Predicted cellulase enzymes identified in the switchgrass-adapted metagenome
| 2061974227 | 3 | β-glucosidase | 42 | ZP_06970881.1 | Ktedonobacter racemifer DSM 44963 | Paenibacillus | |
| 2061976655 | 3 | β-glucosidase | 97 | YP_003321925.1 | Thermobaculum terrenum | Thermobaculum | |
| 2061976732 | 3 | β-glucosidase | 96 | YP_003322827.1 | Thermobaculum terrenum | Thermobaculum | |
| 2061977694 | 1 | β-glucosidase | 62 | ZP_10205923.1 | Rhodanobacter thiooxydans LCS2 | Gemmatimonadetes | |
| 2061979262 | 3 | β-glucosidase | 44 | YP_002760449.1 | Gemmatimonas aurantiaca T-27 | Gemmatimonadetes | |
| 2061979786 | 1 | β-glucosidase | 61 | ZP_08918778.1 | Thermobacillus composti KWC4 | Paenibacillus | |
| 2061980390 | 1 | β-glucosidase | 66 | NP_242789.1 | Bacillus halodurans C-125 | Not binned | |
| 2062002762 | 1 | β-glucosidase | 99 | YP_003323667.1 | Thermobaculum terrenum ATCC BAA-798 | Not binned | |
| 2062002762 | 1 | β-glucosidase | 98 | YP_003323667.1 | Thermobaculum terrenum ATCC BAA-798 | Not binned | |
| 2062002993 | 3 | β-glucosidase | 77 | ZP_09004353.1 | Paenibacillus lactis 154 | Not binned | |
| 2062005533 | 3 | β-glucosidase | 42 | ZP_06970881.1 | Ktedonobacter racemifer DSM 44963 | Not binned | |
| 2062006736 | 3 | β-glucosidase | 94 | YP_003291338.1 | Rhodothermus marinus DSM 4252 | Rhodothermus1 | |
| 2062007625 | 1 | β-glucosidase | 93 | YP_003318753.1 | Sphaerobacter thermophilus DSM 20745 | Sphaerobacter | |
| 2062008681 | 3 | β-glucosidase | 97 | YP_003324065.1 | Thermobaculum terrenum ATCC BAA-798 | Sphaerobacter | |
| 2062012385 | 3 | β-glucosidase | 75 | YP_823953.1 | Candidatus Solibacter usitatus Ellin6076 | Not binned | |
| 2062018481 | 3 | β-glucosidase | 100 | YP_004824792.1 | Rhodothermus marinus SG0.5JP17-172 | Rhodothermus1 | |
| 2062019328 | 3 | β-glucosidase | 71 | ZP_08918857.1 | Thermobacillus composti KWC4 | Paenibacillus | |
| 2062019735 | 1 | β-glucosidase | 99 | AAN05441.1 | Thermus sp. IB-21 | Thermus | |
| 2062026722 | 1 | β-glucosidase | 72 | YP_002522957.1 | Thermomicrobium roseum DSM 5159 | Thermomicrobium | |
| 2061975668 | 9 | Endoglucanase | 54 | YP_002759529.1 | Gemmatimonas aurantiaca T-27 | Gemmatimonadetes | |
| 2061976479 | 8 | Endoglucanase | 72 | BAF49077.1 | Paenibacillus sp. W-61 | Paenibacillus | |
| 2061977143 | 5 | Endoglucanase | 32 | ZP_09216417.1 | Gordonia amarae NBRC 15530 | Sphaerobacter2 | |
| 2061979932 | 9 | Endoglucanase | 54 | ACJ68032.1 | Paenibacillus provencensis | Paenibacillus | |
| 2061986269 | 12 | Endoglucanase | 98 | YP_004824941.1 | Rhodothermus marinus SG0.5JP17-172 | Rhodothermus2 | |
| 2061990001 | 12 | Endoglucanase | 100 | YP_004824941.1 | Rhodothermus marinus SG0.5JP17-172 | Not binned | |
| 2061990054 | 5 | Endoglucanase | 35 | ZP_09309733.1 | Rhodococcus pyridinivorans AK37 | Sphaerobacter2 | |
| 2061994288 | 5 | Endoglucanase | 98 | YP_003323917.1 | Thermobaculum terrenum ATCC BAA-798 | Sphaerobacter | |
| 2062006179 | 5 | Endoglucanase | 52 | BAJ22272.1 | Paenibacillus sp. KSM-N546 | Paenibacillus | |
| 2062016312 | 9 | Endoglucanase | 54 | ZP_08919343.1 | Thermobacillus composti KWC4 | Not binned | |
| 2062017860 | 5 | Endoglucanase | 57 | ZP_08873206.1 | Verminephrobacter aporrectodeae | Not binned | |
| 2062025020 | 5 | Endoglucanase | 96 | YP_003320228.1 | Sphaerobacter thermophilus DSM 20745 | Not binned | |
| 2062027867 | 8 | Endoglucanase | 72 | ZP_04851456.1 | Paenibacillus sp. oral taxon 786 str. D14 | Not binned | |
| 2062029826 | 6 | Endoglucanase | 37 | ZP_06416445.1 | Frankia sp. EUN1f | Thermobaculum | |
| 2062032441 | 5 | Endoglucanase | 35 | ZP_08873206.1 | Verminephrobacter aporrectodeae | Not Binned | |
| 2062035244 | 5 | Endoglucanase | 100 | YP_004823815.1 | Rhodothermus marinus SG0.5JP17-172 | Rhodothermus1 | |
| 2062019306 | 3 | Cellobiohydrolase | 57 | ZP_08918880.1 | Thermobacillus composti KWC4 | Paenibacillus | |
| 2062019306 | 3 | Cellobiohydrolase | 76 | ZP_08918880.1 | Thermobacillus composti KWC4 | Paenibacillus |
*Metagenomic bin indicates the predicted source organism. Refer to D’Haeseleer et al. for details [19]. Gene sequence and annotation can be found at the Joint Genome Institute’s img/m website (http://img.jgi.doe.gov/cgi-bin/m/main.cgi) under the “Find Genes” tab using the IMG/M gene ID in the table. J20 and J37 were not included in this study.
Screen of predicted glycoside hydrolase enzymes for β-glucosidase, endoglucanase, and cellobiohydrolase activity
| Endo | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Cell-free | |||||
| | | | | | | | | | | | | | | | | | | | | | | | | | | |||||||||||||
| CBH | | | | | | | | | | | | | | | | | | | | | | | | | | | Cell-free | |||||||||||
| | | | | | | | | | | | | | | | | | | | | | | | ||||||||||||||||
| βG | | | | | | | | | | | | | | | | | | | | | | | | Cell-free | ||||||||||||||
Cell-free and in vivo expressed enzymes are labeled in the far right column. Enzyme activities are as follows: Endoglucanase (Endo), cellobiohydrolase (CBH), and β-glucosidase (βG). Detection of enzymatic activity is indicated with a + for positive and a blank cell for negative.
Activity profile of the active glycoside hydrolase enzymes
| 45 | 90 | 75 | 70 | 65 | 70 | 90 | 90 | 60 | 70 | 70 | 80 | 60 | 95 | 80 | 55 | 95 | 95 | 65 | 50 | 95 | |
| 45–50 | 80–90 | 75 | 60–75 | 55–70 | 65–70 | 80–90 | 80–90 | 55–60 | 60–75 | 65–70 | 75–80 | 55–60 | 85–95 | 70–85 | 50–60 | 80–95 | 85–95 | 55–70 | 45–55 | 75–95 | |
| 45–55 | 70–90 | 70–80 | 45–80 | 45–75 | 60–75 | 65–90 | 65–90 | 45–65 | 50–75 | 60–70 | 70–80 | 45–60 | 70–95 | 60–85 | 45–65 | 60–95 | 75–95 | 50–70 | 45–55 | 55–95 | |
| 6 | 7 | 5.5 | 7 | 6 | 6 | 5 | 5 | 6 | 6 | 6.5 | 5 | 6 | 6 | 5.5 | 6.5 | 7.5 | 7.5 | 7.5 | 6 | 6 | |
| 6–6.5 | 5.5–8 | 4.5–6 | 6–7.5 | 5–6.5 | 6–7.5 | 4–8 | 4–8 | 5–6.5 | 5.5–7.5 | 6–7 | 5–5.5 | 5 –7 | 4.5–7 | 4.5–7.5 | 5.5–7.5 | 4–8 | 5.5–8 | 5.5–8 | 5–7 | 6–7.5 | |
| 5–7 | 4.5–8 | 4.5–7 | 5.5–8 | 4.5–7.5 | 5.5–8 | 4–8 | 4–8 | 4.5–7 | 5–8 | 6–7.5 | 5–6.5 | 5–7.5 | 4–8 | 4.5–8 | 5–8 | 4–8 | 4–8 | 5–8 | 4.5–8 | 5.5–8 | |
| 0 | 15 | 40 | 35 | 5 | 10 | 0 | 0 | 10 | 5 | 0 | 35 | 0 | 5 | 10 | 10 | 40 | 30 | 5 | 25 | 35 | |
| 0 | 25 | 40 | 40 | 5 | 15 | 5 | 5 | 15 | 10 | 0 | 40 | 0 | 15 | 20 | 10 | 40 | 35 | 10 | 30 | 35 | |
| 15 | 35 | 40 | 40 | 5 | 15 | 20 | 20 | 20 | 20 | 0 | 40 | 5 | 30 | 30 | 15 | 40 | 35 | 15 | 35 | 35 | |
| 0.68 (5) | 1.1 (5) | 1.2 (40) | 2.1 (15) | 1.3 (5) | 1.2 (5) | 0.87 (5) | 0.89 (5) | 1.5 (5) | 1.2 (5) | 0.45 (5) | 5 (10) | 0.5 (5) | 1.2 (5) | 1.1 (5) | 2.1 (5) | 1.9 (15) | 2.5 (15) | 1.4 (5) | 2.5 (15) | 2 (25) |
Enzyme activity was profiled at temperatures between 45 and 95°C, pH between 4 and 8, and IL concentrations between 0 and 40% (v/v) of [C2mim][OAc]. The temperature and pH that elicited the highest activity is indicated in row Topt and pHopt, respectively. Temperature and pH ranges that permitted greater than 80% and 50% activity are indicated below the optimum value. IL-tolerance is indicated as the maximum concentration of [C2mim][OAc] that permits at least 80% and 50% enzyme activity (i.e. a value of 15 in the 80% row would indicate that 15% (v/v) of [C2mim][OAc] is the maximum concentration of [C2mim][OAc] that can be used to retain at least 80% enzyme activity). Most enzymes showed a steady decline in activity with increasing IL concentrations. *Max activity in IL is reported as the highest fold change of activity in the presence of IL compared to water and the () indicates the IL concentration (v/v) in which that highest activity as achieved. Values less than 1 indicate the enzyme is less active in IL than in water while values greater than 1 indicate the enzyme has increased activity in the presence of IL.
Figure 1Plot of enzyme activity in the presence of 0 to 40% 1-ethyl-3 methylimidazolium acetate [C2mim][OAc] or an equal molarity of sodium acetate (NaOAc). Relative activity is based on activity in water (0% ionic liquid (IL) value). (A) Two IL-tolerant β-glucosidases and (B) two IL-tolerant endoglucanases were profiled. The pH was determined at each concentration of (C) [C2mim][OAc] and (D) NaOAc. Error bars represent one standard deviation (they are too small to be visualized on C and D).
Figure 2A plot highlighting the correlation between thermotolerance and ionic liquid (IL)-tolerance of the enzymes shown in Table3. The plot shows the maximum [C2mim][OAc] concentration that permits ≥80% enzyme activity compared to water versus the optimum temperature (T) of the enzyme. There are two overlapping data points at 95°C, 35% IL. Enzymes with high IL-tolerance are defined as the enzymes that can tolerate 20% (v/v) [C2mim][OAc] or greater (above horizontal line). The enzymes fall into two clusters: the black polygon where 78% (7/9) of the enzymes with a T >70°C have high IL-tolerance, and the grey polygon where 82% (9/11) of the enzymes with a T ≤70°C have low or no IL-tolerance. Only 18% (2/11) of the enzymes with a T ≤70°C have high IL-tolerance.