| Literature DB >> 24023719 |
Hui Wei1, Wei Wang, John M Yarbrough, John O Baker, Lieve Laurens, Stefanie Van Wychen, Xiaowen Chen, Larry E Taylor, Qi Xu, Michael E Himmel, Min Zhang.
Abstract
class="Chemical">Lipid production by oleaginous microorganisms is a promising route to produce raw material for the production of biodiesel. However, most of these organisms must be grown on <class="Chemical">span class="Chemical">sugars and agro-industrial wastes because they cannot directly utilize lignocellulosic substrates. We report the first comprehensive investigation of Mucor circinelloides, one of a few oleaginous fungi for which genome sequences are available, for its potential to assimilate cellulose and produce lipids. Our genomic analysis revealed the existence of genes encoding 13 endoglucanases (7 of them secretory), 3 β-D-glucosidases (2 of them secretory) and 243 other glycoside hydrolase (GH) proteins, but not genes for exoglucanases such as cellobiohydrolases (CBH) that are required for breakdown of cellulose to cellobiose. Analysis of the major PAGE gel bands of secretome proteins confirmed expression of two secretory endoglucanases and one β-D-glucosidase, along with a set of accessory cell wall-degrading enzymes and 11 proteins of unknown function. We found that M. circinelloides can grow on CMC (carboxymethyl cellulose) and cellobiose, confirming the enzymatic activities of endoglucanases and β-D-glucosidases, respectively. The data suggested that M. circinelloides could be made usable as a consolidated bioprocessing (CBP) strain by introducing a CBH (e.g. CBHI) into the microorganism. This proposal was validated by our demonstration that M. circinelloides growing on Avicel supplemented with CBHI produced about 33% of the lipid that was generated in glucose medium. Furthermore, fatty acid methyl ester (FAME) analysis showed that when growing on pre-saccharified Avicel substrates, it produced a higher proportion of C14 fatty acids, which has an interesting implication in that shorter fatty acid chains have characteristics that are ideal for use in jet fuel. This substrate-specific shift in FAME profile warrants further investigation.Entities:
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Year: 2013 PMID: 24023719 PMCID: PMC3762813 DOI: 10.1371/journal.pone.0071068
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Schematic diagram of experimental approaches.
The experiments were designed to progressively assess the capability of M. circinelloides in directly utilizing cellulosic substrates for its growth and lipid production. CBHI, cellobiohydrolase I; CBP, consolidated bioprocessing; CMC, carboxymethyl cellulose; GH, glycoside hydrolase; LC/MS, liquid chromatography/mass spectrometry; SHF, separate enzymatic hydrolysis and fermentation.
The different substrates used as carbon source in lipid production media.
| Carbon sources | Description |
| (1) glucose | 3% (w/v) in medium. |
| (2) Avicel cellulose | 2.7% (w/v) in medium. |
| (3) DAPCS | 4.49% (w/v) pretreated corn stover (glucan content 60%) in medium, equivalent to 2.7% glucan (w/v) in medium. |
| (4) pre-saccharified Avicel | Starting from 2×2.7% Avicel with a conversion rate of 85% to glucose. This pre-saccharification mixture was further mixed with equal volume of 2× lipid production medium, resulting in 2.6% (w/v) glucose in the final medium |
| (5) pre-saccharified DAPCS | Starting from 4.49% (w/v) pretreated corn stover with a conversion rate of 90% to glucose. This pre-saccharification mixture was further mixed with equal volume of 2× lipid production medium, resulting in 2.7% (w/v) glucose in the final medium |
Notes:
[1]. The corn stover (33A14) used in this study was harvested from the Kramer farm in Wray, Colorado. The milled corn stover powders were treated in the 4-L NREL Steam Gun reactor. The pretreatment conditions are: 160°C, 5 min, 2.0 wt% sulfuric acid. The composition of dilute acid-pretreated corn stover (DAPCS) was: Glucan 60.2%, xylan 4.8%, lignin 24.0%, galactan 0.7%, arabinan 2.1%.
[2]. Pre-saccharifications of Avicel or DAPCS were carried out as below: Starting from 2×4.49% (w/v) pretreated corn stover or 2×2.7% (w/v) Avicel by incubation for 3 days with a commercial “cellulase” (GC 220, Genecor/Danisco), loaded at 40 mg protein per g of glucan, at 50°C and pH 4.8 in 50 mM sodium citrate. The pre-saccharification mixture was boiled for 10 min, and then mixed with 2× lipid production (LP) medium to start the culturing.
Overall genome feature of M. circinelloides.
| Genome size | 36.6 Mb |
| Haploid chromosomes | 10 |
| Total no. of proteins | 11719 |
| Total no. of GHs | 259 |
| Total no. of CEs | 126 |
The full annotation of glycoside hydrolases (GHs) and carbohydrate esterases (CEs) is listed in Table S1.
List of predicted endoglucanases and β-D-glucosidases (BGLs) in M. circinelloides genome.
| Protein ID | Protein names | SP | Theoretical MW | BlastP match | |
| Species | Protein | ||||
|
| |||||
| 181082 | cellulase | 1-23 | 55.2 kDa |
| XP_001727092 |
| 128967 | endo-β-1,4-glucanase C | no SP | 47.2 kDa |
| XP_002557627 |
| 14085 | endo-β-1,4-glucanase C | not full length | 32.8 kDa |
| XP_001886234 |
| 39521 | cellulase | no SP | 80.8 kDa |
| EGO01133 |
|
| |||||
| 155404 | Endoglucanase Y | no SP | 24.0 kDa |
| CBL17008 |
| 108819 | Endoglucanase Y | no SP | 41.1 kDa |
| CBL17009 |
|
| |||||
| 156165 | Cel9A | 1-19/1-23 | 59.8 kDa |
| AAM22492 |
| 153977 | Cel9A | no SP | 60.0 kDa |
| AAM22493 |
| 114542 | Cel9A | 1-20 | 72.8 kDa |
| AAM22494 |
| 104610 | β-1,4-endoglucanase | 1-22 | 75.8 kDa |
| ACE75511 |
|
| |||||
| BAD95808 | β-1,4-endoglucanase | 1-22 | 34.3 kDa |
| BAC53988 |
| BAD95809 | β-1,4-endoglucanase | 1-22 | 39.3 kDa |
| BAC53988 |
| 157172 | Barwin-like endoglucanases | 1-23 | 18.4 kDa |
| EJD02345 |
|
| |||||
| 33615 | BGL | 1-25 | 78.4 kDa |
| CAP58431 |
| 38405 | BGL | 1-25 | 78.6 kDa |
| CAP58431 |
| 153684 | BGL | no SP | 75.1 kDa |
| CAP58431 |
The listed enzymes include those of secretory type with signal peptides (SP) predicted and non-secretory (intracellular) types with no SP predicted.
Notes:
[1]. Signal peptides (SP) were predicted by TargetP and PSORT, which usually predicted the same SP. If different SPs were predicted, both SPs were presented (first TargetP and then PSORT's prediction).
[2]. Full names of species: A. oryzae, Aspergillus oryzae; F. mediter., Fomitiporia mediterranea; P. chry. Wis., Penicillium chrysogenum Wisconsin 54-1255; L. bicolor, Laccaria bicolor S238N-H82; S. lacry. var. lacry., Serpula lacrymans var. lacrymans; R. cham., Ruminococcus champanellensis; Ph. chryso., Phanerochaete chrysosporium; E. andrei, Eisenia andrei; Rh. miehei, Rhizomucor miehei.
[3]. These two GH45 endoglucanases were previously purified from M. circinelloides by Baba et al. (2005). Their genomic sequence is located in the genome database of Mucor_circinelloides_v2_masked_scaffolds, scaffold_02, position 1045611 to 1046983.
[4]. These three BGLs are similar: Protein with ID 33615 has 73% and 60% similarity in amino acid sequence with 38405 and 153684, respectively.
Figure 2PAGE analysis of the secretome proteins of M. circinelloides.
Lane 1. Total extracellular proteins by direct ultrafiltration and concentration (described as concentrator-prepared), with the gel bands A0–A9 being cut for LC/MS peptide identification. Lane 2. Total extracellular proteins by direct ultrafiltration and ethanol precipitation (described as ethanol-prepared), with the gel bands B0–B7 being cut. M, molecular mass markers in kilodaltons (kDa). All proteins were loaded equally at 20 µg per lane.
List of proteins identified in the major SDS-PAGE gel bands of secretome proteins of M. circinelloides.
| Protein ID | Protein names | CAZy family | SP | Theoretical MW | Gel bands located | |
|
| ||||||
| 155048 | polysaccharide deacetylase | CE4 | 1-21 | 46.7 kDa | B3 | |
| 86506 | osmotin, thaumatin-like protein | GH2 | 1-20 | 23.6 kDa | A6 | |
| 38405 | BGL | GH3 | 1-25 | 78.6 kDa | B0 | |
| 156167 | glucan 1,4-alpha-glucosidase | GH15/CBM21 | 1-32/1-19 | 64.9 kDa | A0 | B1 |
| 156806 | concanavalin A-like lectin/glucanase | GH16 | 1-24/1-18 | 34.1 kDa | A3, A4 | |
| 181379 | polygalacturonase | GH28 | 1-22/1-32 | 41.4 kDa | B3 | |
| BAD95808 | β-1,4-endoglucanase | GH45 | 1-22 | 34.3 kDa | A2 | |
| 157172 | Barwin-like endoglucanases | GH45 | 1-23 | 18.4 kDa | A7, A8 | |
|
| ||||||
| 156269 | pepsin A | 1-21 | 42.3 kDa | A1, | ||
| 155817 | lipase | 1-27 | 41.5 kDa | A5 | ||
| 155115 | phosphoesterase | 1-19/1-21 | 37.6 kDa |
|
| |
| 84529 | lipase | 1-19/1-18 | 31.9 kDa | B2-3, | ||
| 115625 | endoribonuclease | 1-16 | 28.5 kDa |
| ||
| 155263 | MD-2-related lipid-recognition | 1-18 | 21.3 kDa | B7 | ||
|
| ||||||
| 157488 | unassigned function | 1-21/1-17 | 30.7 kDa | A7 | B5 | |
| 156010 | unassigned function | 1-22 | 30.3 kDa | A8 | B7 | |
| 115037 | unassigned function | 1-20 | 20.7 kDa |
| B3, | |
| 92193 | unassigned function | 1-19 | 19.5 kDa | A6, A7 | ||
| 156218 | unassigned function | 1-19 | 18.9 kDa | A8 | ||
| 155646 | unassigned function | 1-22 | 18.9 kDa | A3-5, | B6 | |
| 157923 | unassigned function | 1-18 | 18.9 kDa | A7, A8 | ||
| 184762 | unassigned function | 1-18/1-15 | 17.4 kDa | A7, A9 | ||
| 157285 | unassigned function | 1-22 | 16.1 kDa | A8 | ||
| 156103 | unassigned function | 1-22 | 14.9 kDa | A6-7, | B6, | |
| 191377 | unassigned function | 1-18 | 11.7 kDa | A6, | B5, B6 | |
Notes:
[1]. The carbohydrate-active enzyme (CAZy) family proteins are listed in the alphabetical order of CAZy families. Other proteins are listed in the order of molecular weight (MW) of proteins.
[2]. Signal peptides (SPs) were predicted by TargetP and PSORT, as described in the notes in Table 3.
[3]. The gel band locations were described in the legend of Figure 2. In short, bands A0–A9 are from concentrator-prepared proteins (from which a total of 18 proteins were identified), while bands B0–B8 are from ethanol-prepared (from which a total of 13 proteins identified). The bold bands represent the major band(s) from which the proteins were detected, with relatively higher numbers of peptides identified by LC/MS.
Figure 3Growth of M. circinelloides on plates.
They were grown on potato dextrose (PD) and carboxymethyl cellulose (CMC) agar plates for 5 d.
Figure 4HPLC analysis of sugars released in hydrolysis of CMC by M. circinelloides extracellular enzymes.
(a) 0 hour control; (b) 1 h hydrolysis. G1, glucose; G2, cellobiose.
Growth of M. circinelloides on mimeral medium containing glucose vs. cellobiose as sole carbon source.
| Substrate | DCW | Sugar consumed | Fungal mass yield |
| (g L−1) | (g L−1) | (g g−1 sugar) | |
| Glucose | 4.15 | 20.4 | 0.20 |
| Cellobiose | 2.09 | 8.9 | 0.23 |
| No sugar addition (control) | 0.35 | - | - |
Data presented are the average values from duplicate experiments of 7 d culture.
Notes:
[1]. The no sugar addition (control) is the basal medium that contained yeast extract, which has low content of carbon that can support a minimal growth of fungus and explain the listed 0.35 g L−1 DCW (dry cell weight) in this table.
[2]. Fungal mass yield: fungal cell mass dry weight (g) produced per gram sugar consumed.
Figure 5Morphological comparison of M. circinelloides grown on different substrates.
The strain was cultured on medium containing glucose (a–c), unsaccharified and pre-saccharified Avicel (d–g), and unsaccharified and pre-saccharified DAPCS (dilute-acid pretreated corn stover) (h–k), respectively. In d–f, the arrow signs indicate the granules of Avicel powder particles, while in h–j, the arrow signs indicate the DAPCS particles. The scale bar represents 150 µm for a–f and h–j, and 75 µm for g and k.
Fatty acid profile of M. circinelloides in lipid production medium with glucose and pre-saccharified Avicel as C (carbon) sources.
| Fatty acid composition (%) | |||||||||||||||||
| C sources | C10 | C12 | C14 | C16:3 | C16:4 | C16:2 | C16:1n9 | C16:0 | C18:2 | C18:1n9 | C18:3 | C18:0 | C20 | C22:1n9 | C22 | C24 | Total fatty acids |
|
| 0.5±0 | 0.7±0 |
| 0.5±0 | 0.5±0 |
|
|
|
| 38.4±0.6 | 0.6±0 | 4.6±0.2 | 0.5±0 | 0.3±0 | 0.6±0 | 0.9±0 | 100 |
|
| ND | ND |
| ND | ND |
|
|
|
| 36.9±1.1 | 2.6±0.5 | 6.6±0.2 | ND | ND | ND | 3.6±0.4 | 100 |
The total FAME (% w/w of DW) was described in the text of Results and Discussion section. Data shown are the mean from three replicate measurements ± standard deviation of the mean (SEM). Student's t-test was used to evaluate the statistical significance of the observed differences between the proportion of a given fatty acid in the mixtures produced from two different carbon sources.
indicates statistical significance of p<0.05;
indicates statistical significance of p<0.01.
Figure 6SDS–PAGE analysis of supplemental CBHI and Nile red staining of lipids in M. circinelloide.
(a) SDS–PAGE of the original and purified commercial T. longibrachiatum CBHI. Lane 1, molecular weight standards; lane 2, CBHI from the vial of the supplier with a loading amount of 10 µL; lane 3, CBHI after further hydrophobic interaction chromatography (HIC) and gel filtration purification, with a loading amount of 10 µL. (b) Nile red staining of M. circinelloide grown on glucose medium. (c) Nile red staining of M. circinelloide grown on Avicel medium supplemented with the above purified CBHI. Both (b) and (c) are combined images in which the fluorescence from the Nile Red is superimposed on the white light image. In (c), the arrow sign indicates the granular residue of Avicel powder particles. The scale bar represents 60 µm for the images.
Growth of M. circinelloides on mineral medium containing glucose vs. Avicel supplemented with CBHI enzyme as sole carbon sources.
| Carbon | Pellet weight | Total FAME | % Total FAME - pellet dry weight basis | Carbon balance | FAME yield | |||
| (in setup medium) | (in whole pellet) | Mean | Std Dev | Glu in Supernat | Glucan in Avicel residue | Sugar consumed | ||
| (g L−1) | (g L−1) | (Glu g L−1) | (Glu g L−1) | (Glu g L−1) | (mg g−1 Glu) | |||
| (1) No-C control | 0.38 | 0.004 | 1.16% | 0.02% | 0.00 | - | ||
| (2) Glu 30 g/L | 10.78 | 2.095 | 19.44% | 0.18% | 0.06 | - | 29.94 | 69.99 |
| (3) Avicel 27 g/L+CBH1 | 20.33 | 0.676 | 3.32% | 0.05% | 0.04 | 18.02 | 11.94 | 56.62 |
Data presented are the average values from duplicate experiments. CBHI, cellobiohydrolase I; Glu, glucose; Supernat, supernatant.
Note:
The no sugar control basal medium contained yeast extract, which has low content of carbon that can support a minimal growth of fungus.
The pellet contained the fungal cell mass for the no-C (carbon) control and glucose media, and cell mass plus residual Avicel for the Avicel-CBHI medium.
Glucan in Avicel residue is presented as glucose equivalent unit.
FAME yield: amount (mg) of FAME produced per gram glucose consumed.