| Literature DB >> 35418148 |
Li Wang1,2, Bo Li1,2, Ran-Ran Su3,4, Shi-Peng Wang1,2, Zi-Yuan Xia1,2, Cai-Yun Xie5,6,7, Yue-Qin Tang8,9,10,11.
Abstract
BACKGROUND: Strong multiple stress-tolerance is a desirable characteristic for Saccharomyces cerevisiae when different feedstocks are used for economical industrial ethanol production. Random mutagenesis or genome shuffling has been applied for improving multiple stress-tolerance, however, these techniques are generally time-consuming and labor cost-intensive and their molecular mechanisms are unclear. Genetic engineering, as an efficient technology, is poorly applied to construct multiple stress-tolerant industrial S. cerevisiae due to lack of clear genetic targets. Therefore, constructing multiple stress-tolerant industrial S. cerevisiae is challenging. In this study, some target genes were mined by comparative transcriptomics analysis and applied for the construction of multiple stress-tolerant industrial S. cerevisiae strains with prominent bioethanol production.Entities:
Keywords: ASP3; Comparative transcriptome; Crz1p; ENA5; Multiple stress-tolerance; Saccharomyces cerevisiae
Year: 2022 PMID: 35418148 PMCID: PMC8783499 DOI: 10.1186/s13068-022-02109-x
Source DB: PubMed Journal: Biotechnol Biofuels Bioprod ISSN: 2731-3654
Fig. 1Fermentation characteristics under five stress conditions. Fermentation kinetics (A–E) of KF-7 (open squares: glucose; closed squares: ethanol) and E-158 (open circles: glucose; closed circles: ethanol) were shown. Data are averages of three independent experiments (error bars represent SD)
Fig. 2A comprehensive selection of key genes potentially related to the multiple stress-tolerant phenotypes. A DEGs under five stress conditions; B Venn diagram of DEGs under the five stress conditions, including 28 shared DEGs; C GO enrichment analyses of 28 shared DEGs; D the pathway of cyanoamino acid metabolism; E protein–protein interaction network of 28 shared DEGs. In the plot, the bluer the circle, the greater the contribution of the gene, the thicker the line, the stronger the interaction between the two genes; F Relative expression level of the DEGs of unknown function in 28 shared DEGs; G DEGs regulated by the two identified TFs in 28 shared DEGs
Fig. 3Growth abilities of engineered strains using original strain KF-7 as the host under different stress conditions
Fig. 4Fermentation abilities of engineered strains using original strain KF-7 as the host under five stress conditions. A 8.0% initial ethanol; B 44 °C; C 43 °C with 2.6% initial ethanol; D 270 g/L glucose; E 1.25 mol/L NaCl; F 1.5 mol/L NaCl. Data are averages of three independent experiments (error bars represent SD)
Comparisons of fermentation performance of engineered strains using original strain KF-7 as the host
| Indexes | Strains | 8.0% (v/v) | 44 °C | 43 °C + 2.6% (v/v) | 27% Glucose | 1.25 M NaCl |
|---|---|---|---|---|---|---|
| KF-7 | 18.79 ± 2.11c | 31.39 ± 2.54c | 13.00 ± 1.84b | 123.92 ± 0.79c | 43.78 ± 1.37d | |
| Final generated ethanol concentration (g/L) | KF-7-CRZ1 | 14.82 ± 1.48d | 40.11 ± 2.42ab | 21.93 ± 1.49a | 128.99 ± 1.05b | 63.66 ± 1.50a |
| KF-7-ENA5 | 23.96 ± 0.73a | 41.69 ± 0.66ab | 22.50 ± 1.70a | 131.65 ± 0.99a | 64.26 ± 1.12a | |
| KF-7ΔASP3 | 22.76 ± 1.12ab | 44.37 ± 1.86a | 25.91 ± 2.24a | 128.19 ± 0.69b | 45.16 ± 1.17d | |
| KF-7ΔTOS8 | 20.26 ± 1.57ab | 36.58 ± 2.19bc | 14.63 ± 1.79b | 129.40 ± 0.96ab | 54.78 ± 0.81bc | |
| KF-7ΔYOL162W | 19.49 ± 0.94bc | 17.70 ± 3.60d | 4.24 ± 1.26c | 122.80 ± 1.19c | 57.77 ± 1.62b | |
| KF-7ΔYOR012W | 22.45 ± 1.11ab | 37.63 ± 1.54bc | 16.94 ± 1.43b | 126.95 ± 1.99bc | 51.16 ± 1.33c | |
| KF-7 | 100.12 ± 4.07ab | 29.51 ± 3.57b | 71.80 ± 3.41b | 25.09 ± 1.49a | 40.18 ± 4.81a | |
| Residual glucose (g/L) | KF-7-CRZ1 | 105.01 ± 3.12a | 13.75 ± 3.78 cd | 50.59 ± 2.80d | 13.48 ± 2.58c | 0.00 ± 0.00c |
| KF-7-ENA5 | 86.88 ± 1.55d | 12.62 ± 4.69 cd | 50.10 ± 3.37d | 10.90 ± 1.88c | 0.00 ± 0.00c | |
| KF-7ΔASP3 | 89.53 ± 1.29 cd | 5.89 ± 2.90d | 41.76 ± 4.16d | 15.05 ± 1.31bc | 34.11 ± 2.72a | |
| KF-7ΔTOS8 | 95.74 ± 2.71bc | 19.88 ± 3.72bc | 67.85 ± 3.33bc | 13.74 ± 1.91c | 9.76 ± 1.88b | |
| KF-7ΔYOL162W | 98.98 ± 1.86ab | 57.75 ± 5.06a | 85.36 ± 2.35a | 29.66 ± 2.92a | 1.36 ± 0.53c | |
| KF-7ΔYOR012W | 90.97 ± 1.13 cd | 18.56 ± 2.63c | 61.66 ± 2.84c | 19.48 ± 1.17b | 14.66 ± 3.09b | |
| Ethanol yield (g ethanol/g consumed glucose) | KF-7 | 0.45 ± 0.01a | 0.45 ± 0.01bc | 0.47 ± 0.01a | 0.50 ± 0.01a | 0.42 ± 0.02ab |
| KF-7-CRZ1 | 0.41 ± 0.01b | 0.46 ± 0.00ab | 0.46 ± 0.01a | 0.50 ± 0.00a | 0.44 ± 0.02ab | |
| KF-7-ENA5 | 0.44 ± 0.00a | 0.48 ± 0.02a | 0.46 ± 0.01a | 0.50 ± 0.01a | 0.45 ± 0.01a | |
| KF-7ΔASP3 | 0.44 ± 0.00a | 0.47 ± 0.00ab | 0.46 ± 0.01a | 0.50 ± 0.00a | 0.41 ± 0.00bc | |
| KF-7ΔTOS8 | 0.44 ± 0.02a | 0.46 ± 0.01ab | 0.47 ± 0.01a | 0.49 ± 0.01a | 0.41 ± 0.00bc | |
| KF-7ΔYOL162W | 0.46 ± 0.01a | 0.42 ± 0.01c | 0.32 ± 0.02b | 0.49 ± 0.01a | 0.41 ± 0.01bc | |
| KF-7ΔYOR012W | 0.45 ± 0.01a | 0.46 ± 0.01ab | 0.45 ± 0.02a | 0.50 ± 0.01a | 0.39 ± 0.01c |
The data in the table are those at the end of fermentation. Values indicate mean ± standard deviation of three biological replications. Values followed by different lowercase letters in the same column indicate significant differences at the level of P < 0.05 (Tukey-test) among strains. Same lowercase letters, no difference. KF-7-CRZ1: overexpression of TF Crz1p in KF-7; KF-7-ENA5: overexpression of ENA5 in KF-7; KF-7ΔASP3: Knockout ASP3 in KF-7; KF-7ΔTOS8: Knockout TOS8 in KF-7; KF-7ΔYOL162W: Knockout YOL162W in KF-7; KF-7ΔYOR012W: Knockout YOR012W in KF-7
Fig. 5Growth abilities of engineered strains using resistant strain E-158 as the host under different stress conditions
Fig. 6Fermentation abilities of engineered strains using resistant strain E-158 as the host under five stress conditions. A 8.0% initial ethanol; B 44 °C; C 43 °C with 2.6% initial ethanol; D 280 g/L glucose; E 1.25 mol/L NaCl; F 1.5 mol/L NaCl. Data are averages of three independent experiments (error bars represent SD)
Comparisons of fermentation performance of engineered strains using resistant strain E-158 as the host
| Indexes | Strains | 8.0% (v/v) | 44 °C | 43 °C + 2.6% (v/v) | 28% Glucose | 1.5 M NaCl |
|---|---|---|---|---|---|---|
| Final generated ethanol concentration (g/L) | E-158 | 28.64 ± 1.66bc | 38.12 ± 1.90b | 18.66 ± 1.62b | 128.40 ± 1.17b | 28.13 ± 1.58c |
| E-158-CRZ1 | 25.24 ± 1.99c | 42.64 ± 1.71a | 24.34 ± 1.76a | 131.77 ± 0.79a | 46.90 ± 2.10b | |
| E-158-ENA5 | 32.39 ± 1.02a | 43.52 ± 1.17a | 23.43 ± 0.95a | 132.90 ± 1.80a | 56.73 ± 1.05a | |
| E-158 | 78.00 ± 3.40a | 17.91 ± 1.72a | 56.25 ± 3.00a | 25.75 ± 2.22a | 72.47 ± 4.53a | |
| Residual glucose (g/L) | E-158-CRZ1 | 82.34 ± 2.35a | 9.70 ± 2.66b | 43.99 ± 3.30b | 19.21 ± 1.95b | 34.24 ± 4.36b |
| E-158-ENA5 | 70.44 ± 1.74b | 7.21 ± 2.03b | 44.13 ± 1.40b | 17.79 ± 2.79b | 8.75 ± 2.54c | |
Ethanol yield (g ethanol/g consumed glucose) | E-158 | 0.45 ± 0.01ab | 0.46 ± 0.00a | 0.44 ± 0.00a | 0.50 ± 0.00a | 0.40 ± 0.01b |
| E-158-CRZ1 | 0.43 ± 0.01b | 0.47 ± 0.01a | 0.44 ± 0.01a | 0.50 ± 0.01a | 0.43 ± 0.00a | |
| E-158-ENA5 | 0.46 ± 0.01a | 0.47 ± 0.01a | 0.43 ± 0.01a | 0.50 ± 0.01a | 0.42 ± 0.01a |
The data in the table are those at the end of fermentation. Values indicate mean ± standard deviation of three biological replications. Values followed by different lowercase letters in the same column indicate significant differences at the level of P < 0.05 (Tukey-test) among strains. Same lowercase letters, no difference. E-158-CRZ1: Overexpression of TF Crz1p in E-158; E-158-ENA5: Overexpression of ENA5 in E-158
Fig. 7Fermentation results of engineered strains when pretreated straw, molasses, and cassava were fermented under stress conditions. A High-temperature SSF of pretreated straw; B VHG fermentation of molasses; C SSF of cassava with high solid content
Comparisons of ethanol concentrations of strains when different raw materials were fermented under stress conditions
| Strains | Process (Solid content) | Temperature (℃) | Substrates | Ethanol concentration (g/L) | References |
|---|---|---|---|---|---|
| Cellulose materials | |||||
| | P-SSF (20%) | 39.0 | Corn stover | 59.80 | [ |
| | P-SSF (/) | 39.0 | Microcrystalline cellulose | 45.00 | [ |
| | SSF (24%) | 41.5 | Rice straw | 52.30 | [ |
| KF-7 | P-SSF (20%) | 42.0 | Rice straw | 55.89 | This study |
| KF-7-ENA5 | P-SSF (20%) | 42.0 | Rice straw | 63.35 | This study |
| E-158 | P-SSF (20%) | 42.0 | Rice straw | 65.50 | This study |
| E-158-ENA5 | P-SSF (20%) | 42.0 | Rice straw | 68.40 | This study |
| Molasses | |||||
| | VHG (/) | 35.0 | Unpretreated molasses | 78.90 | [ |
| | VHG (270.0 g/L) | 32.0 | Acid pretreated molasses | 96.00 | [ |
| | VHG (250.0 g/L) | 30.0 | Unpretreated molasses | 55.20 | [ |
| KF-7 | VHG (270.9 g/L) | 33.0 | Unpretreated molasses | 77.20 | This study |
| KF-7-ENA5 | VHG (270.9 g/L) | 33.0 | Unpretreated molasses | 94.43 | This study |
| E-158 | VHG (270.9 g/L) | 33.0 | Unpretreated molasses | 95.71 | This study |
| E-158-ENA5 | VHG (270.9 g/L) | 33.0 | Unpretreated molasses | 98.28 | This study |
| Cassava | |||||
| | SSF (18%) | 32.0 | Cassava | 89.10 | [ |
| | SSF (20%) | 30.0 | Cassava | 71.84 | [ |
| | SSF (23%) | 30.0 | Cassava | 115.77 | [ |
| KF-7 | SSF (35%) | 33.0 | Cassava | 121.34 | This study |
| KF-7-ENA5 | SSF (35%) | 33.0 | Cassava | 129.23 | This study |
| E-158 | SSF (35%) | 33.0 | Cassava | 134.70 | This study |
| E-158-ENA5 | SSF (35%) | 33.0 | Cassava | 138.43 | This study |
Plasmids and strains
| Plasmids and strains | Description | References |
|---|---|---|
| Plasmids | ||
| Cas9-NAT | Ampr; Cas9; NAT1 | [ |
| pMEL13 | Ampr; 2 μm origin, KanMX, gRNA-CAN1.Y | [ |
| pMEL13- | Ampr; 2 μm origin, KanMX, gRNA-CRZ1 | This study |
| pMEL13- | Ampr; 2 μm origin, KanMX, gRNA-ENA5 | This study |
| pMEL13- | Ampr; 2 μm origin, KanMX, gRNA- | This study |
| pMEL13- | Ampr; 2 μm origin, KanMX, gRNA- | This study |
| pMEL13- | Ampr; 2 μm origin, KanMX, gRNA- | This study |
| pMEL13- | Ampr; 2 μm origin, KanMX, gRNA- | This study |
| Strains | ||
| KF-7 | Flocculating diploid industrial | [ |
| E-158 | KF-7; Random mutagenesis and hybridization | [ |
| KF-7-CRZ1 | KF-7; Replacement of promoter P | This study |
| KF-7-ENA5 | KF-7; Replacement of promoter P | This study |
| KF-7ΔASP3 | KF-7; Knockout | This study |
| KF-7ΔTOS8 | KF-7; Knockout | This study |
| KF-7ΔYOL162W | KF-7; Knockout | This study |
| KF-7ΔYOR012W | KF-7; Knockout | This study |
| E-158-CRZ1 | E-158; Replacement of promoter P | This study |
| E-158-ENA5 | E-158; Replacement of promoter P | This study |
Target sequences used in yeast transformation
| Target | Sequence | |
|---|---|---|
| gRNA insert | ||
| tgR-F | TGCGCATGTTTCGGCGTTCGAAACTTCTCCGCAGTGAAAGA TAAATGATC | |
| tgR-R | GTTGATAACGGACTAGCCTTATTTTAACTTGCTATTTCTAGC TCTAAAAC | |
| | CS | GATAACGTATGTACTCACTG |
| | CS | GCAGAATGTCTACTACGTCG |
| | CS | GCTACGGCATGGATCAGATT |
| | CS | AGAAATTACATAATAACTGT |
| | CS | AAGGTACAATGTTTAATAAA |
| | CS | TTGAAACTTTTTCAGTGATT |
| Repair fragment | ||
| | F | CACACACCATAGCTTCAAAATG |
| R | TTTGTAATTAAAACT | |
| | RF F | |
| RF R | ||
| VP F | TTGTGAGGCTGATGTTTTCTTC | |
| VP R | GCTTCTTCTGTAGTCAATGTGTGAT | |
| | RF F | |
| RF R | ||
| VP F | GCTTTGACTGCACTTTAGCTTAG | |
| VP R | TTTCCGTTGCTGAATGACAT | |
| | RF F | AGAGCAAATGTTGGCTCGCTATTCTTTTGTAAGCAATCTGGTACTCACCAACCTCCAACTAGCCTGATCAGTGACTTTTCATCACACTGTGTTTTTATATAGTTCTTAGTAGTAAATATA |
| RF R | TATATTTACTACTAAGAACTATATAAAAACACAGTGTGATGAAAAGTCACTGATCAGGCTAGTTGGAGGTTGGTGAGTACCAGATTGCTTACAAAAGAATAGCGAGCCAACATTTGCTCT | |
| VP F | TATCAGACCCTTCAGCACGT | |
| VP R | TGACACTGCTCAAGGGATAA | |
| | RF F | TTTTTCAGTATAGGAAGTAATCACTGTAGAAATAAGTCAACAATAATTGCATAGAAAAAATTTTACTTTTTTCGGAATTACCTAAAATGGGTTTACGGCATAGAAGATAGATAGATTAAG |
| RF R | CTTAATCTATCTATCTTCTATGCCGTAAACCCATTTTAGGTAATTCCGAAAAAAGTAAAATTTTTTCTATGCAATTATTGTTGACTTATTTCTACAGTGATTACTTCCTATACTGAAAAA | |
| VP F | GTTCCCTTGTTTTGAAGCAC | |
| VP R | CGAAGATTCTCACCAAAGTT | |
| | RF F | ATGTCACTTAAAATGTTATGGCAGGGGATAACAGATTACTATATATAGCCTATCTACTTGACTATGTAGAAATATGGATACAATCTCCATGTTATGTATTTTTTAAGTTTGTGAATCATT |
| RF R | AATGATTCACAAACTTAAAAAATACATAACATGGAGATTGTATCCATATTTCTACATAGTCAAGTAGATAGGCTATATATAGTAATCTGTTATCCCCTGCCATAACATTTTAAGTGACAT | |
| VP F | CTAAGCAATCACCTAAACAT | |
| VP R | GATGTCGTACTTCTACAGCT | |
| RF F | GAAAAAGGCAGTGACAAAAATACTAATCAGAACGTTGAAAACAAATCAATAGTTTTGATACCATCCCGAAATTAGAGGTTCAGTCAGAAAAATACTCGAAAAATATAAAACCAAAGCAGA | |
| RF R | TCTGCTTTGGTTTTATATTTTTCGAGTATTTTTCTGACTGAACCTCTAATTTCGGGATGGTATCAAAACTATTGATTTGTTTTCAACGTTCTGATTAGTATTTTTGTCACTGCCTTTTTC | |
| VP F | TGCCTCATAACGTCTTGGGG | |
| VP R | GTAGGCCGTGAATCCCTTCC | |
tgR-F: upstream homologous of gRNA; tgR-R: downstream homologous of gRNA; CS: complementary sequence; RF: repair fragment; Vp: verification primer; F: forward primer; R: reverse primer, “double underline” represent the PAM (NGG) site, “underline” represent homologous arm