Hereinafter, the present invention will be described in further detail with reference to examples. However, these examples are for illustrative purposes only and it is to be understood by those with common knowledge in the technical field the present invention is part of, that these examples are not to be construed to limit the scope of the present invention.
EXAMPLE 1. Physiological changes of
T.
onnurineus
NA1 during serial transfers on formate
Strain, medium, and culture condition
The T.
onnurineus strain NA1 (KCTC 10859) was isolated from a deep-sea hydrothermal vent area in a Papua New Guinea-Australia-Canada-Manus (PACMANUS) field31. This strain was routinely cultured in modified medium 1 (MM1)17,32. The pH of the medium was adjusted to 6.5 with 2 N HCl. The medium was kept in an anaerobic chamber (Coy Laboratory Products, Grass Lake, MI, USA) filled with an anoxic gas mixture (N2/H2/CO2, 90:5:5) to equilibrate after autoclaving. For the adaptive laboratory evolution study, the parent strain was cultured on MM1 medium with 1% yeast extract and 147 mM sodium formate at 80 °C for 15 h and transferred to fresh medium. The pH-stat fed-batch culture of T.
onnurineus NA1 was anaerobically conducted in a 3-L fermentor (Fermentec, Cheongwon, Korea) with a working volume of 1.5 L using MM1 medium with 4 g·L-1 of yeast extract and 400 mM sodium formate. The culture temperature and agitation speed were 80 °C and 300 rpm, respectively, and the pH was controlled at 6.1-6.2 by automatic titration with 2N HCl in 3.5% NaCl as a pH-adjusting agent. The medium of the fermentor was flushed with argon gas for at least 30 min to maintain anaerobic conditions before inoculation.
Analytical methods
Cell growth was monitored by measuring the optical density at 600 nm (OD600) with a UV/Vis spectrophotometer (Biophotometer Plus, Eppendorf, Hamburg, Germany). Biomass concentration was determined by the correlation of dry cell weight (DCW) with OD600 as in a previous report18. H2 was measured using a YL6100GC gas chromatograph (YL Instrument Co., Anyang, South Korea) equipped with a Molsieve 5A column (Supelco, Bellefonte, PA, USA), a Porapak N column (Supelco), a thermal conductivity detector, and a flame ionization detector. Argon was used as the carrier gas at a flow rate of 30 ml/min. The total volume of outlet gas was measured using a wet gas meter (Shinagawa, Tokyo, Japan) at 1 atm, at each time interval. The volumetric H2 production rate (HER) (mmol L-1 h-1) was calculated by the amount of H2 produced as a function of time. The specific H2 production rate was calculated by dividing HER by biomass concentration. The concentration of formate was determined using high-performance liquid chromatography equipped with a UV detector and an RSpak KC-811 column (Shodex, Tokyo, Japan) with a mobile phase of 0.1% (vol/vol) H3PO4 at a flow rate of 1.0 ml min-1.
Genome sequencing
For genome re-sequencing, we extracted genomic DNA from cultures of the WTF-156T strain without single-colony isolation. Genome sequencing was performed using PacBio Single Molecule Real-Time (SMRT) sequencing (Pacific Biosciences, Menlo Park, CA, USA)33. Variants were detected using SAMtools v0.1.18. PacBio SMRT sequencing of a 10-kb insert library providing approximately 100X coverage. Assembly and consensus polishing were performed using SMRTpipe HGAP and SMRTpipe Quiver, respectively. All mutations were verified by PCR and Sanger sequencing, and all primers are listed in Table 1.
Primers |
Oligonucleotide Sequences |
Sequence ID. |
Construction of mutants |
|
pUC118_0282del_HMG_fo_inverse_F |
5'-gacctgcaggcatgcaagct-3' |
Seq. ID. No. 2 |
pUC118_0282del_HMG_fo_inverse_R |
5'-gactctagaggatccccggg-3' |
Seq. ID. No. 3 |
TON_0820_SLIC_F |
5'-ggatcctctagagtccaatactcgggaacctcaag-3' |
Seq. ID. No. 4 |
TON_0820_SLIC_R |
5'-gcatgcctgcaggtctctgggccgcgtacctctca-3' |
Seq. ID. No. 5 |
TON_1084_SLIC_F |
5'-ggatcctctagagtctcctgtcgcgtgaaggggct-3' |
Seq. ID. No. 6 |
TON_1084_SLIC_R |
5'-gcatgcctgcaggtcgctatccttcttccggtctt-3' |
Seq. ID. No. 7 |
TON_1561_SLIC_F |
5'-ggatcctctagagtcgatacaacgctggcactcat-3' |
Seq. ID. No. 8 |
TON_1561_SLIC_R |
5'-gcatgcctgcaggtccagcgaaataaagccctcag-3' |
Seq. ID. No. 9 |
TON_1573-SLIC-F |
5'-tttggtttcctcctgacggtggttgc-3' |
Seq. ID. No. 10 |
TON_1573-SLIC-R |
5'-ccgctgcaaccaccgtcaggaggaaa-3' |
Seq. ID. No. 11 |
1573-point-mutation-F |
5'-tttggtttcctcctgacggtggttgc-3' |
Seq. ID. No. 12 |
1573-point-mutation-R |
5'-ccgctgcaaccaccgtcaggaggaaa-3' |
Seq. ID. No. 13 |
TON_1561_insertion(G)-F |
5'-ggacatagtccttaaggggggacttc-3' |
Seq. ID. No. 14 |
TON_1561_insertion(G)-R |
5'-tcgaggaagtccccccttaaggacta-3' |
Seq. ID. No. 15 |
Confirmation of constructs |
|
|
TON_1573_point- confirm-R |
5'-tgcaaccaccgt-3' |
Seq. ID. No. 16 |
TON_0820_ point-confirm-R |
5'-agaagacgctgc-3' |
Seq. ID. No. 17 |
TON_1084_point-confirm-F |
5'-cagaaccccccc-3' |
Seq. ID. No. 18 |
TON_1561_point-confirm-F |
5'-cttaagggggg-3' |
Seq. ID. No. 19 |
Confirmation of mutations in coding region |
|
|
TON_0618-F |
5'-cctcatttattccaaaacta-3' |
Seq. ID. No. 20 |
TON_0618-R |
5'-ctaaaataaaactttcagga-3' |
Seq. ID. No. 21 |
TON_0820-F |
5'-acagaggtgagagagatgcccgttac-3' |
Seq. ID. No. 22 |
TON_0820-R |
5'-gaaaaaagcaaaggattacttcctga-3' |
Seq. ID. No. 23 |
TON_1084-F |
5'-ataccctacgagcgctggta-3' |
Seq. ID. No. 24 |
TON_1084-R |
5'-tgcgttgaagttggccctaa-3' |
Seq. ID. No. 25 |
TON_1138-F |
5'-cctctacgggagggtgaaga-3' |
Seq. ID. No. 26 |
TON_1138-R |
5'-ccgaacctcgatcccggggg-3' |
Seq. ID. No. 27 |
TON_1555-F |
5'-gagatacccctccacagtca-3' |
Seq. ID. No. 28 |
TON_1555-R |
5'-tggtgatgttatcctataca-3' |
Seq. ID. No. 29 |
TON_1561-F |
5'-caagggaggagctccttgaa-3' |
Seq. ID. No. 30 |
TON_1561-R |
5'-tctgcgctctcgcaagcttt-3' |
Seq. ID. No. 31 |
TON_1573-F |
5'-atccttcgaacggtcatact-3' |
Seq. ID. No. 32 |
TON_1573-R |
5'-gtctccaacgtggccgaaga-3' |
Seq. ID. No. 33 |
TON_1641-F |
5'-acagcggtactcctcgcgct-3' |
Seq. ID. No. 34 |
TON_1641-R |
5'-ttcctagcgttaatcatata-3' |
Seq. ID. No. 35 |
TON_RS08635-F |
5'-tccttaaaattccagttccc-3' |
Seq. ID. No. 36 |
TON_RS08635-R |
5'-tagttttttgaacctcaagc-3' |
Seq. ID. No. 37 |
Confirmation of mutations in non-coding region |
|
TON_0901-0902-intergenic region-F |
5'-cgccaacccttccgagccgc-3' |
Seq. ID. No. 38 |
TON_0901-0902-intergenic region-R |
5'-ttctctgtcagaagtcttcc-3' |
Seq. ID. No. 39 |
TON_1668-1669-intergenic region-F |
5'-cccagcgcatagacatggtg-3' |
Seq. ID. No. 40 |
TON_0901-0902-intergenic region-R |
5'-cggctattgcagagccgccg-3' |
Seq. ID. No. 41 |
Construction of mutants
Mutants of each revertant (TON_0820, TON_1084, TON_1561, TON_1573), and TON_1561 (insertion G) and TON_1573 (A52T) were made by applying a gene recombination system. Briefly, we designed primer sets for base-pair substitutions and mutated genes by site-directed mutagenesis. Each mutated gene and its flanking regions were ligated by one-step sequence- and ligation-independent cloning (SLIC)34, and subsequent mutants were generated through homologous recombination using an unmarked in-frame deletion35 method and a modified gene disruption system that was previously used for Thermococcus
kodakarensis KOD136. T.
onnurineus NA1 cells were transformed and incubated in the presence of 10 μM simvastatin as a selection marker. The sequences of the primers used for gene disruption and construct verification are given in Table 1.
Cell suspension experiment
To prepare cell suspensions, T.
onnurineus NA1 was anaerobically cultured in a 2-L Scott-Duran bottle containing 1 L of MM1 medium with 1% yeast extract and 147 mM sodium formate at 80 °C for 12 h. At the end of the culture, cells were harvested by centrifugation at 8,000 × g for 20 min at 25 °C. Cells were resuspended in an anaerobic buffer A containing 20 mM imidazole-HCl (pH 7.5), 600 mM NaCl, 30 mM MgCl2, and 10 mM KCl. Cells were recollected by centrifugation at 6,000 × g for 20 min at 25 °C and resuspended in buffer A.
For formate consumption and H2 production, cell suspensions in the MM1 medium without yeast extract and sodium formate at a final cell density of OD600 = 0.5 were used. Cell suspensions were preincubated at 80 °C for 30 min. To determine H2 production, a rubber-sealed glass vial was used. The reaction was initiated by the addition of 50 mM sodium formate. At various time intervals, gas samples were taken and analyzed in a YL6100 GC gas chromatograph (YL Instrument) for H2 and the concentration of formate was determined using high-performance liquid chromatography.
3D model structure
The TON_1573 protein sequence of Thermococcus
onnurineus NA1 was retrieved from the National Center of Biotechnology information (NCBI) Protein sequence database in FASTA format. Swiss model automatic modeling mode was selected, the protein sequence was entered in FASTA format in the space provided and the modeling request was submitted. The most fitting template for the three-dimensional prediction of the constructed model was saved and subjected to assessment. The model thus obtained was edited and visualized using PyMOL.
Results
Previously, it was reported that the hyperthermophilic archaeon T. onnurineus NA1 can grow on formate to produce H2. The respiratory complex encoded in the fdh2
-
mfh2
-
mnh2 gene cluster mediated the conversion of formate to hydrogen and generated a successive proton/sodium gradient coupled to ATP generation by Na+-specific ATP synthase17
,19. The present inventors attempted to adapt T.
onnurineus NA1 on formate to identify beneficial changes to enhance its formate-driven growth. T.
onnurineus NA1 was inoculated into a medium containing formate as a whole energy source and cultured to stationary phase. Then, 2% of the culture was inoculated into the same, fresh medium and the serial transfer was repeated more than 150 times. Through these serial transfers, changes in cell growth, H2 production and formate consumption were monitored (Fig. 1). It was shown that cell density, H2 production and formate consumption of T.
onnurineus NA1 gradually increased as the serial transfer continued. After 156 transfers, the adapted strain, designated WTF-156T, showed 1.71-, 1.93- and 1.91-fold higher cell density, H2 production and formate consumption, respectively, than the parent strain.
T. onnurineus NA1 WTF-156T was deposited in Korea Research Institute of Bioscience and Biotechnology (KRIBB) with accession no.: KCTC13132BP on the date of Oct. 24, 2016.
EXAMPLE 2. Kinetic analysis of formate consumption and H2 production
Even though the strain exhibited enhanced cell growth and hydrogen production on formate-containing medium, it was difficult to characterize the changes quantitatively in a serum vial. The pH in the culture medium rapidly increased, with a final pH of approximately 8 at stationary phase. Therefore, the kinetic properties of WTF-156T were investigated in a pH-controlled bioreactor (pH 6.2) in comparison with those of the parental strain. As shown in Figure 2, the WTF-156T strain reached 0.7-0.8 optical density (OD600) after 5 hours. It also showed 1.9- and 3.8-fold higher maximum biomass yield and H2 production rate, respectively, than the parent strain (Table 2). Notably, WTF-156T exhibited a shorter lag time in the bioreactor culture (Fig. 2a). Formate consumption was well balanced with hydrogen production. The parent strain consumed 176.8 mM formate after 16 hours, while WTF-156T consumed 348.1 mM formate after 7 hours, indicating that the consumed formate was converted to hydrogen in both the parent strain and WTF-156T (Fig. 2c).
Kinetic parameters of the wild-type and
WTF
-156T
Kinetic parameters
|
wild-type strain
|
WTF
-156T strain
|
μmax (h-1) |
0.3 |
1.1 (3.7)c
|
r max (mmol liter-1 h-1) |
31.7 |
109.0 (3.4)c |
Biomass productivity (g liter-1 h-1)a
|
0.026 |
0.101 (3.9)c |
q max (mmol g-1 h-1) |
198.2 |
345.7 (1.7)c |
H2 productivity (mmol liter-1 h-
1)b |
9.5 |
52.3 (5.5)c |
Kinetic parameters were calculated with data from the graphs in Fig.
2.μmax, specific growth rate; r
max, maximum H2 production rate; q
max, maximum specific H2 production rate.
a Biomass productivity was determined by dividing total yield by time difference from 11 to 13 h for the wild-type strain and from 2 to 4 h for WTF-156T strain
b H2 Productivity was determined by dividing the total yield by time
c The number in parenthesis refers to the fold difference in comparison with that of the wild-type strain
EXAMPLE 3. Genome-wide mutation analysis
To understand the cause of the physiological changes, genetic variations in the genomic DNA of WTF-156T were analyzed in comparison with the sequence of the parent strain by genome sequencing using PacBio Single Molecule Real-Time (SMRT) sequencing technology. There were 11 single-base substitutions either at the coding (9 sites) or intergenic regions (2 sites). The mutation list also includes insertions (2 sites), deletions (2 sites) and multiple substitutions (7 sites) (Fig. 3). The base substitution occurred at genes encoding a hypothetical protein (TON_0618), aromatic amino acid permease (TON_0820), another hypothetical protein (TON_1084), 3-phosphoshikimate-1-carboxyvinyltransferate (TON_1138), signal peptidase (TON_1555), F420-reducing hydrogenase β subunit (TON_1561), formate transporter (TON_1573), a third hypothetical protein (TON_1641), a short-sequence hypothetical protein (TON_RS08535) and noncoding regions between the amino-acid transporter and biotin-protein ligase (TON_0901 -TON_0902) and between a hypothetical protein and the peptide transporter (TON_1668 -TON_1669) (Table 3). To determine the time of mutation for each mutation during the adaption period, we attempted to determine the distribution of each mutation in the 2nd, 62nd, 156th transferred strains. Out of 11 mutations found in the genome of WTF-156T, 6 mutations were found in the 62nd transferred strain, while the other 5 mutations were detected only in the 156th transferred strain .
Mutations in the genome of
WTF
156T
Locus_tag |
Genome position |
Mutation typea
|
Codon changes |
Description |
TON_1555 |
1427744 |
substitution |
Pro to Leu |
Peptidase |
TON_1573 |
1446340 |
substitution |
Ala to Thr |
Formate transporter |
TON_0820 |
760913 |
substitution |
Gly to Asp |
Aromatic amino acid permease |
TON_RS08535 |
1537688 |
substitution |
Gly to Glu |
Hypothetical protein |
TON_1138 |
1046432 |
substitution |
- |
3-Phosphoshikimate 1-carboxyvinyltransferase |
TON_1641 |
1500400 |
substitution |
- |
Hypothetical protein |
TON_0618 |
576102 |
T deletion |
Frame shift |
Hypothetical protein |
TON_1084 |
1005110 |
C insertion |
Frame shift |
Hypothetical protein |
TON_1561 |
1433065 |
G insertion |
Frame shift |
Coenzyme F420 hydrogenase |
TON_0901 - 0902 |
832564 |
A deletion |
- |
Between amino acid transporter and Biotin-protein ligase |
TON_1668 - 1669 |
1532991 |
substitution |
- |
Between hypothetical protein and peptide transporter |
a All mutations were confirmed by PCR verification and Sanger sequencing
To evaluate the contribution of each mutation to the phenotypic changes, genes such as aromatic amino acid permease (TON_0820), hypothetical protein (TON_1084), F420-reducing hydrogenase β subunit (TON_1561) and formate transporter (TON_1573) were selected before embarking on time-consuming empirical analysis. As each mutation of WTF-156T was restored to the sequence of the parental strain, the growth rate of the four revertants decreased on formate media (Fig. 4). In particular, two revertants of the mutation at TON_1561 or TON_1573 caused significant decreases in cell growth and hydrogen production in WTF-156T.
EXAMPLE 3. Mutation of TON_1573 (A52T) increased H2 production in T. onnurineus NA1
To test whether the TON_1561 (insertion G) and TON_1573 (A52T) mutations were indeed responsible for enhanced growth on formate, we introduced each mutation into the wild-type. The resulting mutant with the alteration at TON_1573 (A52T) displayed enhanced growth, H2 production and formate consumption (Fig. 5). However, the TON_1561 (insertion G) mutant did not show much change from the wild-type. Previously, we reported that a gene cluster encoding an FHL (formate hydrogenlyase), a cation/proton antiporter and a formate transporter in T.
onnurineus NA1 were responsible for growth on exogenous formate17 and that the expression level of genes in the fdh2
-
mfh2
-mnh2 gene cluster significantly increased in the presence of formate. No mutation of genes in the gene cluster, except TON_1573, was found during the adaptation. However, the mutation at the formate transporter could confer the increase in hydrogen production in WTF-156T. On the other hand, the knockout mutant deficient in the TON_1573 gene exhibited a significant decrease in cell growth on formate (Fig. 5).
TON_1573 in the mfh2 gene cluster is predicted to be a formate transporter and shows similarity to FocA in bacterial strains. Therefore, it presumably played a role in transporting exogenous formate to the cytoplasm. Based on the structure of the bacterial FocA (PDB ID: 3KLY), Swiss model software was used to predict the structure of TON_1573 (Fig. 6). The mutated 52nd residue was predicted to be part of a hydrophobic patch in the axial channel, facing internally towards the central pore. The change from alanine to threonine in the residue could slightly affect hydrophobicity in the patch (Fig. 6 b).
To verify the effect of the change (A52T) in TON_1573, we compared the rate of formate consumption with that of the parent strain during the batch culture (Fig. 5). The mutant displayed enhanced formate consumption and H2 production, associated with increased cell growth. To measure the rate of formate consumption, resting cell suspensions of the parental strain and the mutant were incubated with formate. After incubating at 80 °C for 5 min, the WTF-156T strain showed 17.4% higher formate uptake (302.4 mM/g/h) than the wild-type (257.6 mM/g/h). The mutant at TON_1573 (A52T) in the parent background showed 9.3% higher formate consumption (281.6 mM/g/h) than the parent strain, while the deletion of TON_1573 significantly decreased formate consumption (187.2 mM/g/h) and hydrogen production (Fig. 7). Taken together, TON_1573 (A52T) is determined to be a beneficial mutation that occurred during the adaptive laboratory evolution.
Previously, we tested cell recycling of T.
onnurineus NA1 at a bioreactor scale24, and achieved much higher cell density and H2 production rate than the wild-type. The kinetic analysis clearly showed the increase of the growth and hydrogen production by the approach (Table 4). We realized that T.
onnurineus NA1 in the cell recycling experiment was actually transferred many times in the formate medium. Therefore, we speculated that the cell could be exposed to a genomic change. To address the issue, the genome sequence of the strain in the recycling experiment was determined using PacBio Single Molecule Real-Time (SMRT) sequencing technology. The mutations were listed in Table 5. Interestingly, a mutation at the same residue (52nd residue) of TON_1573 was identified, but alanine was changed to glutamate in this case (Fig. 6 c). In conclusion, the strain adapted through serial transfer, in the serum vial or repeated batch culture in a bioreactor retained a single mutation at the same residue (52nd residue) of TON_1573, which was determined to be a critical factor to enhance formate uptake and hydrogen production of T.
onnurineus NA1.
The kinetic analysis of the recycling experiment
Kinetic parameters |
wild-type strain |
strain in the recycling experiment* |
μmax (h -1) |
0.3 |
0.43 |
r max (mmol liter-1h -1) |
31.7 |
85.8 |
Biomass productivity (g liter-1 h-
1)a
|
0.026 |
0.085 |
q max (mmol g-1 h-1) |
198.2 |
351.6 |
H2 productivity (mmol liter-1 h-
1)b |
9.5 |
70.9 |
Kinetic parameters were calculated using the data from graphs in Fig. 2. μmax , specific growth rate; r
max, maximum H2 production rate; q
max, maximum specific H2 production rate.
aBiomass productivity was determined by dividing the total yield by time difference from 11 to 13 h for the wild-type strain and from 2 to 4 h for repeated batch strains
bH2 productivity was determined by dividing the total yield by time
*The data for kinetic analysis were adapted from Bae et al. (2015)
Mutations found in the strain at the recycling experiment
Locus_tag
|
Genome position
|
Mutation type |
Codon changes |
Description
|
TON_0865 |
800143 |
substitution |
Leu to Pro |
pyridine nucleotide-disulfide oxidoreductase |
TON_0916 |
846887 |
substitution |
Gly to Asp |
ATPase C-terminus |
TON_1513 |
1388815 |
substitution |
Ala to Val |
orotate phosphoribosyltransferase |
TON_1573 |
1446341 |
substitution |
Ala to Glu |
formate transporter |
TON_1779 |
1645564 |
substitution |
Ser to Tyr |
ATPase |
TON_0902 |
832911 |
substitution |
- |
biotin--protein ligase |
TON_1532 |
1406368 |
substitution |
- |
lipoate--protein ligase |
TON_1872 |
1752952 |
substitution |
- |
putative vitamin B12 transport protein |
TON_1513 |
1388814 |
substitution |
- |
orotate phosphoribosyltransferase |
TON_0536 |
490681 |
T deletion |
Frame shift |
cytochrome-c3 hydrogenase subunit gamma |
ACKNOWLEDGMENTS
This work was supported by a grant from the KIOST in-house program (PE99413), the C1 Gas Refinery Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Science, ICT and Future Planning in the Republic of Korea (2015M3D3A1A01064884), and the Development of Technology for Biohydrogen Production Using Hyperthermophilic Archaea program of the Ministry of Oceans and Fisheries in the Republic of Korea.
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