Abstract
To meet the need for environmentally friendly commodity chemicals, feedstocks for biological chemical production must be diversified. Lignocellulosic biomass are an carbon source with the potential for effective use in a large scale and cost-effective production systems. Although the use of lignocellulosic biomass lysates for heterotrophic chemical production has been advancing, there are challenges to overcome. Here we aim to investigate the obligate photoautotroph cyanobacterium Synechococcus elongatus PCC 7942 as a chassis organism for lignocellulosic chemical production. When modified to import monosaccharides, this cyanobacterium is an excellent candidate for lysates-based chemical production as it grows well at high lysate concentrations and can fix CO2 to enhance carbon efficiency. This study is an important step forward in enabling the simultaneous use of two sugars as well as lignocellulosic lysate. Incremental genetic modifications enable catabolism of both sugars concurrently without experiencing carbon catabolite repression. Production of 2,3-butanediol is demonstrated to characterize chemical production from the sugars in lignocellulosic hydrolysates. The engineered strain achieves a titer of 13.5āgāLā1 of 2,3-butanediol over 12 days under shake-flask conditions. This study can be used as a foundation for industrial scale production of commodity chemicals from a combination of sunlight, CO2, and lignocellulosic sugars.
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Introduction
The increase in climate volatility due to overuse of fossil fuels has kindled a multidisciplinary effort to develop sustainable, biologically derived fuels and other commodity chemicals often by leveraging synthetic biology and metabolic engineering of microbes for the fermentation of agricultural products most typically from fermentation of agricultural products1. However, the global food system is increasingly under pressure from a burgeoning world population, meaning the use of edible agricultural products must be limited to meeting food demands, while alternative feedstocks must be used for precision fermentation2. The United States generates 368 million metric tons of biogenic waste biomass every year with the potential to expand up to 1 billion metric tons3. Much of this is in the form of non-edible lignocellulosic crop waste, representing a promising, underutilized carbon pool4. Unlocking the practical use of this biomass has become a major research priority for government agencies such as the Department of Energy3. Glucose and xylose, the primary components of lignocellulose lysates, would be ideal substrates for commodity chemical production5. While the process of efficient valorization of monosaccharide sugars in corn stover and other crop wastes continues to improve, harsh pretreatments of lignocellulose is often required to release fermentable sugars and this process releases several inhibitors of microbial growth such as furan derivatives6,7,8,9. To increase tolerance to lignocellulose-derived feedstocks, other studies have utilized strategies such as adaptive laboratory evolution and introducing engineered oxireductases10. Additionally, despite the relative abundance of lysate feedstocks, traditional heterotrophic hosts struggle to efficiently co-utilize multiple sugars at once due to carbon catabolite repression (CCR), which requires substantial metabolic engineering to overcome11,12,13. The sensitivity of traditional production hosts to CCR and toxic lignocellulosic feedstocks prevents efficient industrial utilization. These limitations necessitate further innovation. This study explores a photomixotrophic production strategy in 7942 utilizing two sugars concurrently. This system was found to catabolize xylose and glucose with no apparent CCR, grow well in high lignocellulosic lysate concentrations, and utilize sugars from lignocellulosic lysate to make an industrially relevant product.
The cyanobacterium Synechococcus elongatus PCC 7942 (hereafter 7942) is an ideal candidate for lysate-based production systems. Photosynthetic microorganisms, such as cyanobacteria and algae, have lagged behind in development as production chassis due to the inherent productivity limitations of photosynthesis14,15. Increasing the efficiency of ribulose-1,5-bisphosphate carboxylase/oxygenase (RuBisCO), the rate-limiting step of carbon fixation, is extremely difficult due to the context in which it evolved16. These limitations may explain why photoautotrophic growth of 7942 is relatively slow, with a doubling time of 6-7 hours17. This slow growth rate is prohibitive for use in industrial applications. One way in which to bypass this problem is through photomixotrophic growth. Photomixotrophy, the ability to co-utilize photosynthetically fixed CO2 and environmentally available sugars, combines the rapid product synthesis rate characteristic of heterotrophs and the photoautotrophic ability to fix CO2 from the atmosphere. These complimentary metabolic strategies allow for flexibility depending on environmental condition and the needs of the user. If sugars are not available, production will continue at a lower rate from fixed CO2. If light is not available, sugars can be used to completely support growth and product synthesis. Despite the added versatility of photomixotrophy, high cell density may inhibit the light reactions of photosynthesis and the system may favor heterotrophic growth. This study seeks to further improve on the versatility of photomixotrophy by engineering mixed sugar consumption and characterize lignocellulosic lysate.
While wild type 7942 is an obligate photoautotroph, it has been previously engineered to utilize externally provided sugars, such as glucose and sucrose, for growth18,19, allowing 7942 to grow in the dark while ameliorating the inherent limitations of obligate heterotrophs/autotrophs for bioproduction. As proof of concept, photomixotrophic 2,3-butanediol (23BD) production has been achieved in 7942 (ref. 20). 23BD is an ideal target product because of its short and simple biosynthetic pathway from the central metabolite pyruvate, its relatively non-toxic and non-volatile properties, and its projected 300-million-dollar market by 2030 (ref. 21). Additional metabolic engineering of the Calvin Benson Bassham cycle (CBB) improved titer and production rate drastically, ameliorating the supposed inherent limitations of photosynthetic production hosts22. It was found that increasing carbon flux through the CBB by engineering sugar catabolism in cyanobacteria can increase CO2 fixation rate without requiring RuBisCO optimization22. Photomixotrophy utilizing glucose and xylose has also been established in the cyanobacterium Synechocystis sp. PCC 6803 (hereafter 6803), yet 6803 was found to have lower xylose consumption rate in the presence of glucose suggesting difficulty catabolizing two sugars at once23.
In this work, we sought to engineer 7942 to co-utilize the two primary components of lysate, glucose and xylose in addition to CO2 to produce 23BD. To this end, we introduced sugar importers to 7942 and explored deregulation of primary metabolism. As an obligate photoautotroph, 7942 was found to not require additional efforts to overcome regulation that could lead to CCR. This is because the common mechanisms responsible for CCR in other bacteria such as the transcription activator receptor protein, the phosphoenolpyruvateācarbohydrate phosphotransferase system (PTS), and catabolite control protein A are not found in the 7942 genome24,25. In all, 7942 was found to grow without inhibition in lysate conditions exceeding 50āgāLā1 of mixed sugars, while E. coli was observed to suffer an extensive growth detriment in even low lysate conditions (~5āgāLā1). In the context of mixed sugar co-import, metabolic engineering of critical components in the CBB improved chemical production without reducing biomass accumulation. Finally, product yields were further improved through culture optimization, leading to maximum titers of 13.5āgāLā1 23BD and a theoretical maximum yield of 42% from lignocellulose hydrolysate feedstocks.
Results and discussion
Establishing photomixotrophic co-utilization of glucose and xylose
A strain capable of consuming the primary monosaccharides in cellulosic hydrolysates, glucose and xylose, was constructed from an existing xylose photomixotrophic 23BD production strain of 7942 (AL3417, Fig. 1 and Table 1)18,20. The 23BD production pathway consists of alsS, alsD, and sadh26. The alsS gene encodes an acetolactate synthase which converts two molecules of pyruvate into (S)-2-acetolactate27. 2-Acetolactate is decarboxylated to (R)-acetoin by an acetoin decarboxylase encoded by alsD26. Lastly, the sadh gene encoding a secondary alcohol dehydrogenase reduces (R)-acetoin to (R,R)ā23BD26. The xylose catabolic pathway was derived from E. coli, and is composed of xylE, xylA, and xylB. The xylE gene encodes a proton symporter which facilitates pH-dependent uptake of xylose28. The xylA and xylB genes encode a xylose isomerase and kinase respectively; this pathway converts xylose into the intermediate of the pentose phosphate pathway, xylulose 5-phosphate29.
The galP gene, encoding a glucose/galactose proton symporter from E. coli, was introduced to AL3417 (Fig. 1 and Table 1). Sugar import in E coli and many heterotrophs is primarily managed by the phosphoenolpyruvate-carbohydrate phosphotransferase system (PTS). Although this system is highly efficient, it is extremely sensitive to CCR and consumes phosphoenolpyruvate30. GalP, in contrast, transports glucose and/or galactose utilizing a proton gradient and is insensitive to the presence of other sugars making it ideal for mixed sugar systems. After transport across the cellular membrane, a native glucokinase then phosphorylates glucose, allowing integration into primary metabolism31. The zwf and gnd genes from E. coli encoding for an NADP+-dependent glucose-6-phosphate dehydrogenase and a 6-phosphogluconate dehydrogenase, respectively, were also introduced into AL3417, creating AL3870 (Fig. 1 and Table 1). The additional expression of zwf and gnd was previously demonstrated to improve CO2 fixation in the presence of glucose uptake by directing carbon flux toward the RuBisCO substrate, Ribulose 1,5-bisphosphate (R15BP)22.
To investigate growth and 23BD production with glucose and/or xylose of AL3870, AL3870 was cultured in BG-11 media containing 5āgāLā1 glucose, 5āgāLā1 xylose, or 5āgāLā1 of both under constant illumination (Fig. 2). Additionally, 20āmM NaHCO3 was added as a supplementary CO2 source. Growth and 23BD production were improved by the presence of both sugars compared to the single sugar conditions (Fig. 2A, B). A final titer of 1.0āgāLā1 of 23BD was achieved over 72āh in the presence of both sugars (Fig. 2B). The single sugar conditions achieved 23BD titers of 0.75 and 0.68āgāLā1 for glucose and xylose conditions, respectively (Fig. 2B). Optical density at 730ānm (OD730) increased rapidly by photomixotrophic standards increasing ~2.3 per day between 24 and 72āh when both sugars were present (Fig. 2A). Under these growth conditions, OD730 of 1 represents ~0.22āg of dry cell weight (gDCW) Lā1 (ref. 32). This improvement is more than double the growth rate of either of the single sugar conditions, 1.2 and 0.8 dā1 for glucose and xylose conditions, respectively (Fig. 2A). Glucose and xylose consumption rates were ~1āgāLā1 dā1 regardless of sugar conditions (Fig. 2C, D). Interestingly, the presence of one sugar did not affect the consumption rate of the other as was demonstrated to in Synechocystis sp PCC 6803 (ref. 23). The lack of CCR, the preferential consumption of one sugar in solution over another, is a desirable trait during mixed sugar fermentation25,33. This finding suggests that CCR is of no considerable consequence to photomixotrophic 7942 strains. The absence of sugar catabolism regulation found in heterotrophic bacterial systems such as the PTS, likely enables this strain of 7942 to catabolize mixed sugar substrates without preference while preserving the ability to fix CO2.
Photomixotrophic 23BD production with high cell density
The rapid growth observed in Fig. 2A suggests that substantial carbon flux is channeled toward growth rather than product synthesis. To reduce the effects of cell growth on 23BD production, production experiments were repeated at a higher starting OD730 (~5), approximately equivalent to the final OD observed in the presence of both sugars after 72āh. AL3870 was cultured in 5x BG-11 at a starting OD730 of 5 (Fig. 2EāH). 5x BG-11 was used to provide additional nutrients, particularly nitrogen, potentially needed to support rigorous photomixotrophic growth. Sugar content was increased to 10āgāLā1 of glucose, xylose, or both. Cultures containing mixed sugars produced 3.3āgāLā1 of 23BD, a 3.3-fold improvement over the low OD730 conditions (Fig. 2F). Comparatively, cultures containing only glucose made 1.8āgāLā1, while cultures containing only xylose made 1.9āgāLā1 (Fig. 2F). In mixed sugar conditions, xylose was consumed simultaneously with glucose (Fig. 2G, H). An extensive amount of sugar was still channeled towards biomass, as apparent from the final OD730 values of ~15 in the mixed sugar conditions and ~10 in the single sugar conditions (Fig. 2E). These results suggest that mixed sugar photomixotrophic growth at high culture density when supplemented with 5x BG-11 greatly improve growth and product synthesis rates. While higher cell density leads to rapid product synthesis, less light penetrance may lessen the effect of the light reactions of photosynthesis. Interestingly, yield does not appear to be dependent on light penetrance as yield is higher in high OD730 conditions (20% high OD730, 15.8% low OD730; Fig. 2AāH).
Rewiring metabolism to improve photomixotrophic 23BD production from glucose and xylose
To improve photomixotrophic 23BD production from glucose and xylose, deregulation of the CBB cycle was attempted to increase the carbon flux toward RuBisCO through deletion of the Cp12 regulator and overexpression of the prk gene. In previous studies, these modifications drastically improved photomixotrophic 23BD production with glucose alone22. Cp12 is a highly conserved light dependent regulator known to bind to phosphoribulokinase (Prk), a key enzyme in the CBB cycle, and glyceraldehyde-3-phosphate dehydrogenase (GAPDH) in glycolysis34. The prk gene was placed under the IPTG-inducible PLlacO1 promoter35. Downstream of PLlacO1:prk, galP-zwf-gnd was placed under the IPTG-inducible Ptrc promoter36. The DNA fragment (PLlacO1:prk Ptrc:galP-zwf-gnd) was used to delete cp12, creating AL4173 (Table 1). To test the effect of these genetic modifications, AL3870 and AL4173 were grown from an OD730 of 0.5 in 10āgāLā1 glucose and 5āgāLā1 xylose to mimic the lignocellulosics lysate sugar concentrations used in this study (Supplementary Table 1). AL4173 achieved 1.3āgāLā1 of 23BD over 5 days at the theoretical maximum yield (TMY) of 37.5% while AL3870 achieved a titer of 0.7āgāLā1 at TMY of 21.4% (Supplementary Fig. 1). Due to the production system utilizing three carbon inputs concurrently, the true yield of glucose, xylose, and CO2 cannot be measured. TMY is calculated based upon the yield of glucose or xylose alone. The TMY of glucose and xylose is 0.5āg 23BD per 1.0āg glucose or xylose.
Remarkably, these data suggest that deregulating the CBB cycle and introducing Prk improved the conversion of sugars to chemical products while not reducing biomass accumulation, as both strains grew equivalently (Supplementary Fig. 1A).
Tolerance toward lignocellulosic lysate
Next, as a precursor to production experiments, the toxicity of lignocellulosic hydrolysates was tested. Lignocellulosic hydrolysate of corn stover was obtained from the National Renewable Energy Laboratory7. While there are many methodologies to valorize monosaccharides from lignocellulosic biomass, the lysate used in this study was processed via alkali deacetylation and mechanical milling followed by enzymatic digest7. The sugar content in the lysate was confirmed via high-performance liquid chromatography (HPLC) (Supplementary Table 1). E. coli MG165537 was grown in M9 media containing 10āgāLā1 pure glucose in the presence of lysate concentrations aligned with 0, 5, 10, 25, and 50āgāLā1 of glucose over 24āh. While the pure glucose condition without lysate demonstrated an OD600 increase of ~3, the addition of any concentration of lysate limited increases in OD600 to less than 1 (Supplementary Fig. 2A). AL4050, a 7942 strain containing both sugar catabolism pathways but not the 23BD production pathway (Table 1), was grown in BG-11 media containing lysate concentrations with 0, 5, 10, 25, and 50āgāLā1 of glucose under constant illumination. To account for the slower growth of AL4050 than E. coli, this assay was performed over 72āh. AL4050 grew best in cultures containing 5āgāLā1 lysate glucose, with a change in OD730 of 0.52 (Supplementary Fig. 2B). Minor growth penalties were observed in cultures containing 10 and 25āgāLā1 lysate glucose, with a change in OD730 of 0.20 and 0.27, respectively. Interestingly, cultures containing 0āgāLā1 lysate glucose (without lysate) and 50āgāLā1 lysate glucose were most inhibited in growth, with a change in OD730 of ~0.3. These results indicated that 7942 is inherently tolerant to the lignocellulosic lysates even at high concentrations, while E. coli is sensitive or inhibited by some molecules in the lignocellulosic lysates.
Photomixotrophic production of 23BD utilizing lignocellulosic lysate
AL3870 and AL4173 were grown in media containing lysate corresponding to ~10āgāLā1 of glucose and ~ 5āgāLā1 xylose in the same manner as in Fig. 2. Both strains reached a higher OD730 over 5 days when grown in lysate as compared to just glucose and xylose. AL3870 reached an OD730 of 7.3 while AL4173 reached an OD730 of 6.6 over 5 days (Fig. 3A). 23BD production improved for both strains when grown in lysate, with AL3870 producing 1.6āgāLā1 over 5 days at a TMY of 32.6% and AL4173 producing 2.0āgāLā1 over 5 days at a TMY of 42.6% (Fig. 3B, C). This improvement in yield and 23BD production rate may be due to additional nutrient sources present in the lysate not found in standard BG-11. Media containing lysate-derived sugars appears to enhance growth and productivity rather than impede it, as it does in E. coli (Supplementary Fig. 2A), suggesting 7942 is a well-suited production host when using lysate as a feedstock.
To examine 23BD production with lysate under high cell density conditions, cells were grown from a starting OD730 of 5.0 in 5x BG-11 over 12 days in a tissue culture flask under constant illumination. Cultures were spun down for full media replacement every three days. A final 23BD titer of 13.5āgāLā1 was achieved at a TMY of 42% while consuming 42āgāLā1 of glucose and 20.5āgāLā1 of xylose (Fig. 3DāF). A maximum OD730 of 35 was reached on the 11th day of growth (Fig. 3D). The 23BD production rate of over 1āgāLā1 dayā1, is close to competing with 23BD production rates in E. coli which range from 1.3ā6.4āgāLā1 dayā1 in minimum media with various sugar substrates under shake flasks conditions38. Constant concurrent sugar consumption and rapid growth rate for a photosynthetic microbe highlight the strength of 7942 as a photomixotrophic production host utilizing hydrolysate-based feedstocks.
While these data highlight the potential of photomixotrophic chemical production catabolizing multiple carbon sources concurrently, understanding how each of these carbon sources are utilized in downstream metabolism is essential to further improve upon this system and understand bottlenecks to inform additional metabolic engineering. Stationary and nonstationary 13C labeling of carbon feedstocks are well-established methods to determine metabolite flux and accumulation of a carbon source in cyanobacteria and has been demonstrated to inform metabolic engineering efforts in cyanobacteria39,40,41. This photomixotrophic production system is uniquely difficult to probe with 13C labeling techniques as multiple carbon sources must be traced in parallel. Parallel labeling experiments have precedent but are experimentally and computationally resource intensive42. This production system provides an opportunity to improve parallel 13C methodologies as it is not limited by CCR as most common production hosts are and can additionally fix CO2. Further work on the photomixotrophic system described in this work is an opportunity to understand the metabolic considerations of concurrent sugar utilization, provides a proving ground for multisugar parallel 13C labeling technology, and would further inform future efforts to efficiently utilize lignocellulosic lysates.
Conclusion
In this study, 7942 was engineered to photomixotrophcally grow and produce 23BD from a mixed-sugar substrate derived from hydrolyzed waste biomass. Our strain managed to consume glucose and xylose at similar rates without preference, the lack of carbon catabolite repression is extremely important for the utilization of hydrolyzed waste biomass. The tolerance of a photomixotrophic host in extremely high lysate concentrations were demonstrated even when traditional fermentation hosts such as E. coli could not survive. 7942 was found to grow better in the presence of lysate than without and could consume multiple sugars concurrently with no apparent penalty to growth or production rate. Further modifications of the CBB led to a 16.1% increase in yield and increased final titer by 85.7% in pure sugar conditions. Rapid growth and 23BD product synthesis over 1āgāLā1dayā1 was observed at an OD730 of over 30 during photomixotrophic culturing in the presence of lysate. Previous work has shown that TMYs of over 100% are possible in photomixotrophic production systems, indicating that further optimization of growth conditions could greatly improve yield over those reported here22. While this study provides a foundation for further elucidation of lignocellulosic photomixotrophy, future studies utilizing omics analyses such as 13C carbon labeling are critical to further understand and improve upon this system. The advent of tools such as CRISPR/cas9-like gene editing in cyanobacterium and algae suggest a bright future is possible for photomixotrophic production hosts43. Despite these recent advances, photosynthetic bioreactor design and industrial scale photosynthetic microbe cultivation remains a major challenge. This work highlights the potential of 7942 to be further utilized and improved upon as a platform organism for products synthesized from lignocellulosic lysate.
Methods
Reagents
The following reagents were obtained from Sigma-Aldrich: glucose, xylose, cycloheximide, 23BD, isopropylthio-Ī²-galactoside (IPTG), gentamycin, and spectinomycin. Kanamycin was obtained from Fischer Scientific. Phusion polymerase was purchased from New England Biolabs. HiFi ToughMix polymerase was purchased from QuantBio. All oligonucleotide synthesis was done by Integrated DNA technologies. All sequencing was performed by Genewiz Azenta.
Plasmid construction
All plasmids and primers used in this study are listed in Tables 2 and 3, respectively. The target genes and vector fragments used to construct plasmids were amplified using PCR utilizing Phusion or HiFitoughmix polymerase. The lacIq; Ptrc: galP-zwf-gnd fragment for pAL1515 (addgeneID:209176) was amplified from pAL145022 using the primers MK373 and MK376. The NSII KanR fragment of pAL1515 was amplified from pAL1200 using MK375 and MK374. The Ptrc: galP-zwf-gnd fragment for pAL2301 (addgeneID:209177) was amplified from pAL1450 using TT628 and TT629. The cp12:: PLlacO1: prk KanR fragment was amplified from pAL2141 (unpublished) using TT632 and TT633. The resulting fragments were assembled by sequence and ligation-independent cloning44.
Strain construction
The strains used in this study are listed in Table 1. Transformation and integration via double homologous recombination were performed as previously described45. In brief, cells at OD730 ā¼0.4 were collected from 2āml of culture by centrifugation, washed, and concentrated in 300āĪ¼l of BG-11 medium. After adding plasmid DNA (2āĪ¼g) to the concentrated cells, the tube was wrapped in foil and incubated overnight at 30āĀ°C. Cells were plated on BG-11-agar solid media containing appropriate antibiotics and incubated at 30āĀ°C under constant light until colonies appeared. Complete chromosomal segregation of the introduced fragments was achieved through propagation of multiple generations on selective agar plates. Correct segregated double recombinants were confirmed by PCR and Sanger sequencing of these PCR products.
Culture conditions
Unless otherwise specified, S. elongatus cells were cultured in BG-11 medium46 with the addition of 50āmM NaHCO3. Cells were grown at 30āĀ°C with rotary shaking (100ārpm) and light (30āmmol photons Āµmā2 2āsā1 in the PAR range) provided by 86ācm 20āW fluorescent tubes. Light intensity was measured using a PAR quantum flux meter (Model MQ-200, Apogee Instruments). Cell growth was monitored by measuring OD730 in a Microtek Synergy H1 plate reader (BioTek). Antibiotics concentrations were as follows: cycloheximide (50āmgāLā1), spectinomycin (20āmgāLā1), kanamycin (20āmgāLā1), gentamycin (10āmgāLā1). Prior to 23BD production, colonies were inoculated in BG-11 medium containing 50āmM NaHCO3 and appropriate antibiotics and grown photoautotrophically. These cultures were then centrifuged at an RCF of 4000 x g and resuspended in fresh media to achieve either OD730 0.5 (10āmL culture in a 20āmL glass culture tube) or 5 (50āmL culture in a 250āmL baffled flask or a 250āmL tissue culture flask). Every 24āh, 1āmL of the culture volume was removed, the pH was adjusted to 7.0 with 3.6āN HCl (~40āĀµL for 10āmL cultures and ~240āĀµL for 50āmL cultures) and sample volume was replaced with pH 7 production media containing appropriate bicarbonate to reach a concentration of 20āmM (1āmL of 200āmM bicarbonate replacement media to replace 1āmL of sample from a 10āmL culture). For high cell density experiments, cells at the exponential growth phase were adjusted to an OD730 of 5.0 in 5 x BG-11 media, which was composed of quintupled 1x BG-11 medium component concentrations except for HEPES-KOH and A5 trace metals, which remained unchanged, and 20āmM NaHCO3, 1āmM IPTG, 10āmgāLā1 thiamine and appropriate antibiotics including cycloheximide in a 250āmL tissue culture flask. Once every three days the culture was spun down, the old media supernatant was removed, and the pellet was resuspended with 50āmL of fresh media.
Quantification of glucose and xylose
Glucose and xylose in culture supernatant were quantified using a HPLC (LC-20AB, Shimadzu) equipped with a Fast Acid Analysis Column (Biorad, Hercules) and a differential refractive detector (RID-10A). 5āmM H2SO4 served as the mobile phase at a flow rate of 0.6āmLāminā1 at 65āĀ°C for 15āmin.
23BD quantification
Culture supernatant samples were analyzed by a gas chromatograph (GC-2010, Shimadzu) equipped with a flame ionization detector and DB-WAX column (30ām, 0.32āmm internal diameter; Agilent Technologies). The GC oven temperature was held at 105āĀ°C for 1āmin, increased with a gradient of 20āĀ°C/min until 225āĀ°C and held for 3āmin. The temperature of the injector and detector was 250āĀ°C.
Lignocellulosic lysate production-
Lignocellulosic lysate was generated in accordance with the process described by Chen et al.7, with the following modifications: Deacetylation was conducted at 90āĀ°C, no secondary milling (Szego) was performed, total enzyme loading was 25āmgāgā1, the enzymatic hydrolysate was clarified in a pilot-scale cross flow filter (PALL) using a nominal 0.1āĀµm pore size sintered metal membrane, the clarified enzymatic hydrolysate (permeate) was concentrated under vacuum (ā~ā22ā Hg of vacuum) in a forced circulation evaporator (Ender Process Equipment Corp.) at ~60ā65āĀ°C with 1.0ā1.5āh of retention.
Statistics and reproducibility
No statistical method was used to determine the necessary sample size for each experiment. An nā=ā3 of biological replicates was used for all experiments. A replicate represents sequence confirmed biological replicates of Synechococcus elongatus PCC 7942. Data analysis was done in Microsoft excel. Data is expressed as meanāĀ±āstandard deviation (SD).
Reporting summary
Further information on research design is available in the Nature Portfolio Reporting Summary linked to this article.
Data availability
The datasets generated in this study are available from the corresponding author on reasonable request. Source data are provided with this paper (Supplementary DataĀ 1). pAL1515 and pAL2301 can be found with the identifiers (addgeneID:209176) and (addgeneID:209177).
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Acknowledgements
This work was supported by the Department of Energy (DE-EE0008491) and the National Science Foundation (CBET-1902014). We thank the operations team working in the pilot plant at NREL for the production and sugar composition of corn stover hydrolysate
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J.G., S.M., R.S. and S.A. designed research; J.G., T.T. and R.S. performed the experiments; J.G., T.T., S.M., R.S. and S.A. analyzed data; J.G., R.S. and S.A. wrote the manuscript.
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The authors declare the following interests which may be considered as potential competing interests: S.P.M. and R.S. hold an equity position in Algenesis Materials, a company that could benefit from this research. All other authors declare no competing interests.
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Gonzales, J.N., Treece, T.R., Mayfield, S.P. et al. Utilization of lignocellulosic hydrolysates for photomixotrophic chemical production in Synechococcus elongatus PCC 7942. Commun Biol 6, 1022 (2023). https://doi.org/10.1038/s42003-023-05394-w
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DOI: https://doi.org/10.1038/s42003-023-05394-w
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