ABSTRACT
Carotenoids are lipophilic compounds found in the membranes of various organisms. Individual carotenoids are also commodity chemicals, produced industrially for use as food additives, nutritional supplements, cosmetics, and pharmaceuticals. The alphaproteobacterium Novosphingobium aromaticivorans has previously been established as a potential platform microbe for converting aromatic compounds derived from lignocellulosic plant biomass into valuable extracellular products. Here, we show that N. aromaticivorans DSM 12444 cells naturally produce the carotenoid nostoxanthin, and we construct a set of gene deletion mutants that accumulate β-carotene, lycopene, or zeaxanthin, which are predicted intermediates in nostoxanthin biosynthesis as well as commodity chemicals. We also show that a mutant strain heterologously expressing a CrtW protein accumulates the carotenoid astaxanthin. When grown on vanillate as the carbon source, we find that the levels of carotenoids are not significantly affected by O2 concentration in the tested range of 5% to 21% O2. We also show that these carotenoids are produced at comparable levels when strains are grown in liquor from alkaline pretreated sorghum biomass [sorghum alkaline pretreatment liquor (APL)], which contains a mixture of aromatics. Finally, we construct strains that produce zeaxanthin, β-carotene, or astaxanthin concurrently with 2-pyrone-4,6-dicarboxylic acid, a potential building block for biodegradable polymers, when grown in sorghum APL. Combined, our results show that N. aromaticivorans can simultaneously produce valuable intracellular and extracellular commodities when grown in the presence of either pure aromatics or pretreated lignocellulosic biomass.
IMPORTANCE
There is economic and environmental interest in generating commodity chemicals from renewable resources, such as lignocellulosic biomass, that can substitute for chemicals derived from fossil fuels. The bacterium Novosphingobium aromaticivorans is a promising microbial platform for producing commodity chemicals from lignocellulosic biomass because it can produce these from compounds in pretreated lignocellulosic biomass, which many industrial microbial catalysts cannot metabolize. Here, we show that N. aromaticivorans can be engineered to produce several valuable carotenoids. We also show that engineered N. aromaticivorans strains can produce these lipophilic chemicals concurrently with the extracellular commodity chemical 2-pyrone-4,6-dicarboxylic acid when grown in a complex liquor obtained from alkaline pretreated lignocellulosic biomass. Concurrent microbial production of valuable intra- and extracellular products can increase the economic value generated from the conversion of lignocellulosic biomass-derived compounds into commodity chemicals and facilitate the separation of water- and membrane-soluble products.
KEYWORDS: carotenoids, coproducts, Novosphingobium, lignin, aromatics, PDC, nostoxanthin, CoQ10, astaxanthin, lycopene, β-carotene, zeaxanthin
INTRODUCTION
The aromatic polymer lignin is a major component of lignocellulosic plant biomass and is estimated to represent as much as 30% of the organic carbon in the biosphere (1). However, the heterogeneous structure and chemical composition of lignin have limited its economic value to industry. In addition, the mixture of aromatic compounds that results from lignocellulosic biomass deconstruction is often not metabolized by commonly used industrial microbes. We are interested in developing microbial catalysts that can convert heterogeneous mixtures of biomass-derived compounds, including aromatics, into valuable products.
We and others have been exploring Novosphingobium aromaticivorans, an alphaproteobacterium of the Sphingomonadales order, as a platform for producing valuable compounds (2) because it is amenable to genomic modification (3, 4) and can metabolize many components of deconstructed lignocellulosic biomass, including aromatic monomers (2) and some dimers (3, 5). For example, N. aromaticivorans DSM 12444 has been engineered to stoichiometrically convert the major aromatic monomers in deconstructed plant biomass into 2-pyrone-4,6-dicarboxylic acid (PDC), a potential polyester precursor (6) that is secreted into the media (2, 7). This study sought to expand the suite of valuable compounds that N. aromaticivorans can produce from biomass-derived aromatics.
Carotenoids are lipophilic isoprenoids that are produced by some plants, algae, bacteria, and fungi and function as membrane-bound light-harvesting pigments and antioxidants (8, 9). Several carotenoids (such as astaxanthin, β-carotene, lycopene, and zeaxanthin) are used industrially as animal feed, food coloring, nutritional supplements, cosmetics additives, and pharmaceuticals, with a 2017 global market size of ~$1.5B (10, 11). Most industrial carotenoids are produced synthetically (9, 10, 12), though there are a few biological sources commercially being used, such as the flower Tagetes erecta for lutein and the alga Dunaliella salina for β-carotene (10). Thus, there is growing interest in developing new biological sources of carotenoids (9, 10).
The genome sequence of N. aromaticivorans DSM 12444 predicts that this bacterium can produce the carotenoid nostoxanthin (13). Among the intermediates in the predicted nostoxanthin synthesis pathway of N. aromaticivorans are the industrially valuable carotenoids lycopene, β-carotene, and zeaxanthin (Fig. 1). A recent genome-scale metabolic model of N. aromaticivorans suggested that carotenoids could be some of the most profitable products made from plant biomass by N. aromaticivorans because of their high economic value and yields (14).
N. aromaticivorans (when it was known as Sphingomonas aromaticivorans F199) has also been shown to produce the lipophilic coenzyme Q10 (CoQ10) (16). CoQ10 is also the main isoprenoid quinone in humans and is a commodity chemical used in the pharmaceutical and cosmetics industries (17–20). Currently, bacteria that produce CoQ10 industrially (17, 21) cannot metabolize the aromatics present in deconstructed plant biomass. Thus, there is potential for N. aromaticivorans to also become a source of CoQ10 when grown in aromatic-containing solutions derived from plant biomass.
In this work, we test several predicted reactions in the N. aromaticivorans carotenoid biosynthetic pathway (Fig. 1) by generating defined mutants that accumulate β-carotene, lycopene, or zeaxanthin. Further, we engineer a strain that heterologously expresses a CrtW protein and accumulates the carotenoid astaxanthin. We show that these carotenoids can be produced from vanillate, an aromatic compound commonly present in deconstructed lignocellulosic plant biomass, and an alkaline pretreatment liquor (APL) made from sorghum. We also engineer a set of strains that produce either zeaxanthin, β-carotene, or astaxanthin concurrently with PDC when fed sorghum APL, showing that N. aromaticivorans can be engineered to simultaneously produce extracellular and intracellular products from this renewable carbon source. We discuss how the co-production of membrane-bound carotenoids and excreted dicarboxylic acids like PDC could improve the economics of valorizing biomass in a lignocellulosic biorefinery.
RESULTS
Nostoxanthin is the main carotenoid produced by N. aromaticivorans DSM 12444
The N. aromaticivorans DSM 12444 genome predicts that this bacterium contains genes that encode previously uncharacterized proteins with 52% to 74% amino acid sequence identity to known enzymes that lead to nostoxanthin production (Table S1). To test the prediction that N. aromaticivorans uses these previously uncharacterized gene products to produce carotenoids, we grew cells in the presence of vanillate and analyzed acetone:methanol (lipophilic) extracts of the cells by liquid chromatography mass spectrometry (LC-MS). Our analysis of these extracts from the parent N. aromaticivorans strain (12444Δ1879) was consistent with nostoxanthin being a major carotenoid (compound 1 in Fig. 2B): compound 1 had absorbance maxima at 453 and 480 nm (Fig. S2B) and an m/z peak of 600 (Fig. S2C), both characteristic of nostoxanthin (22, 23). Two other compounds in these extracts had slightly longer retention times than compound 1: compound 2 had absorbance maxima at 339, 446, and 474 nm (Fig. S2B) and m/z peaks of 600 and 639 (Fig. S2C), and compound 3 had absorbance maxima at 453 and 481 nm (Fig. S2B) and an m/z peak of 584 (Fig. S2C). Although we were not able to identify compound 2, the properties of compound 3 are consistent with caloxanthin (23), a predicted precursor to nostoxanthin (Fig. 1) known to be present in some sphingomonads that produce nostoxanthin (15, 23). However, commercial standards of pure nostoxanthin or caloxanthin were not available to estimate the compounds’ abundances or provide further proof of their chemical identity. Another compound detected in the N. aromaticivorans lipophilic extracts had the same retention time and absorbance spectrum as a commercial CoQ10 standard (Fig. 2A and B; Fig. S1 and S2B), consistent with previous work showing that CoQ10 is the major quinone in this bacterium (16).
Lipophilic compounds produced by N. aromaticivorans mutants containing deletions of genes in the predicted carotenoid biosynthetic pathway
To further test whether N. aromaticivorans uses the predicted carotenoid biosynthesis pathway (Fig. 1), we generated a set of mutants with in-frame deletions of genes predicted to encode proteins involved in the pathway. We grew these strains with vanillate as the sole carbon source and analyzed the compounds present in lipophilic extracts from these mutants, using commercial standards when available to aid in the identification and quantification of the lipophilic compounds.
Deletion of Saro_1814 (encoding a putative CrtB homolog) resulted in a strain (12444ΔcrtB) that formed nonpigmented colonies on solid media (Fig. 3A), as expected given the predicted role of this gene product in phytoene synthesis (Fig. 1). We also found that strain 12444ΔcrtB only contained CoQ10 as a major lipophilic compound (Fig. 2C; Fig. S3). Deletion of Saro_1817 (encoding a putative CrtY homolog) resulted in a strain (12444ΔcrtY) that formed light pink colonies (Fig. 3A) and contained the predicted pathway intermediate lycopene (compound 4) and CoQ10 in its lipophilic extract (Fig. 2D; Fig. S4). Deletion of Saro_0236 (encoding a putative CrtG homolog) resulted in a strain (12444ΔcrtG) that formed yellow colonies (Fig. 3A) and contained the predicted pathway intermediate zeaxanthin (compound 5) and CoQ10 as the major components of its lipophilic extract (Fig. 2E; Fig. S5). Finally, to test if the pathway intermediate β-carotene could be accumulated, we constructed a strain (12444ΔcrtGZ) in which both Saro_0236 and Saro_1168 (encoding a putative CrtZ homolog were deleted, as deletion of Saro_1168 alone would be expected to also produce 2,2ʹ-dihydroxy-β-carotene (Fig. 1). Strain 12444ΔcrtGZ formed yellow colonies (Fig. 3A), and the main components of its lipophilic extract were β-carotene (compound 6) and CoQ10 (Fig. 2F; Fig. S6).
In sum, the compounds present in the lipophilic extracts of each of these mutants were consistent with predictions from the annotated carotenoid biosynthetic pathway in the N. aromaticivorans genome (Fig. 1). These experiments illustrate that one or more gene deletions can result in N. aromaticivorans strains that produce industrially valuable carotenoids when grown in the presence of vanillate. Furthermore, the lipophilic extracts from all strains tested also contain the electron carrier CoQ10.
Production of astaxanthin by an engineered N. aromaticivorans strain
Astaxanthin is a valuable carotenoid that is not predicted to be produced by N. aromaticivorans, since the genome of this organism lacks a crtW gene. While several bacteria, including some other members of the Sphingomonadales order [Sphingomonas astaxanthinifaciens (24) and Sphingomonas taxi ATCC 55669 (25)], naturally produce astaxanthin (26), none of these are known to metabolize aromatic compounds present in pretreated lignocellulosic biomass. To test if we could engineer N. aromaticivorans to produce astaxanthin, we placed a recombinant crtW gene from S. astaxanthinifaciens or S. taxi separately into the crtG locus of 12444ΔcrtG to generate strains 12444SastaW and 12444StaxiW, respectively. The difference in colony colors of the 12444ΔcrtG, 12444SastaW, and 12444StaxiW strains (Fig. 3) suggested that the insertion of each of these crtW genes into the N. aromaticivorans genome resulted in altered carotenoid profiles.
To test this hypothesis, we analyzed the lipophilic extracts from vanillate-grown 12444SastaW and 12444StaxiW cells. This analysis showed that 12444SastaW produced astaxanthin (Fig. 2G; compound 7), as well as small amounts of three other putative carotenoids (compounds 8, 9, 10) and CoQ10 (Fig. 2G; Fig. S7). The lipophilic extract of 12444StaxiW also contained astaxanthin (compound 7) and CoQ10 (Fig. 2H; Fig. S8), although its predominant carotenoid (compound 8, which is also a minor component of the 12444SastaW extract) appears to be adonixanthin, based on its measured mass (m/z peak = 583; Fig. S8C). The 12444StaxiW lipophilic extract also contained two additional compounds, one of them identified as zeaxanthin (compound 5; Fig. 2H; Fig. S8). From this, we conclude that introducing the CrtW protein from S. astaxanthinifaciens into N. aromaticivorans generates a strain that is more effective at accumulating astaxanthin than a strain using the CrtW protein from S. taxi. Therefore, in subsequent experiments, we used cells containing the S. astaxanthinifaciens crtW gene (strain 12444SastaW) as a chassis for an astaxanthin-producing strain of N. aromaticivorans.
Impact of O2 tension on levels of carotenoids and CoQ10 in N. aromaticivorans
The dissolved O2 concentration of a culture can affect carotenoid levels in various organisms in different ways (27). For example, lower O2 tensions have been shown to increase CoQ10 production in some bacteria (21), while other microbes increase carotenoid production at high O2 tensions presumably since carotenoids can provide protection against reactive oxygen species (27). Therefore, we tested whether bubbling N. aromaticivorans cultures with a gas containing 5%, 10%, or 21% O2 would lead to significant changes in carotenoids and CoQ10 levels when using vanillate as a carbon source.
Carotenoid levels of N. aromaticivorans strains grown at different O2 tensions are shown in Fig. 4A through E. Nostoxanthin levels in 12444Δ1879, which are reported as HPLC peak area due to lack of a standard for quantification, showed only modest changes with oxygen [ranging from 1.0 to 2.5 × 105 area units per mg dry cell weight (dcw)]. Under the same growth conditions, lycopene levels in 12444ΔcrtY ranged from 0.24 to 0.75 µg/mg dcw, zeaxanthin in 12444ΔcrtG ranged from 0.25 to 0.54 µg/mg dcw, β-carotene in 12444ΔcrtGZ ranged from 0.29 to 0.64 µg/mg dcw, and astaxanthin in 12444SastaW ranged from 0.12 to 0.25 µg/mg dcw. Single-factor ANOVA tests (alpha = 0.05) of carotenoid levels suggested that only strain 12444ΔcrtGZ contained significantly different carotenoid levels at the O2 concentrations tested (Fig. 4A through E). CoQ10 levels for each strain at different O2 tensions (Fig. 4F) ranged from 0.08 to 0.2 µg/mg dcw. ANOVA tests also showed that, for each of the strains, there was no significant difference in CoQ10 production at the three O2 concentrations tested (Fig. 4F). Furthermore, ANOVA tests showed there was no significant difference in CoQ10 production between the different strains at any of the individual O2 concentrations. Therefore, we conclude that O2 availability does not have a consistently significant impact on N. aromaticivorans carotenoid or CoQ10 levels over the concentration range tested.
Production of carotenoids and CoQ10 by N. aromaticivorans from alkaline pretreated sorghum biomass
The above results showed that wild-type and engineered N. aromaticivorans strains accumulate carotenoids and CoQ10 when grown on vanillate, an aromatic compound predicted to be found in deconstructed lignocellulosic biomass. However, we also wanted to test whether carotenoids and CoQ10 could be generated when cells were grown on the mixture of aromatics directly obtained from plant biomass. We therefore grew several strains in a sorghum APL (28), which contains a mixture of aromatic monomers and other organics (Fig. S9; Table S2). With a few exceptions, the N. aromaticivorans strains grown in sorghum APL (in shake flasks with atmospheric O2 conditions) produced amounts of carotenoids and CoQ10 (normalized by dry cell weight; open squares in Fig. 4) that were within the production ranges of the vanillate-grown cultures grown at different dissolved O2 tensions (filled circles in Fig. 4). One exception was strain 12444ΔcrtB, which lacks detectable carotenoids in lipophilic extracts; this strain produced significantly more CoQ10 when grown in APL compared to when grown on vanillate (Fig. 4F). In addition, strains 12444Δ1879 and 12444SastaW produced significantly less nostoxanthin and astaxanthin, respectively, when grown in APL compared to when grown on vanillate. Overall, these results show that it is possible to use N. aromaticivorans for producing carotenoids from a mixture of aromatic and other organic compounds derived from pretreated lignocellulosic biomass.
Concurrent production of carotenoids, CoQ10, and PDC from alkaline pretreated sorghum biomass
Previous work has shown that engineered N. aromaticivorans strains containing defined mutations in aromatic metabolism can convert the three major classes of biomass aromatics (syringyl, guaiacyl, and p-hydroxyphenyl) into PDC and secrete it into the medium (2, 7). We sought to test whether individual N. aromaticivorans strains could produce both extracellular PDC and intracellular lipophilic compounds (carotenoids and CoQ10) as valuable products from biomass-derived media. To do this, we generated a set of strains that contained both the mutations needed to accumulate extracellular PDC and those needed to accumulate the carotenoids zeaxanthin, β-carotene, or astaxanthin. We found that these engineered strains produce extracellular PDC, as well as the expected carotenoid and CoQ10 when grown in sorghum APL (Fig. 5). The levels of individual carotenoid species and CoQ10 (normalized by dry cell weight) in the lipophilic cell extracts are comparable to or greater than the amounts produced by the respective non-PDC-producing strains grown in sorghum APL (Fig. 5A through D). In addition, the levels of extracellular PDC are equal to or greater than 100% theoretical yield, based on the measured concentrations of aromatic compounds in APL (Fig. 5E; Table S2). This observation is consistent with the stoichiometric conversion of aromatic monomers to PDC reported previously for the PDC-producing strain that was used in these studies (7).
DISCUSSION
This work sought to expand the types of valuable chemicals that could be produced from pretreated lignocellulosic biomass. We confirmed that N. aromaticivorans naturally produces the industrially important isoprenoid CoQ10, and we leveraged its native ability to synthesize carotenoids along with the utility of heterologous expression to engineer mutant strains that accumulate different valuable carotenoids from either a pure aromatic (vanillate) or from sorghum APL, a feedstock derived from lignocellulosic biomass. We also used this new information to engineer a set of N. aromaticivorans strains that can concurrently produce CoQ10, a valuable carotenoid, and PDC from sorghum APL.
N. aromaticivorans as a production platform for carotenoids and CoQ10
Although other microbes can be used as sources of carotenoids and CoQ10, our work is important for several reasons. First, we confirmed predictions from N. aromaticivorans genomic and physiological studies that this bacterium contains metabolic pathways that can produce the carotenoid nostoxanthin (13) as well as CoQ10 (16). Our work also shows that minimal genomic modifications of N. aromaticivorans can lead to strains that accumulate valuable carotenoids such as β-carotene, lycopene, astaxanthin, or zeaxanthin. In addition, we demonstrate that N. aromaticivorans cells lacking crtB (Saro_1814) could simplify industrial production of CoQ10, another important commodity chemical used in the pharmaceutical and cosmetics industries, because the crtB mutation prevents the accumulation of other acetone:methanol soluble materials.
We also found that changes in O2 tension did not have a significant impact on N. aromaticivorans carotenoid or CoQ10 levels, unlike in other microbes where O2 tensions or the resulting oxidative stress can have a significant impact on the accumulation of these products (27). Effects of O2 tension on carotenoid production can be variable; in some cases, lower O2 tensions lead to higher production due to increased membrane synthesis (29), while in other cases, higher O2 tensions lead to higher production (30) presumably due to the ability of these compounds to quench reactive oxygen species (27). Although our data suggests that N. aromaticivorans might not regulate carotenoid synthesis in response to changes in O2 tension, additional studies are needed to test this hypothesis. The ability of N. aromaticivorans to synthesize comparable levels of carotenoids and CoQ10 at different O2 concentrations could be advantageous in industrial settings, due to the capital and operational costs associated with the aeration of large bioreactors.
Microbial production of valuable commodity chemicals from pretreated lignocellulosic biomass
As society looks for ways to produce commodity chemicals from abundant renewable resources, pretreated lignocellulosic biomass is an attractive material. N. aromaticivorans has natural converging pathways to catabolize major components found in pretreated lignocellulosic biomass, including the most abundant aromatic monomers found in lignin (syringyl, guaiacyl, and p-hydroxyphenyl aromatics) (2), some aromatic dimers (3, 5), and other organic compounds (31). Because carotenoids and CoQ10 are produced from central metabolites, N. aromaticivorans could thus “funnel” mixtures of compounds found in pretreated lignocellulosic biomass into these commodity chemicals. This is in contrast to existing microbial hosts for producing carotenoids or CoQ10 that typically use food-grade sugars as carbon sources (32). To date, relatively few of the microbes being considered for industrially producing carotenoids and CoQ10 also have the native ability to metabolize any aromatic compounds (33–37). Thus, N. aromaticivorans could be an important microbial catalyst for the industrial production of carotenoids and CoQ10 from renewable lignocellulosic carbon sources.
The method used to generate the sorghum APL feedstock is well known to solubilize easily cleavable aromatics from plant cell walls, without the breakdown of the carbohydrate and lignin polymers in the biomass (28). We showed that N. aromaticivorans can grow in the presence of sorghum APL alone, unlike previous studies which have supplemented lignocellulosic APL with minerals (38–43) and/or nitrogen/carbon sources (38, 40, 44, 45). We also found that N. aromaticivorans produces nearly the same amounts (normalized to dry cell weight) of carotenoids and CoQ10 when grown on sorghum APL as when grown in a defined medium containing vanillate (Fig. 4), in addition to accumulating comparable amounts of cellular material (Fig. S10). These results suggest that N. aromaticivorans could produce these valuable isoprenoids from lignocellulosic substrates without the need to add other nutrients.
Simultaneous production of carotenoids, CoQ10, and PDC from pretreated lignocellulosic biomass
Our work illustrates the potential for N. aromaticivorans to produce carotenoids and CoQ10 as intracellular lipophilic products. We also generated strains that concurrently produce these lipophilic products along with the soluble extracellular product PDC, which has several potential industrial uses (46). In strains that accumulate both intracellular (carotenoids and CoQ10) and extracellular (PDC) products, the cellular and aqueous fractions can be separated and each used as a source of valuable products to increase the economic value derived from pretreated lignocellulosic biomass. Notably, the strains we engineered for simultaneous PDC and carotenoid production accumulate at least as much carotenoid as the non-PDC-producing strains, showing that the synthesis of two products does not have a significant negative impact on the overall output. The greater than 100% theoretical yield of PDC observed for these strains (Fig. 5E) likely reflects the conversion of aromatic compounds present in the sorghum APL that were not detected by our HPLC-MS/MS analysis, in addition to the complete conversion of detected aromatic monomers (Table S2).
In previous studies with strains that produce PDC from aromatics, a second carbon source (glucose) was added to cells, since the mutations that result in accumulation of PDC block the use of aromatics to support growth (2, 7). The growth of PDC-producing strains in sorghum APL reported here predicts that N. aromaticivorans will not need to be supplemented with other nutrients to produce extracellular and intracellular compounds from this and possibly other types of feedstocks derived from plant biomass.
In sum, this work adds to a growing body of evidence that N. aromaticivorans is a promising microbe for converting lignocellulosic biomass into valuable compounds because it is amenable to genomic modifications and can metabolize abundant aromatic components of this biomass. This work establishes N. aromaticivorans as a promising host for producing valuable carotenoids and CoQ10 from both pretreated lignocellulosic biomass and purified aromatics. In addition, N. aromaticivorans has the ability to produce these intracellular lipophilic compounds concurrently with PDC, which could help to improve the economics of converting plant biomass into industrial commodities. Future work will focus on improving yields of these and other products under industrially relevant conditions.
MATERIALS AND METHODS
Novosphingobium aromaticivorans strains
Details on all strains in this study can be found in Table 1. N. aromaticivorans 12444Δ1879 is a derivative of wild-type strain DSM 12444 (also called F199 [31, 47]), in which a putative sacB gene (Saro_1879 or SARO_RS09410) was deleted to create a strain amenable to genomic modifications using a sacB-containing plasmid (3, 48). We used 12444Δ1879 as the parent strain to generate strains 12444ΔcrtB (lacking crtB; Saro_1814 or SARO_RS09080), 12444ΔcrtY (lacking crtY; Saro_1817 or SARO_RS09095), 12444ΔcrtG (lacking crtG; Saro_0236 or SARO_RS01180), 12444ΔcrtGZ (lacking crtG and crtZ; Saro_0236 and Saro_1168 or SARO_RS01180 and SARO_RS05825), 12444StaxiW [replacing Saro_0236 with the gene for the CrtW protein from S. taxi ATCC 55669 (NCBI accession WP_038660513.1)], and 12444SastaW (replacing Saro_0236 with the gene for the CrtW protein from S. astaxanthinifaciens [NCBI accession WP_211248127.1)].
TABLE 1.
Name | Genotype | Description | Reference |
---|---|---|---|
Escherichia coli strains | |||
DH5α | F- Φ80lacZΔM15 Δ(lacZYA-argF) U169 recA1 endA1 hsdR17 (rK-,mk+) phoA supE44 λ-thi- gyrA96 relA1 | Used for creating and maintaining plasmids | Bethesda Research Laboratories |
S17-1 | recA pro hsdR RP4-2-Tc::Mu-Km::Tn7 | Used for mobilizing plasmids into N. aromaticivorans via conjugation | (49) |
N. aromaticivorans strains | |||
12444Δ1879 | DSM 12444 ΔSaro_1879 | Parent strain; putative sacB has been deleted to allow genomic modifications using a sacB-containing plasmid | (3) |
12444ΔcrtB | DSM 12444 ΔSaro_1879 ΔSaro_1814 | Parent with deleted crtB | This work |
12444ΔcrtY | DSM 12444 ΔSaro_1879 ΔSaro_1817 | Parent with deleted crtY | This work |
12444ΔcrtG | DSM 12444 ΔSaro_1879 ΔSaro_0236 | Parent with deleted crtG | This work |
12444ΔcrtGZ | DSM 12444 ΔSaro_1879 ΔSaro_0236 ΔSaro_1168 | Parent with deleted crtG and crtZ | This work |
12444StaxiW | DSM 12444 ΔSaro_1879 ΔSaro_0236::crtW from S. taxi ATCC 55669 | Parent with deleted crtG, with the gene for the CrtW protein from Sphingomonas taxi ATCC 55669 (NCBI Accession WP_038660513.1) in the Saro_0236 genomic locus | This work |
12444SastaW | DSM 12444 ΔSaro_1879 ΔSaro_0236::crtW from S. astaxanthinifaciens | Parent with deleted crtG, with the gene for the CrtW protein from Sphingomonas astaxanthinifaciens (NCBI accession WP_211248127.1) in the Saro_0236 genomic locus | This work |
12444PDCΔdmtS | DSM 12444 ΔSaro_1879 ΔSaro_2819 ΔSaro_2864-5 ΔSaro_1872 | Parent with deleted ligI, desCD, and dmtS that accumulates PDC from aromatic monomers | (7) |
PDCΔcrtG | DSM 12444 ΔSaro_1879 ΔSaro_2819 ΔSaro_2864-5 ΔSaro_1872 ΔSaro_0236 | 12444PDCΔdmtS with deleted crtG | This work |
PDCΔcrtGZ | DSM 12444 ΔSaro_1879 ΔSaro_2819 ΔSaro_2864-5 ΔSaro_1872 ΔSaro_0236 ΔSaro_1168 | 12444PDCΔdmtS with deleted crtG and crtZ | This work |
PDCSastaW | DSM 12444 ΔSaro_1879 ΔSaro_2819 ΔSaro_2864-5 ΔSaro_1872 ΔSaro_0236::crtW from S. axtaxanthinifaciens | 12444PDCΔdmtS with deleted crtG, with the gene for the CrtW protein from S. astaxanthinifaciens in the Saro_0236 genomic locus | This work |
Plasmids | |||
pK18msB-MCS1 | pK18mobsacB lacking the multiple cloning site, with a new XbaI site introduced | (3, 48) | |
pK18msB/ΔSaro1814 | pK18msB-MCS1 containing genomic regions that naturally flank Saro_1814 | This work | |
pK18msB/ΔSaro1817 | pK18msB-MCS1 containing genomic regions that naturally flank Saro_1817 | This work | |
pK18msB/ΔSaro0236 | pK18msB-MCS1 containing genomic regions that naturally flank Saro_0236 | This work | |
pK18msB/ΔSaro1168 | pK18msB-MCS1 containing genomic regions that naturally flank Saro_1168 | This work | |
pK18msB/ΔSaro0236::StaxiW | pK18msB/ΔSaro0236 with the gene for CrtW from S. taxi ATCC 55669 between the Saro_0236 flanking regions | This work | |
pK18msB/ΔSaro0236::SastaW | pK18msB/ΔSaro0236 with the gene for CrtW from S. astaxanthinifaciens between the Saro_0236 flanking regions | This work |
N. aromaticivorans 12444PDCΔdmtS is a derivative of 12444Δ1879 that was genetically modified to accumulate stoichiometric amounts of PDC from syringyl, guaiacyl, and p-hydroxyphenyl aromatic compounds (7). The strain 12444PDCΔdmtS has Saro_2819 (ligI), Saro_2864–5 (desCD), and Saro_1872 (dmtS) deleted from the genome. We used 12444PDCΔdmtS as the parent strain to generate strains PDCΔcrtG (lacking Saro_0236), PDCΔcrtGZ (lacking both Saro_0236 and Saro_1168), and PDCSastaW (replacing Saro_0236 with the gene for the CrtW protein from S. astaxanthinifaciens).
Genes for CrtW proteins were synthesized as gBlocks (Integrated DNA Technologies, Coralville, IA, USA). Plasmids for cloning were constructed with the NEBuilder HiFi DNA Assembly Master Mix (New England Biolabs, Ipswich, MA, USA). Methods for constructing mutants [including PCR primers used (Table S5)] are contained in Supplementary Information.
Bacterial growth
E. coli strains used for plasmid cloning were grown in lysogeny broth and shaken at ~200 rpm at 30°C or 37°C. For routine manipulation, N. aromaticivorans cultures were grown in GluSis at 30°C. GluSis is a modification of Sistrom’s minimal medium (50) in which the succinate has been replaced by 22.6-mM glucose. The minimal medium used for N. aromaticivorans experiments was SMB (3) at an initial pH of 7.0. Where needed to select for the presence or absence of plasmids, media were supplemented with 100-µg/mL ampicillin, 50-µg/mL kanamycin, or 10% sucrose (wt/vol).
Preparation of sorghum APL
Sorghum APL (45) was prepared by mixing samples of milled 2014 GLBRC sorghum (2 g) with a sodium hydroxide solution (1% NaOH in H2O, 20 mL) in sealed 125-mL Erlenmeyer flasks, before heating for 90 min in an oil bath at 90°C. The flask was then immediately placed in ice for 10 min, after which the biomass and aqueous phases were separated by centrifugation at 4,300 × g for 15 min and the supernatant was recovered as a source of soluble aromatics. The solid biomass was rinsed three times with ddH2O (20 mL, 15 mL, and 15 mL), and the washes were recovered through centrifugation. The initial aqueous supernatant and washes were combined and adjusted to pH 7.0 using 1-M HCl. The solution was centrifuged at 20,000 × g for 1 h at 4°C and passed through a 0.2-µM surfactant-free cellulose acetate (SFCA) filter to remove any remaining insoluble material, yielding the APL used in further experiments.
Growth of N. aromaticivorans in minimal medium with vanillate
Cultures of each N. aromaticivorans strain were initially grown in a 125-mL conical shake flask containing 10-mL SMB supplemented with 4-mM vanillate. Between 3 and 8 mL of this culture was combined with 480 mL of fresh SMB + 4-mM vanillate in a glass roux bottle. Roux bottle cultures were attached to a gas mixer using SideTrak 840 mass flow controllers attached to a FloBox 954 (Sierra Instruments, Monterey, CA, USA) in a 30°C temperature-controlled room. Gas was piped into the bottoms of the cultures and exhausted from the headspace through outlets in stoppers. The gas contained 5, 10, or 21% O2, 1% CO2, and N2 as the remainder. Cell growth was monitored by periodically removing samples for analysis using a Klett-Summerson photoelectric colorimeter with a red filter. Cultures were grown until they reached late exponential growth or early stationary phase. For dcw determination, aliquots (~80 mL) were centrifuged in pre-weighed tubes (8,000 × g for 15 min), supernatants were removed, cell pellets were air-dried in a fume hood, and then the tubes were reweighed (Fig. S10). Aliquots (~160 mL) were also harvested (centrifuged at 8,000 × g for 15 min) for isolation of lipophilic compounds by extraction with acetone:methanol (see below).
Growth of N. aromaticivorans in sorghum APL
Each N. aromaticivorans strain was initially grown in a 125-mL conical shake flask containing 10-mL SMB supplemented with 10-mM glucose. In addition, 1-mL aliquots were centrifuged at ~7,000 × g for 5 min, the supernatant was removed, and the cell pellet was used to inoculate 18 mL of sorghum APL in a 125-mL conical shake flask. Cultures were shaken at ~200 rpm at 30°C until they reached the early stationary phase. Aliquots of cultures for extraction into acetone:methanol (10 mL) and dcw determination (5 mL) were harvested as described above (see Fig. S10 for dry cell weight measurements).
Preparation of lipophilic extracts
Care was taken to minimize O2 and light exposure to acetone:methanol extracts, although samples were not handled anaerobically. Cell pellets were resuspended in water (950 µL for roux bottle samples and 100 µL for pellets from shake flask cultures) and then transferred into a 15-mL glass Sorvall centrifuge tubes. Extraction solvent (7:2 acetone:methanol solution; 5 mL or 1.5 mL, respectively, for roux bottle or shake flask samples) was added, and the samples were mixed by pipetting. The tube was centrifuged (10,000 × g for 20 min), and then the supernatant was transferred to a new 15 mL glass tube. The pelleted cells were extracted a second time, after resuspending cells in water (500 µL or 100 µL, respectively, for roux bottle or shake flask samples) followed by extraction solvent (4.5 mL or 1.5 mL, respectively, for roux bottle or shake flask samples). After centrifugation, the supernatants from both extractions were combined. The combined supernatants were partially dried under a stream of N2 (to a final volume of ~1–4 mL) to concentrate materials before analysis by HPLC. The concentration of compounds in lipophilic extracts was calculated after correcting for dry cell weight, any dilution prior to extraction, and the final volume of the sample after drying under N2.
HPLC identification and quantification of lipophilic compounds
For identification and quantification, the acetone:methanol lipophilic extracts were analyzed via reverse-phase HPLC using a Kinetex 2.6-µM PS C18 100 Å (150 × 2.1 mm) column (Phenomenex, Torrance, CA, USA) attached to a Shimadzu Nexera XR HPLC system. The mobile phase was a binary gradient (Fig. S11) of Solvent A (70% acetonitrile/30% water) and Solvent B (70% acetonitrile/30% isopropanol) flowing at 0.45 mL/min. Absorbance was measured between 200 and 600 nm using a Shimadzu SPD-M20A photodiode array detector. The following commercial standards were used to identify compounds in the lipophilic extracts: β-carotene (Sigma-Aldrich), lycopene [Pharmaceutical Secondary Standard, Certified Reference Material (7.2%), Supelco], zeaxanthin (United States Pharmacopeia Reference Standard), astaxanthin (Sigma-Aldrich), and coenzyme Q10 (Sigma-Aldrich).
To identify compounds that were not commercially available for use as standards, the eluent from the HPLC was analyzed via mass spectrometry using a Shimadzu triple quadrupole mass spectrometer LCMS-8045. We used positive mode Q3 scans from 450 m/z to 700 m/z around the retention times of unknown HPLC peaks to obtain mass spectra of compounds eluting at such times (Fig. S2 and S8).
Analysis of culture media for PDC and aromatic compounds
Extracellular media samples were prepared by centrifuging 1.5 mL of culture at 20,000 × g for 2 min before passing the supernatant through a 0.2-µM SFCA membrane filter. The filtered media was analyzed using the Shimadzu Nexera XR HPLC system with the photodiode array detector and LCMS-8045 described above. The mobile phase was a binary gradient (Fig. S12) of Solvent A (0.2% formic acid in water) and Solvent B (methanol) flowing at 0.4 mL/min. The stationary phase was a Phenomenex Kinetex F5 column (2.6-µM pore size, 2.1-mm ID, 150-mm length). Aromatic compounds were identified by multiple-reaction monitoring (MRM) using the transition ions specified in Table S3, which were obtained from analyzing pure standards as previously described (7). Aromatic compounds were quantified by comparing sample absorbance at specific wavelengths and retention times with known standards, as measured by the photodiode array detector (Table S4).
ACKNOWLEDGMENTS
We would like to thank Mick McGee and others in the Great Lakes Bioenergy Research Center Metabolomics core for the analysis of organics in sorghum APL.
This material is based upon work supported by the Great Lakes Bioenergy Research Center, U.S. Department of Energy, Office of Science, Office of Biological and Environmental Research under Award Number DE-SC0018409. B.W.H. was partially supported by NIH Training Grant #5T32GM007133.
Contributor Information
Timothy J. Donohue, Email: tdonohue@bact.wisc.edu.
Ning-Yi Zhou, School of Life Sciences and Biotechnology, Shanghai, China.
SUPPLEMENTAL MATERIAL
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REFERENCES
- 1. U.S. DOE . 2015. Lignocellulose biomass for advanced biofuels and bioproducts: workshop report, DOE/SC-0170. U.S. Department of Energy Office of Science [Google Scholar]
- 2. Perez JM, Kontur WS, Alherech M, Coplien J, Karlen SD, Stahl SS, Donohue TJ, Noguera DR. 2019. Funneling aromatic products of chemically depolymerized lignin into 2-pyrone-4-6-dicarboxylic acid with Novosphingobium aromaticivorans. Green Chem 21:1340–1350. doi: 10.1039/C8GC03504K [DOI] [Google Scholar]
- 3. Kontur WS, Bingman CA, Olmsted CN, Wassarman DR, Ulbrich A, Gall DL, Smith RW, Yusko LM, Fox BG, Noguera DR, Coon JJ, Donohue TJ. 2018. Novosphingobium aromaticivorans uses a Nu-class glutathione S-transferase as a glutathione lyase in breaking the β-aryl ether bond of lignin. J Biol Chem 293:4955–4968. doi: 10.1074/jbc.RA117.001268 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4. Cecil JH, Garcia DC, Giannone RJ, Michener JK. 2018. Rapid, parallel identification of catabolism pathways of lignin-derived aromatic compounds in Novosphingobium aromaticivorans. Appl Environ Microbiol 84:e01185-18. doi: 10.1128/AEM.01185-18 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5. Presley GN, Werner AZ, Katahira R, Garcia DC, Haugen SJ, Ramirez KJ, Giannone RJ, Beckham GT, Michener JK. 2021. Pathway discovery and engineering for cleavage of a β-1 lignin-derived biaryl compound. Metab Eng 65:1–10. doi: 10.1016/j.ymben.2021.02.003 [DOI] [PubMed] [Google Scholar]
- 6. Michinobu T, Bito M, Yamada Y, Tanimura M, Katayama Y, Masai E, Nakamura M, Otsuka Y, Ohara S, Shigehara K. 2009. Fusible, elastic, and biodegradable polyesters of 2-pyrone-4,6-picarboxylic acid (PDC). Polym J 41:1111–1116. doi: 10.1295/polymj.PJ2009045R [DOI] [Google Scholar]
- 7. Perez JM, Kontur WS, Gehl C, Gille DM, Ma Y, Niles AV, Umana G, Donohue TJ, Noguera DR. 2021. Redundancy in aromatic O-demethylation and ring opening reactions in Novosphingobium aromaticivorans and their impact in the metabolism of plant derived phenolics. Appl Environ Microbiol 87:e02794-20. doi: 10.1128/AEM.02794-20 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8. Berman J, Zorrilla-López U, Farré G, Zhu C, Sandmann G, Twyman RM, Capell T, Christou P. 2015. Nutritionally important carotenoids as consumer products. Phytochem Rev 14:727–743. doi: 10.1007/s11101-014-9373-1 [DOI] [Google Scholar]
- 9. Mussagy CU, Winterburn J, Santos-Ebinuma VC, Pereira JFB. 2019. Production and extraction of carotenoids produced by microorganisms. Appl Microbiol Biotechnol 103:1095–1114. doi: 10.1007/s00253-018-9557-5 [DOI] [PubMed] [Google Scholar]
- 10. Bogacz-Radomska L, Harasym J, Piwowar A. 2020. 10 - commercialization aspects of carotenoids, p 327–357. In Galanakis CM (ed), Carotenoids: properties, processing and applications. Academic Press. [Google Scholar]
- 11. Stachowiak B, Szulc P. 2021. Astaxanthin for the food industry. Molecules 26:2666. doi: 10.3390/molecules26092666 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12. Álvarez R, Vaz B, Gronemeyer H, de Lera ÁR. 2014. Functions, therapeutic applications, and synthesis of retinoids and carotenoids. Chem Rev 114:1–125. doi: 10.1021/cr400126u [DOI] [PubMed] [Google Scholar]
- 13. Siddaramappa S, Viswanathan V, Thiyagarajan S, Narjala A. 2018. Genomewide characterisation of the genetic diversity of carotenogenesis in bacteria of the order Sphingomonadales. Microb Genom 4:e000172. doi: 10.1099/mgen.0.000172 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14. Linz AM, Ma Y, Scholz S, Noguera DR, Donohue TJ. 2022. iNovo479: metabolic modeling provides a roadmap to optimize bioproduct yield from deconstructed lignin aromatics by Novosphingobium aromaticivorans. Metabolites 12:366. doi: 10.3390/metabo12040366 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15. Zhu L, Wu X, Li O, Qian C, Gao H. 2012. Cloning and characterization of genes involved in nostoxanthin biosynthesis of Sphingomonas elodea ATCC 31461. PLoS One 7:e35099. doi: 10.1371/journal.pone.0035099 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16. Balkwill DL, Drake GR, Reeves RH, Fredrickson JK, White DC, Ringelberg DB, Chandler DP, Romine MF, Kennedy DW, Spadoni CM. 1997. Taxonomic study of aromatic-degrading bacteria from deep-terrestrial-subsurface sediments and description of Sphingomonas aromaticivorans sp. nov., Sphingomonas subterranea sp. nov., and Sphingomonas stygia sp. nov. Int J Syst Bacteriol 47:191–201. doi: 10.1099/00207713-47-1-191 [DOI] [PubMed] [Google Scholar]
- 17. Lee SQE, Tan TS, Kawamukai M, Chen ES. 2017. Cellular factories for coenzyme Q10 production. Microb Cell Fact 16:39. doi: 10.1186/s12934-017-0646-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18. Shukla S, Dubey KK. 2018. CoQ10 a super-vitamin: review on application and biosynthesis. 3 Biotech 8:249. doi: 10.1007/s13205-018-1271-6 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19. Jeya M, Moon H-J, Lee J-L, Kim I-W, Lee J-K. 2010. Current state of coenzyme Q10 production and its applications. Appl Microbiol Biotechnol 85:1653–1663. doi: 10.1007/s00253-009-2380-2 [DOI] [PubMed] [Google Scholar]
- 20. Cirilli I, Damiani E, Dludla PV, Hargreaves I, Marcheggiani F, Millichap LE, Orlando P, Silvestri S, Tiano L. 2021. Role of coenzyme Q10 in health and disease: an update on the last 10 years (2010–2020). Antioxidants 10:1325. doi: 10.3390/antiox10081325 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21. Cluis CP, Burja AM, Martin VJJ. 2007. Current prospects for the production of coenzyme Q10 in microbes. Trends Biotechnol 25:514–521. doi: 10.1016/j.tibtech.2007.08.008 [DOI] [PubMed] [Google Scholar]
- 22. Jenkins CL, Andrewes AG, McQuade TJ, Starr MP. 1979. The pigment of Pseudomonas paucimobilis is a carotenoid (nostoxanthin), rather than a brominated aryl-polyene (xanthomonadin). Current Microbiology 3:1–4. doi: 10.1007/BF02603124 [DOI] [Google Scholar]
- 23. Setiyono E, Heriyanto, Pringgenies D, Shioi Y, Kanesaki Y, Awai K, Brotosudarmo THP. 2019. Sulfur-containing carotenoids from a marine coral symbiont Erythrobacter flavus strain KJ5. Mar Drugs 17:349. doi: 10.3390/md17060349 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24. Asker D, Beppu T, Ueda K. 2007. Sphingomonas astaxanthinifaciens sp. nov., a novel astaxanthin-producing bacterium of the family Sphingomonadaceae isolated from Misasa, Tottori, Japan. FEMS Microbiol Lett 273:140–148. doi: 10.1111/j.1574-6968.2007.00760.x [DOI] [PubMed] [Google Scholar]
- 25. Ma T, Zhou Y, Li X, Zhu F, Cheng Y, Liu Y, Deng Z, Liu T. 2016. Genome mining of astaxanthin biosynthetic genes from Sphingomonas sp. ATCC 55669 for heterologous overproduction in Escherichia coli. Biotechnol J 11:228–237. doi: 10.1002/biot.201400827 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26. Wan X, Zhou X-R, Moncalian G, Su L, Chen W-C, Zhu H-Z, Chen D, Gong Y-M, Huang F-H, Deng Q-C. 2021. Reprogramming microorganisms for the biosynthesis of astaxanthin via metabolic engineering. Prog Lipid Res 81:101083. doi: 10.1016/j.plipres.2020.101083 [DOI] [PubMed] [Google Scholar]
- 27. Sanchez S, Ruiz B, Rodríguez-Sanoja R, Flores-Cotera LB. 2013. 9 - microbial production of carotenoids, p 194–233. In McNeil B, Archer D, Giavasis I, Harvey L (ed), Microbial production of food ingredients, enzymes and nutraceuticals. Woodhead Publishing. [Google Scholar]
- 28. Kim JS, Lee YY, Kim TH. 2016. A review on alkaline pretreatment technology for bioconversion of lignocellulosic biomass. Bioresour Technol 199:42–48. doi: 10.1016/j.biortech.2015.08.085 [DOI] [PubMed] [Google Scholar]
- 29. Yoshida H, Kotani Y, Ochiai K, Araki K. 1998. Production of ubiquinone-10 using bacteria. J Gen Appl Microbiol 44:19–26. doi: 10.2323/jgam.44.19 [DOI] [PubMed] [Google Scholar]
- 30. Yamane Y, Higashida K, Nakashimada Y, Kakizono T, Nishio N. 1997. Influence of oxygen and glucose on primary metabolism and astaxanthin production by Phaffia rhodozyma in batch and fed-batch cultures: kinetic and stoichiometric analysis. Appl Environ Microbiol 63:4471–4478. doi: 10.1128/aem.63.11.4471-4478.1997 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31. Fredrickson JK, Brockman FJ, Workman DJ, Li SW, Stevens TO. 1991. Isolation and characterization of a subsurface bacterium capable of growth on toluene, naphthalene, and other aromatic compounds. Appl Environ Microbiol 57:796–803. doi: 10.1128/aem.57.3.796-803.1991 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32. Frengova GI, Beshkova DM. 2009. Carotenoids from Rhodotorula and Phaffia: yeasts of biotechnological importance. J Ind Microbiol Biotechnol 36:163–180. doi: 10.1007/s10295-008-0492-9 [DOI] [PubMed] [Google Scholar]
- 33. Fan J, Xu W, Xu X, Wang Y. 2022. Production of coenzyme Q10 by microbes: an update. World J Microbiol Biotechnol 38:194. doi: 10.1007/s11274-022-03326-0 [DOI] [PubMed] [Google Scholar]
- 34. Harwood CS, Gibson J. 1988. Anaerobic and aerobic metabolism of diverse aromatic compounds by the photosynthetic bacterium Rhodopseudomonas palustris. Appl Environ Microbiol 54:712–717. doi: 10.1128/aem.54.3.712-717.1988 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35. Hainal AR, Capraru AM, Volf I, Popa V. 2012. Lignin as a carbon source for the cultivation of some Rhodotorula species. Cellul Chem Technol 46:87–96. [Google Scholar]
- 36. Chen Z, Wan C. 2021. Microbial conversion of lignin-based compounds into carotenoids by Rhodococci. Appl Biochem Biotechnol 193:3442–3453. doi: 10.1007/s12010-021-03602-z [DOI] [PubMed] [Google Scholar]
- 37. Li X, Li M, Pu Y, Ragauskas AJ, Tharayil N, Huang J, Zheng Y. 2021. Degradation of aromatic compounds and lignin by marine protist Thraustochytrium striatum. Process Biochem 107:13–17. doi: 10.1016/j.procbio.2021.05.006 [DOI] [Google Scholar]
- 38. Xu B, Li Q, Pu Y, Xie S, Ragauskas AJ, Arreola-Vargas J, Liu Z-H, Yuan JS. 2022. A unique bacterial pelletized cultivation platform in Rhodococcus opacus PD630 enhanced lipid productivity and simplified harvest for lignin bioconversion. ACS Sustainable Chem Eng 10:1083–1092. doi: 10.1021/acssuschemeng.1c05239 [DOI] [Google Scholar]
- 39. Ravi K, Abdelaziz OY, Nöbel M, García-Hidalgo J, Gorwa-Grauslund MF, Hulteberg CP, Lidén G. 2019. Bacterial conversion of depolymerized Kraft lignin. Biotechnol Biofuels 12:56. doi: 10.1186/s13068-019-1397-8 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40. Guo P, Mochidzuki K, Cheng W, Zhou M, Gao H, Zheng D, Wang X, Cui Z. 2011. Effects of different pretreatment strategies on corn stalk acidogenic fermentation using a microbial consortium. Bioresour Technol 102:7526–7531. doi: 10.1016/j.biortech.2011.04.083 [DOI] [PubMed] [Google Scholar]
- 41. Kondaveeti S, Bisht A, Pagolu R, Lai C, Lestari R, Kumar A, Das D, Kalia VC, Lee J-K. 2022. Mild alkaline pretreatment of rice straw as a feedstock in microbial fuel cells for generation of bioelectricity. Indian J Microbiol 62:447–455. doi: 10.1007/s12088-022-01022-z [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42. Linger JG, Vardon DR, Guarnieri MT, Karp EM, Hunsinger GB, Franden MA, Johnson CW, Chupka G, Strathmann TJ, Pienkos PT, Beckham GT. 2014. Lignin valorization through integrated biological funneling and chemical catalysis. Proc Natl Acad Sci U S A 111:12013–12018. doi: 10.1073/pnas.1410657111 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43. Zhang K, Xu R, Abomohra A-F, Xie S, Yu Z, Guo Q, Liu P, Peng L, Li X. 2019. A sustainable approach for efficient conversion of lignin into biodiesel accompanied by biological pretreatment of corn straw. Energy Convers Manag 199:111928. doi: 10.1016/j.enconman.2019.111928 [DOI] [Google Scholar]
- 44. Salvachúa D, Karp EM, Nimlos CT, Vardon DR, Beckham GT. 2015. Towards lignin consolidated bioprocessing: simultaneous lignin depolymerization and product generation by bacteria. Green Chem 17:4951–4967. doi: 10.1039/C5GC01165E [DOI] [Google Scholar]
- 45. Umana GE, Perez JM, Unda F, Lin C-Y, Sener C, Karlen SD, Mansfield SD, Eudes A, Ralph J, Donohue TJ, Noguera DR. 2022. Biological funneling of phenolics from transgenic plants engineered to express the bacterial 3-dehydroshikimate dehydratase (qsuB) gene. Front Chem Eng 4. doi: 10.3389/fceng.2022.1036084 [DOI] [Google Scholar]
- 46. Shikinaka K, Otsuka Y, Nakamura M, Masai E, Katayama Y. 2018. Utilization of lignocellulosic biomass via novel sustainable process. J Oleo Sci 67:1059–1070. doi: 10.5650/jos.ess18075 [DOI] [PubMed] [Google Scholar]
- 47. Fredrickson JK, Balkwill DL, Drake GR, Romine MF, Ringelberg DB, White DC. 1995. Aromatic-degrading Sphingomonas isolates from the deep subsurface. Appl Environ Microbiol 61:1917–1922. doi: 10.1128/aem.61.5.1917-1922.1995 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48. Schäfer A, Tauch A, Jäger W, Kalinowski J, Thierbach G, Pühler A. 1994. Small mobilizable multi-purpose cloning vectors derived from the Escherichia coli plasmids pK18 and pK19: selection of defined deletions in the chromosome of Corynebacterium glutamicum. Gene 145:69–73. doi: 10.1016/0378-1119(94)90324-7 [DOI] [PubMed] [Google Scholar]
- 49. Simon R, Priefer U, Pühler A. 1983. A broad host range mobilization system for in vivo genetic engineering: transposon mutagenesis in gram negative bacteria. Nat Biotechnol 1:784–791. doi: 10.1038/nbt1183-784 [DOI] [Google Scholar]
- 50. Sistrom WR. 1962. The kinetics of the synthesis of photopigments in Rhodopseudomonas spheroides. J Gen Microbiol 28:607–616. doi: 10.1099/00221287-28-4-607 [DOI] [PubMed] [Google Scholar]
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