Search bioRxiv⌕ Search

Biology subjects

Guss, A. M.

Publications and source records attributed to Guss, A. M..

15 recordsLinked to original sources

Pathway selection for arabinose utilization in Pseudomonas putida reveals a rate-yield tradeoff in muconic acid production from lignocellulosic sugars

Engineering heterologous utilization of substrates requires selection of catabolic pathways that balance strain performance and product biosynthesis. Here, we compare the oxidative and isomerase arabinose utilization pathways in Pseudomonas putida strains engineered for cis,cis-muconic acid production from glucose and xylose. Based on the point of entry into central carbon metabolism, we hypothesized that the oxidative arabinose pathway would enable higher productivity while the arabinose isomerase pathway would enable higher muconate yield. In both strains, additional modifications were engineered to improve muconic acid production including sugar transporter tuning, catechol 1,2-dioxygenase overexpression, a feedback-resistant DAHP synthase, and a flux-stabilizing gltA variant. Consistent with our hypothesis, the oxidative arabinose pathway supported faster growth and higher productivity (0.58 g/L/h), whereas the arabinose isomerase pathway improved carbon efficiency, achieving muconate yields of up to 50 C-mol% in fed-batch bioreactors. Process modeling indicates that these performance metrics can reduce the minimum selling price of muconate-derived adipic acid to $2.74/kg and greenhouse gas emissions to 1.31 kg CO2e/kg, approaching cost parity and reducing emissions by 86% relative to fossil carbon-derived adipic acid. Overall, this study presents a systematic comparison of sugar catabolic pathways that enabled development of strains suited for the tradeoffs between rate and yield.

synthetic biology↗

Simultaneous optimization of lignocellulosic sugar catabolism via systematic laboratory evolution in dynamic conditions

Efficient co-utilization of hexose and pentose sugars from lignocellulose is essential for microbial production of bio-based chemicals, yet engineered non-native catabolic pathways can be suboptimal and evolutionarily unstable in complex resource environments. We used a Pseudomonas putida strain, previously engineered to catabolize xylose and arabinose to examine how resource abundance, temporal availability, and sub-culturing criteria shape evolutionary outcomes. Using an automated adaptive laboratory evolution (ALE) platform, we evolved the strain under static conditions with single selection pressures and dynamic regimes that imposed selection pressures on multiple sugars. These environments drove divergence between catabolic specialists and generalists. While selection regimes with weak or absent selection for xylose frequently resulted in loss of xylose catabolism, evolution under carbon-limited, mixed-sugar environments promoted stable retention and coordinated optimization of multiple catabolic pathways, increasing total sugar consumption in mixed-sugar conditions. Genomic, proteomic, and biochemical analyses showed that evolutionary stability was determined by pathway-specific fitness costs, leading to either pathway loss or cost-reducing refinement, depending on selection strength. An isolated generalist clone also exhibited improved indigoidine production from mixed sugars when compared to the parental strain. Together, these findings link resource dynamics to fitness landscapes that determine catabolic specialization, generalization, evolutionary trade-offs, and applicability to bioconversion.

bioengineering↗

The redefined role of PhaG and CoA ligases in medium-chain-length 3-hydroxy acid and polyhydroxyalkanoate production in Pseudomonas putida

Under nutrient starvation conditions, many microorganisms such as Pseudomonas putida store excess carbon in medium-chain-length polyhydroxyalkanoate (mcl-PHA) granules. Biosynthesis of PHAs from the fatty acid biosynthetic pathway requires PhaG, which has long been thought to encode a 3-hydroxyacyl-ACP:CoA transferase, and PhaC, the PHA polymerase. Although this pathway has been extensively studied, the exact role of PhaG remains inconclusive. In this work we present in vitro biochemical and in vivo genetic evidence demonstrating that PhaG functions as a 3-hydroxyacyl-ACP thiolase, producing 3-hydroxyacids rather than 3-hydroxyacyl-CoA. We identified two CoA ligases, fadD1 and alkK, essential for conversion of mcl-3-hydroxyacids to 3-hydroxyacyl-CoA, and thus PHA production. Taken together, this redefines the PHA biosynthetic pathway to include PhaG-dependent hydrolysis of hydroxyacyl-ACP, ligation of the 3-hydroxyacid to coenzyme-A, and polymerization by PhaC. Using these insights, we engineered P. putida to produce 3.7 g/L extracellular 3-hydroxyacids, which can be used for chemical synthesis of performance-advantaged polymers.

microbiology↗

Characterization of new thermophilic antibiotic resistance markers

The genetic engineering of thermophilic bacteria is constrained by limited availability of thermostable antibiotic resistance markers for selection. Clostridium thermocellum, a promising candidate for consolidated bioprocessing of lignocellulosic biomass, requires reliable selection systems that function at elevated temperatures. Here, we systematically evaluated antibiotic susceptibility profiles and identified novel resistance markers for this thermophile through bioinformatic screening and experimental validation. We screened 823 thermophilic genomes against the Comprehensive Antibiotic Resistance Database, identifying 1,115 antibiotic resistance genes. From these, we selected candidates with highest homology to resistance determinants for rifampicin, tetracycline, erythromycin, thiamphenicol, and neomycin. We identified three novel antibiotic resistance systems that function in this organism: tetracycline/tet(45), erythromycin/cmeC, and rifampicin/rbpA. Of these, the rifampicin/rbpA provided the highest selection range , > 10,000-fold. Our results establish rbpA as an outstanding selectable marker for thermophilic genetic engineering and provide a validated workflow for discovering thermostable resistance determinants in high-temperature microorganisms. ImportanceThermophilic bacteria like Clostridium thermocellum hold tremendous potential for sustainable biofuel production from plant biomass, but their genetic manipulation has been severely limited by the lack of selection markers that work at high temperatures. Many existing antibiotic resistance systems do not function at thermophilic temperatures, and many approaches to genetic manipulation require multiple antibiotic resistance markers. Currently only two markers are available for C. thermocellum, and only one (cat) functions well. The newly-developed rbpA marker functions well in C. thermocellum and is likely to provide dramatic new opportunities for engineering thermophilic host organisms.

microbiology↗

Engineering Clostridium thermocellum for production of 2,3-butanediol from cellulose

Clostridium thermocellum is a promising host for consolidated bioprocessing due to its ability to directly ferment cellulose into fuels and chemicals. However, natural product formation in this organism is limited. Here, we report engineering C. thermocellum for the production of 2,3-butanediol (23BD), a valuable industrial chemical. We functionally expressed a thermophilic 23BD pathway in this organism resulting in a 23BD titer of 19.7 mM from cellulose, representing a metabolic yield of 24%. We used a cell-free systems biology approach to identify limiting steps in the 23BD pathway, revealing that exogenous 23BD dehydrogenase (BDH) activity was essential for production, while native acetolactate synthase (ALS) and acetolactate decarboxylase (ALDC) activities were present but limiting in the parent strain. This approach also revealed redox balance limitations. We demonstrated that this improved understanding of redox balance limitations could be used to increase 23BD titer in vivo, showing that adding acetate could be used to increase 23BD yield. This work establishes a foundation for developing C. thermocellum into a robust platform for 23BD production directly from cellulose and highlights the utility of cell-free systems for guiding metabolic engineering in non-model organisms.

synthetic biology↗

Combinatorial pathway engineering using multiplex Serine recombinase-Assisted Genome Engineering (mSAGE)

Low efficiency of DNA integration into the chromosome limits multiplexed bacterial genetic engineering. We address this by establishing multiplexed Serine recombinase-Assisted Genome Engineering (mSAGE), enabling simultaneous, site-specific insertion of three DNAs into the chromosome of Pseudomonas putida KT2440. We construct a combinatorial library of isophthalate catabolism and transport genes through a single, pooled transformation of three gene libraries, rapidly identifying the best combination of genes for biodegradation of this plastic comonomer.

microbiology↗

Multilayered regulation by RNA thermometers enables precise control of Cas9 expression

Cas9-based genome editing technologies can rapidly generate mutations to probe a diverse array of mutant genotypes. However, aberrant Cas9 nuclease translation and activity can occur despite the use of inducible promoters to control expression, leading to extensive cell death. This background killing caused by promoter leakiness severely limits the application of Cas9 for generating mutant libraries because of the potential for population skew. We demonstrate the utility of temperature sensitive RNA elements as a layer of post-transcriptional regulation to reduce the impact of promoter leak. We observe significant temperature-dependent increases in cell survival when certain RNA thermometers (RNATs) are placed upstream of the cas9 coding sequence. We show that the most highly repressing RNAT, hsp17rep, significantly reduces population skew with a library of characterized guide RNAs (gRNAs). This information should be applicable to all Cas9-based methods and technologies. NoticeThis manuscript has been authored by UT-Battelle, LLC, under contract DE-AC05-00OR22725 with the US Department of Energy (DOE). The US government retains and the publisher, by accepting the article for publication, acknowledges that the US government retains a nonexclusive, paid-up, irrevocable, worldwide license to publish or reproduce the published form of this manuscript, or allow others to do so, for US government purposes. DOE will provide public access to these results of federally sponsored research in accordance with the DOE Public Access Plan (https://www.energy.gov/doe-public-access-plan). Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=120 SRC="FIGDIR/small/651296v2_ufig1.gif" ALT="Figure 1"> View larger version (27K): org.highwire.dtl.DTLVardef@1cb97a4org.highwire.dtl.DTLVardef@150bf11org.highwire.dtl.DTLVardef@2ffefforg.highwire.dtl.DTLVardef@10e24c7_HPS_FORMAT_FIGEXP M_FIG C_FIG

synthetic biology↗

High-efficiency transformation and gene expression in Picosynechococcus sp. PCC 7002

Cyanobacteria are promising microbial platforms for a myriad of biotechnological applications, from sustainable biomaterials to photosynthetic chemical production, but still lack the breadth of genetic tools available for more commonly engineered microbes such as Escherichia coli. This study develops genetic tools to enhance the transformation efficiency and heterologous gene expression in Picosynechococcus sp. PCC 7002, a fast-growing, halotolerant, and naturally competent strain. Integration of fluorescent reporter cassettes across the genome revealed an integration site that yields a fourfold improvement in gene expression relative to previously reported sites. Protocol optimization and engineered DNA methylation in E. coli increased transformation efficiency by over tenfold. This work provides an experimental framework for efficient genome editing and metabolic engineering in the model cyanobacterium PCC 7002.

synthetic biology↗

Discovering methylated DNA motifs in bacterial nanopore sequencing data with MIJAMP

Bacterial DNA methylation is involved in diverse cellular functions ranging from modulation of gene expression, DNA repair, and restriction-modification systems for defense against viruses and other foreign DNA. Methylome analysis determines sites within a bacterial chromosome that are methylated, revealing motifs that may be targeted by native restriction enzymes. Identification of these motifs is therefore critical to making an organism genetically tractable, where mimicking the methylome patterns in Escherichia coli allows plasmid DNA to be protected from restriction in the target organism and can therefore drastically enhance transformation efficiency. Oxford Nanopore Technologies (ONT) sequencing can detect methylated bases during sequencing, but software is needed to identify the corresponding methylated motifs within the data. Here, we develop MIJAMP (MIJAMP Is Just A MethylBED Parser), a software package that was developed to discover methylated motifs from the output of ONTs Modkit or other data in the methylBED format. MIJAMP employs a human-driven refinement strategy that empirically validates all motifs against genome-wide methylation data, thus eliminating false, under-, or overexplained motifs. MIJAMP can also report methylation data on a specific, user-defined motif. Using MIJAMP, we determined the methylated motifs both in a control strain (wild type E. coli) and in Picosynecococcus sp. strain PCC7002, laying the foundation for improved transformation in this organism. MIJAMP is available at https://code.ornl.gov/alexander-public/mijamp/.

molecular biology↗

Sorgoleone degradation by sorghum-associated bacteria; an opportunity for enforcing plant growth promotion

Metabolite exchange between plant roots and their associated rhizosphere microbiomes underpins plant growth promotion by microbes. Sorghum bicolor is a cereal crop that feeds animals and humans and is used for bioethanol production. Its root tips exude large amounts of a lipophilic benzoquinone called sorgoleone. Sorgoleone is an allelochemical that suppresses the growth of competing plant seedlings and is mineralized by microbes in soil. As an avenue to understand how sorghum and its root microbiome may be connected through root exudates, we identified the molecular determinants of microbial sorgoleone degradation and the distribution of this trait among microbes. We isolated and studied from sorghum-associated soils, three bacterial strains classified as Acinetobacter, Burkholderia, and Pseudomonas species that grow with sorgoleone as a sole carbon and energy source. The genomes of these strains were sequenced and subjected to transcriptomic and gene fitness analyses to identify candidate sorgoleone degradation genes. Follow up mutational analysis showed that sorgoleone catabolism is dependent on four contiguous genes that are conserved among the species we sequenced. Phylogenetic analysis of the sorgoleone degradation gene cluster showed that sorgoleone catabolism is enriched in sorghum-associated Streptomyces strains. The discovery of bacteria that grow on a compound like sorgoleone that is plant specific and not widely distributed in the environment, provides an opportunity to study how a plant exudate can enforce the development of a rhizosphere specific microbiome for the mutual benefit of plant and microbe. SignificanceThe grain crop sorghum exudes an herbicidal compound called sorgoleone from its root tips, which inhibits the growth of other plants. We isolated bacteria that grow on sorogleone and identified a cluster of bacterial genes required for sorogleone degradation that can be used as a biomarker for this trait. An approach to improve the production of crops in stressful conditions such as drought, is to encourage their association with plant growth promoting bacteria. Our discovery of sorgoleone degradation genes opens the door to engineering bacteria that receive benefit from sorghum in the form of a plant-specific growth substrate, and in return promote the growth of this crop.

microbiology↗

The role of redox-cofactor regeneration and ammonium assimilation in secretion of amino acids as byproducts of Clostridium thermocellum

Clostridium thermocellum is a cellulolytic thermophile considered for consolidated bioprocessing of lignocellulose to ethanol. Improvements in ethanol yield are required for industrial implementation, but incompletely understood causes of amino acid secretion impede progress. In this study, amino acid secretion was investigated by gene deletions in ammonium-regulated NADPH-supplying and -consuming pathways and physiological characterization in cellobiose- or ammonium-limited chemostats. First, the contribution of the NADPH-supplying malate shunt was studied with strains using either the NADPH-yielding malate shunt ({Delta}ppdk) or redox-independent conversion of PEP to pyruvate ({Delta}ppdk {Delta}malE::Peno-pyk). In the latter, branched-chain amino acids, especially valine, were significantly reduced, whereas the ethanol yield increased 46-60%, suggesting that secretion of these amino acids balances NADPH surplus from the malate shunt. Unchanged amino acid secretion in {Delta}ppdk falsified a previous hypothesis on ammonium-regulated PEP-to-pyruvate flux redistribution. Possible involvement of another NADPH-supplier, namely NADH-dependent reduced ferredoxin:NADP+ oxidoreductase (nfnAB), was also excluded. Finally, deletion of glutamate synthase (gogat) in ammonium assimilation resulted in upregulation of NADPH-linked glutamate dehydrogenase activity and decreased amino acid yields. Since gogat in C. thermocellum is putatively annotated as ferredoxin-linked, which is supported by product redistribution observed in this study, this deletion likely replaced ferredoxin with NADPH in ammonium assimilation. Overall, these findings indicate that a need to reoxidize NADPH is driving the observed amino acid secretion, likely at the expense of NADH needed for ethanol formation. This suggests that metabolic engineering strategies on simplifying redox metabolism and ammonium assimilation can contribute to increased ethanol yields. ImportanceImproving the ethanol yield of C. thermocellum is important for industrial implementation of this microorganism in consolidated bioprocessing. A central role of NADPH in driving amino acid byproduct formation was demonstrated, by eliminating the NADPH-supplying malate shunt and separately by changing the cofactor specificity in ammonium assimilation. With amino acid secretion diverting carbon and electrons away from ethanol, these insights are important for further metabolic engineering to reach industrial requirements on ethanol yield. This study also provides chemostat data relevant for training genome-scale metabolic models and improving the validity of their predictions, especially considering the reduced degree-of-freedom in redox metabolism of the strains generated here. In addition, this study advances fundamental understanding on mechanisms underlying amino acid secretion in cellulolytic Clostridia as well as regulation and cofactor specificity in ammonium assimilation. Together, these efforts aid development of C. thermocellum for sustainable consolidated bioprocessing of lignocellulose to ethanol with minimal pretreatment.

bioengineering↗

Simple and rapid site-specific integration of multiple heterologous DNAs into the Escherichia coli chromosome

Escherichia coli is the most studied and well understood microorganism, but research in this system can still be limited by available genetic tools, including the ability to rapidly integrate multiple DNA constructs efficiently into the chromosome. Site-specific, large serine recombinases can be useful tools, catalyzing a single, unidirectional recombination event between two specific DNA sequences, attB and attP, without requiring host proteins for functionality. Using these recombinases, we have developed a system to integrate up to twelve genetic constructs sequentially and stably into in the E. coli chromosome. A cassette of attB sites was inserted into the chromosome and the corresponding recombinases were cloned onto temperature sensitive plasmids to mediate recombination between a non-replicating, attP- containing "cargo" plasmid and the corresponding attB site on the chromosome. The efficiency of DNA insertion into the E. coli chromosome was approximately 107 cfu/g DNA for six of the recombinases when the competent cells already contained the recombinase-expressing plasmid and approximately 105 cfu/g DNA or higher when the recombinase-expressing plasmid and "cargo" plasmid were co-transformed. The "cargo" plasmid contains {Phi}C31 recombination sites flanking the antibiotic gene, allowing for resistance markers to be removed and reused following transient expression of the {Phi}C31 recombinase. As an example of the utility of this system, eight DNA methyltransferases from Clostridium clariflavum 4-2a were inserted into the E. coli chromosome to methylate plasmid DNA for evasion of the C. clariflavum restriction systems, enabling the first demonstration of transformation of this cellulose-degrading species. ImportanceMore rapid genetic tools can help accelerate strain engineering, even in advanced hosts like Escherichia coli. Here, we adapt a suite of site-specific recombinases to enable simple, rapid, and highly efficient site-specific integration of heterologous DNA into the chromosome. This utility of this system was demonstrated by sequential insertion of eight DNA methyltransferases into the E. coli chromosome, allowing plasmid DNA to be protected from restriction in Clostridium clariflavum and enabling genetic transformation of this organism. This integration system should also be highly portable into non-model organisms.

genetics↗

Dynamic control systems that mimic natural regulation of catabolic pathways enable rapid production of lignocellulose-derived bioproducts

Expanding the catabolic repertoire of engineered microbial bioproduction hosts enables more complete use of complex feedstocks such as lignocellulosic hydrolysates and deconstructed mixed plastics, but the deleterious effects of existing expression systems limit the maximum carry capacity for heterologous catabolic pathways. Here, we demonstrate use of a conditionally beneficial oxidative xylose catabolic pathway to improve performance of a Pseudomonas putida strain that has been engineered for growth-coupled bioconversion of glucose into the valuable bioproduct cis,cis-muconic acid. In the presence of xylose, the pathway enhances growth rate, and therefore productivity, by >60%, but the metabolic burden of constitutive pathway expression reduces growth rate by >20% in the absence of xylose. To mitigate this growth defect, we develop a xylose biosensor based on the XylR transcription factor from Caulobacter crescentus NA1000 to autonomously regulate pathway expression. We generate a library of engineered xylose-responsive promoters that cover a three order-of-magnitude range of expression levels to tune pathway expression. Using structural modeling to guide mutations, we engineer XylR with two and three orders-of-magnitude reduced sensitivity to xylose and L-arabinose, respectively. A previously developed heterologous xylose isomerase pathway is placed under control of the biosensor, which improves the growth rate with xylose as a carbon source by 10% over the original constitutively expressed pathway. Finally, the oxidative xylose catabolic pathway is placed under control of the biosensor, enabling the bioproduction strain to maintain the increased growth rate in the presence of xylose, without the growth defect incurred from constitutive pathway expression in the absence of xylose. Utilizing biosensors to autonomously regulate conditionally beneficial catabolic pathways is generalizable approach that will be critical for engineering bioproduction hosts bacteria with the wide range of catabolic pathways required for bioconversion of complex feedstocks.

synthetic biology↗

The SAGE genetic toolkit enables highly efficient, iterative site-specific genome engineering in bacteria

Sustainable enhancements to crop productivity and increased resilience to adverse conditions are critical for modern agriculture, and application of plant growth promoting rhizobacteria (PGPR) is a promising method to achieve these goals. However, many desirable PGPR traits are highly regulated in their native microbe, limited to certain plant rhizospheres, or insufficiently active for agricultural purposes. Synthetic biology can address these limitations, but its application is limited by availability of appropriate tools for sophisticated, high-throughput genome engineering that function in environments where selection for DNA maintenance is impractical. Here we present an orthogonal, Serine-integrase Assisted Genome Engineering (SAGE) system, which enables iterative, site-specific integration of up to 10 different DNA constructs at efficiency on par or better than replicating plasmids. SAGE does not require use of replicating plasmids to deliver recombination machinery, and employs a secondary serine-integrase to excise and recycle selection markers. Furthermore, unlike the widely utilized pBBR1 origin, DNA transformed using SAGE is stable without selection. We highlight SAGEs utility by constructing a 287-member constitutive promoter library with a [~]40,000-fold dynamic range in P. fluorescens SBW25. We show that SAGE functions robustly in diverse - and {gamma}-proteobacteria, thus providing evidence that it will be broadly useful for engineering industrial or environmental bacteria.

synthetic biology↗

Construction and optimization of a heterologous pathway for protocatechuate catabolism in Escherichia coli enables rapid bioconversion of model lignin monomers

Cellulosic biofuel production yields a substantial lignin byproduct stream that currently has few applications. Biological conversion of lignin compounds into chemicals and fuels has the potential to improve the economics of cellulosic biofuels, but few microbes are able both to catabolize lignin and generate valuable products. While Escherichia coli has been engineered to produce a variety of fuels and chemicals, it is incapable of catabolizing most aromatic compounds. Therefore, we have engineered E. coli to catabolize a model lignin monomer, protocatechuate, as the sole source of carbon and energy, via heterologous expression of a nine-gene pathway from Pseudomonas putida KT2440. We next used experimental evolution to select for mutations that increased growth with PCA more than two-fold. Increasing the strength of a single ribosome binding site in the heterologous pathway was sufficient to recapitulate the increased growth. After optimization of the core pathway, we extended the pathway to enable catabolism of a second model compound, 4-hydroxybenzoate. These engineered strains will be useful platforms to discover, characterize, and optimize pathways for lignin bioconversions.\n\nHighlightsO_LIA heterologous pathway for PCA catabolism was transferred to Escherichia coli.\nC_LIO_LIEvolution identified a mutation that increased growth with PCA by 2.5-fold.\nC_LIO_LIOptimization plus further engineering allowed efficient catabolism of 4-HB\nC_LI

synthetic biology↗