Matthew D Servinsky’s research while affiliated with Army Research Laboratory and other places

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Publications (25)


Considerations for Domestication of Novel Strains of Filamentous Fungi
  • Literature Review

January 2025

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31 Reads

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2 Citations

ACS Synthetic Biology

Randi M Pullen

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Mark T Kozlowski

Fungi, especially filamentous fungi, are a relatively understudied, biotechnologically useful resource with incredible potential for commercial applications. These multicellular eukaryotic organisms have long been exploited for their natural production of useful commodity chemicals and proteins such as enzymes used in starch processing, detergents, food and feed production, pulping and paper making and biofuels production. The ability of filamentous fungi to use a wide range of feedstocks is another key advantage. As chassis organisms, filamentous fungi can express cellular machinery, and metabolic and signal transduction pathways from both prokaryotic and eukaryotic origins. Their genomes abound with novel genetic elements and metabolic processes that can be harnessed for biotechnology applications. Synthetic biology tools are becoming inexpensive, modular, and expansive while systems biology is beginning to provide the level of understanding required to design increasingly complex synthetic systems. This review covers the challenges of working in filamentous fungi and offers a perspective on the approaches needed to exploit fungi as microbial cell factories.


Characterization of the genomic variants in the C. acetobutylicum strains in this study, according to whether they are on the chromosome or plasmid, whether they are SNPs or INDELs, and their annotated functions (or lack thereof).
Genomic Diversity in the Biofuel-Producing Microbe C. acetobutylicum
  • Poster
  • File available

March 2019

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92 Reads

Clostridium acetobutylicum is a spore-forming, gram-positive, obligately anaerobic bacterium with a low GC content. • It can metabolize sugars and other substrates into biofuels such as ethanol and butanol (Fig. 1), but yields are low. • Approximately 1/3 of the genome is poorly annotated • Little is known about metabolic variation among strains. • We sequenced seven wild strains of C. acetobutylicum. • Our goal is to characterize genomic variants and their effects. The bacterium Clostridium acetobutylicum, (a spore-forming bacterium often used as a model species) naturally produces biofuels like butanol from organic sources like those found in food waste. Approximately 1/3 of the genes in the genome are unannotated or poorly annotated and of the genes whose metabolic functions are described, 25% are inferred based on biochemical modeling rather than positional cloning. This relative dearth of genome sequences for C. acetobutylicum hampers progress on the comparative genomics of butanol production in this species. In collaboration with the Army Research Lab in Adelphi, MD, we have sequenced the entire genomes of seven wild strains of C. acetobutylicum and two laboratory strains. We have obtained a fully assembled/annotated chromosome and plasmid for each strain, sequenced at high coverage, and are characterizing genomic variations in single nucleotide polymorphisms (SNPs) and insertion-deletions (INDELs). The long-term goal of this research program is to inform efforts to engineer designer laboratory strains of C. acetobutylicum with improved butanol yields, that can utilize a variety of substrates found in food waste.

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Arabinose-Induced Catabolite Repression as a Mechanism for Pentose Hierarchy Control in Clostridium acetobutylicum ATCC 824

October 2018

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58 Reads

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8 Citations

Clostridium acetobutylicum can ferment a wide variety of carbohydrates to the commodity chemicals acetone, butanol, and ethanol. Recent advances in genetic engineering have expanded the chemical production repertoire of C. acetobutylicum using synthetic biology. Due to its natural properties and genetic engineering potential, this organism is a promising candidate for converting biomass-derived feedstocks containing carbohydrate mixtures to commodity chemicals via natural or engineered pathways. Understanding how this organism regulates its metabolism during growth on carbohydrate mixtures is imperative to enable control of synthetic gene circuits in order to optimize chemical production. The work presented here unveils a novel mechanism via transcriptional regulation by a predicted Crh that controls the hierarchy of carbohydrate utilization and is essential for guiding robust genetic engineering strategies for chemical production.


Hydrogen-Cycling during Solventogenesis in Clostridium acetobutylicum American Type Culture Collection (ATCC) 824 Requires the [NiFe]-Hydrogenase for Energy Conservation

July 2018

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100 Reads

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6 Citations

Clostridium acetobutylicum has traditionally been used for production of acetone, butanol, and ethanol (ABE). Butanol is a commodity chemical due in part to its suitability as a biofuel; however, the current yield of this product from biological systems is not economically feasible as an alternative fuel source. Understanding solvent phase physiology, solvent tolerance, and their genetic underpinning is key for future strain optimization of the bacterium. This study shows the importance of a [NiFe]-hydrogenase in solvent phase physiology. C. acetobutylicum genes ca_c0810 and ca_c0811, annotated as a HypF and HypD maturation factor, were found to be required for [NiFe]-hydrogenase activity. They were shown to be part of a polycistronic operon with other hyp genes. Hydrogenase activity assays of the ΔhypF/hypD mutant showed an almost complete inactivation of the [NiFe]-hydrogenase. Metabolic studies comparing ΔhypF/hypD and wild type (WT) strains in planktonic and sessile conditions indicated the hydrogenase was important for solvent phase metabolism. For the mutant, reabsorption of acetate and butyrate was inhibited during solventogenesis in planktonic cultures, and less ABE was produced. During sessile growth, the ΔhypF/hypD mutant had higher initial acetone: butanol ratios, which is consistent with the inability to obtain reduced cofactors via H2 uptake. In sessile conditions, the ΔhypF/hypD mutant was inhibited in early solventogenesis, but it appeared to remodel its metabolism and produced mainly butanol in late solventogenesis without the uptake of acids. Energy filtered transmission electron microscopy (EFTEM) mapped Pd(II) reduction via [NiFe]-hydrogenase induced H2 oxidation at the extracelluar side of the membrane on WT cells. A decrease of Pd(0) deposits on ΔhypF/hypD comparatively to WT indicates that the [NiFe]-hydrogenase contributed to the Pd(II) reduction. Calculations of reaction potentials during acidogenesis and solventogenesis predict the [NiFe]-hydrogenase can couple NAD+ reduction with membrane transport of electrons. Extracellular oxidation of H2 combined with the potential for electron transport across the membrane indicate that the [NiFe}-hydrogenase contributes to proton motive force maintenance via hydrogen cycling.


FIGURE 2 Unprocessed Raman spectra of pure chemicals/ solutions investigated in this research. Stacked spectra of clostridial growth medium (CGM; dashed black line) with10% glucose solution (solid black line; a, b) and stacked spectra of butyric acid (solid red line), acetic acid (solid blue line), and butanol (solid green line; c, d). The full spectral range (200-3,200 cm −1 ) is shown for all components (a, c) as well as closer inspection of the fingerprint region (600-1,800 cm −1 
TABLE 2 Prediction calibrated model data for evaluation for agitated and static fermentation culture
FIGURE 3 Raman spectra for a 3-day Clostridium acetobutylicum culture grown on clostridial growth medium showing the effect of data normalization on static and agitated cultures-(a) agitated raw data before processing, (b) normalized agitated data, (c) static raw data before processing, and (d) normalized static data. Black spectra represent initial data, blue intermediate data, and red ending data. Dotted lines shown in (b) and (d) correspond to comparative spectra from the raw spectra in (a) and (c), respectively 
FIGURE 4 Metabolite predictions and measurement results from a 3-day agitated C. acetobutylicum culture. Superimposed results are 
Real-time metabolite monitoring of glucose-fed Clostridium acetobutylicum fermentations using Raman assisted metabolomics

October 2017

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434 Reads

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14 Citations

Journal of Raman Spectroscopy

Data obtained from in situ Raman spectroscopy probes and high-performance liquid chromatography (HPLC) analysis were applied together with chemometrics to build partial least squares models of metabolite concentrations for the industrially relevant organism Clostridium acetobutylicum. Models were built for predominant products (acetic acid, butyric acid, and butanol) of C. acetobutylicum cultures grown on glucose as a substrate. The partial least squares models were then applied to a 3-day C. acetobutylicum culture for real-time, quantitative metabolite analysis. The predicted outcomes of new fermentation cultures were validated by analyzing HPLC data from corresponding experiments from these new fermentation cultures. Model predictions showed good correlation with measured data (goodness of fit [R2Y] values of 0.99, and goodness of prediction [Q2Y] values of 0.98 from agitated cultures. Predictive models based upon Raman spectral data are promising tools for characterization of synthetic organisms, guiding process control, and facilitating optimization of culture conditions.


Figure 1. Experimental output of Raman spectra for (a) agitated culture and (b) static culture. Dashed lines represent start of experiment; grey lines represent intermediate data, and black lines, the end of experiment.  
Figure 2: Effect of normalization on output data for a clostridial fermentation experiment for (a) agitated culture and (b) static culture. Dashed lines represent start of experiment and black lines represent the end of experiment. Bold lines represent the raw data and faint lines the normalized data.  
Predictive modeling in Clostridium acetobutylicum fermentations employing Raman spectroscopy and multivariate data analysis for real-time culture monitoring

May 2016

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234 Reads

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4 Citations

Proceedings of SPIE - The International Society for Optical Engineering

The coupling of optical fibers with Raman instrumentation has proven to be effective for real-time monitoring of chemical reactions and fermentations when combined with multivariate statistical data analysis. Raman spectroscopy is relatively fast, with little interference from the water peak present in fermentation media. Medical research has explored this technique for analysis of mammalian cultures for potential diagnosis of some cancers. Other organisms studied via this route include Escherichia coli, Saccharomyces cerevisiae, and some Bacillus sp., though very little work has been performed on Clostridium acetobutylicum cultures. C. acetobutylicum is a gram-positive anaerobic bacterium, which is highly sought after due to its ability to use a broad spectrum of substrates and produce useful byproducts through the well-known Acetone-Butanol-Ethanol (ABE) fermentation. In this work, real-time Raman data was acquired from C. acetobutylicum cultures grown on glucose. Samples were collected concurrently for comparative off-line product analysis. Partial-least squares (PLS) models were built both for agitated cultures and for static cultures from both datasets. Media components and metabolites monitored include glucose, butyric acid, acetic acid, and butanol. Models were cross-validated with independent datasets. Experiments with agitation were more favorable for modeling with goodness of fit (QY) values of 0.99 and goodness of prediction (Q²Y) values of 0.98. Static experiments did not model as well as agitated experiments. Raman results showed the static experiments were chaotic, especially during and shortly after manual sampling.


Nano-guided cell networks as conveyors of molecular communication

October 2015

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118 Reads

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33 Citations

Advances in nanotechnology have provided unprecedented physical means to sample molecular space. Living cells provide additional capability in that they identify molecules within complex environments and actuate function. We have merged cells with nanotechnology for an integrated molecular processing network. Here we show that an engineered cell consortium autonomously generates feedback to chemical cues. Moreover, abiotic components are readily assembled onto cells, enabling amplified and 'binned' responses. Specifically, engineered cell populations are triggered by a quorum sensing (QS) signal molecule, autoinducer-2, to express surface-displayed fusions consisting of a fluorescent marker and an affinity peptide. The latter provides means for attaching magnetic nanoparticles to fluorescently activated subpopulations for coalescence into colour-indexed output. The resultant nano-guided cell network assesses QS activity and conveys molecular information as a 'bio-litmus' in a manner read by simple optical means.


General degradation pathway of the pectin backbones of polygalacturonan (PGA) and rhamnogalacturonan-I (RG-I) by bacterial enzymes to obtain monomers for metabolic processes. The PGA backbone is targeted at the 1–4 α-linkage between galacturonic acids (GalA) by pectate lyases and pectin lyases, which cleave the backbone until single and small polysaccharides remain. The reaction will leave a saturated and unsaturated GalA. The small polysaccharides containing terminal GalA are imported into the bacterium and then targeted by either UGL, URH or galacturonases to leave a saturated GalA and unsaturated GalA. The RG-I backbone is degraded in a similar fashion by RG lyases, leaving a saturated rhamnose (Rha) and a polysaccharide containing an unsaturated terminal GalA. The short-chain polysaccharides follow the same process as PGA polysaccharides, and once inside the cell are cleaved by URH, leaving a rhamnose and unsaturated GalA. In both instances the unsaturated GalA may spontaneously open to 4-­deoxy-l-threo-5-hexosulose-uronate. R– indicates polysaccharide side chains linked to both backbones. The backbones are also decorated with acetyl esters (ActEst) and methyl esters (MetEst).
Structure alignment of the CA_C0359 protein with YteR (PDB entry 2gh4) and comparison of conserved active residues in the catalytic site. (a) CA_C0359 (cyan) aligned with the structure of YteR (red) with an r.m.s.d. of 1.4 Å; the protruding loop of CA_C0359 is boxed in black. (b) A comparison of active residue location of YteR with conserved residues of CA_C0359 on the protein alignment of CA_C0359 and YteR (gray), with the protruding loop of CA_C0359 colored magenta. Unsaturated rhamnogalacturonan, indicated by the red and cyan sticks, is bound to YteR (PDB entry 2gh4). The YteR residues highlighted in blue are Asp143, His189, Asp88, Tyr41 and Lys133. The conserved CA_C0359 residues labelled in red and highlighted in green include Asp130, His176, Asp75, Tyr25 and Lys120 and are seen to align well with the analogous YteR residues. Two additional lysines, Lys325 and Lys346, of CA_C0359 have been computationally determined to interact and coordinate substrate binding.
An electrostatic comparison of proteins from the GH105 and GH88 CAZy families. The surface electrostatic potentials of (a) CA_C0359, (b) YteR (PDB entry 2gh4) and (c) UGL from B. subtilis strain 168 (PDB entry 1vd5). The calculated surface electrostatic potentials are color-coded on surface renderings of the three crystal structures (red, negative; blue, positive). The structures are all oriented similarly to display electrostatics down into the active-site pocket. The extended loop of CA_C0359 is indicated by a black arrow. The gate loop in CA_C0359 and YteR is indicated by a red arrow. The smaller inset indicates the ribbon structure visible below the surface rendering to discern orientation details.
Substrates of both GH88 and GH105 computationally modeled into the active site of the CA_C0359 structure. The computationally predicted models (yellow) of (a) ΔGalA-Rha, (b) ΔGalA-GalA and (c) ΔGlcA-GalNAc bound to the ribbon model of the native CA_C0359 crystal structure. The known conserved residues Asp130, His176, Asp75 and Tyr25 are available for interaction with the carbohydrate and are explicitly shown in cyan. C5 of the reducing and nonreducing ends of the carbohydrate are labeled in red and green, respectively. H atoms are omitted from the visualization for clarity. The protein is shown in a gray cartoon representation, and the mobile loop (residues 320–330) is visible in the upper left portion of the figure and is colored magenta. Subsites for sugar binding are labeled −1 and +1.
Structural analysis of Clostridium acetobutylicum ATCC 824 glycoside hydrolase from CAZy family GH105

July 2015

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120 Reads

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5 Citations

Clostridium acetobutylicum ATCC 824 gene CA_C0359 encodes a putative unsaturated rhamnogalacturonyl hydrolase (URH) with distant amino-acid sequence homology to YteR of Bacillus subtilis strain 168. YteR, like other URHs, has core structural homology to unsaturated glucuronyl hydrolases, but hydrolyzes the unsaturated disaccharide derivative of rhamnogalacturonan I. The crystal structure of the recombinant CA_C0359 protein was solved to 1.6 Å resolution by molecular replacement using the phase information of the previously reported structure of YteR (PDB entry 1nc5) from Bacillus subtilis strain 168. The YteR-like protein is a six-α-hairpin barrel with two β-sheet strands and a small helix overlaying the end of the hairpins next to the active site. The protein has low primary protein sequence identity to YteR but is structurally similar. The two tertiary structures align with a root-mean-square deviation of 1.4 Å and contain a highly conserved active pocket. There is a conserved aspartic acid residue in both structures, which has been shown to be important for hydration of the C=C bond during the release of unsaturated galacturonic acid by YteR. A surface electrostatic potential comparison of CA_C0359 and proteins from CAZy families GH88 and GH105 reveals the make-up of the active site to be a combination of the unsaturated rhamnogalacturonyl hydrolase and the unsaturated glucuronyl hydrolase from Bacillus subtilis strain 168. Structural and electrostatic comparisons suggests that the protein may have a slightly different substrate specificity from that of YteR.



Directed assembly of a bacterial quorum

June 2015

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51 Reads

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52 Citations

The ISME Journal

Many reports have elucidated the mechanisms and consequences of bacterial quorum sensing (QS), a molecular communication system by which bacterial cells enumerate their cell density and organize collective behavior. In few cases, however, the numbers of bacteria exhibiting this collective behavior have been reported, either as a number concentration or a fraction of the whole. Not all cells in the population, for example, take on the collective phenotype. Thus, the specific attribution of the postulated benefit can remain obscure. This is partly due to our inability to independently assemble a defined quorum, for natural and most artificial systems the quorum itself is a consequence of the biological context (niche and signaling mechanisms). Here, we describe the intentional assembly of quantized quorums. These are made possible by independently engineering the autoinducer signal transduction cascade of Escherichia coli (E. coli) and the sensitivity of detector cells so that upon encountering a particular autoinducer level, a discretized sub-population of cells emerges with the desired phenotype. In our case, the emergent cells all express an equivalent amount of marker protein, DsRed, as an indicator of a specific QS-mediated activity. The process is robust, as detector cells are engineered to target both large and small quorums. The process takes about 6 h, irrespective of quorum level. We demonstrate sensitive detection of autoinducer-2 (AI-2) as an application stemming from quantized quorums. We then demonstrate sub-population partitioning in that AI-2-secreting cells can 'call' groups neighboring cells that 'travel' and establish a QS-mediated phenotype upon reaching the new locale.The ISME Journal advance online publication, 5 June 2015; doi:10.1038/ismej.2015.89.


Citations (16)


... Researchers at the DEV-COM Army Research Laboratory in the United States recently concluded that critical fungal databases "will require substantial resources and likely the growth of the global fungal research community. " [46] They advocate for a community-based approach to functional genomics, i.e., decentralized science, to address the lack of accurate gene annotations in fungal databases which limit the utility of fungal databases and obstructs modeling. Fungal databases are vital for research but they do not apply, implement, or operationalize Indigenous Data Sovereignty practices, despite the high likelihood that Indigenous Peoples steward most of the fungi that will add novel Digital Sequence Information (DSI) to these databases [37,47]. ...

Reference:

Indigenizing fungal biotechnology for planetary health: an opinion paper
Considerations for Domestication of Novel Strains of Filamentous Fungi
  • Citing Article
  • January 2025

ACS Synthetic Biology

... To address this limitation, the molecular mechanisms involved in CCR have already been investigated in C. acetobutylicum (4, 7-9). Previous studies described several transcription repression factors impacting the growth on sugar mixtures containing xylose and/or arabinose, such as CcpA, as well as a xylose repressor XylR and an arabinose repressor AraR (7,8). ...

Arabinose-Induced Catabolite Repression as a Mechanism for Pentose Hierarchy Control in Clostridium acetobutylicum ATCC 824

... The oxidized ferredoxin is required for the decarboxylation of pyruvate through pyruvate ferredoxin oxidoreductase (PFOR) [63] (Figure 2). During H 2 production through charge-based fermentations, hydrogen by [FeFe]-hydrogenase isoform 1 (HydA1) is significant, and the enzymatic reaction is reversible and important for the H 2 -dependent reduction of nitroaromatic compounds [64]. An important factor in the production of hydrogen from waste materials is that most strains of Clostridium produce spores, allowing them to survive after thermal processing because they can tolerate very high temperatures [65]. ...

Hydrogen-Cycling during Solventogenesis in Clostridium acetobutylicum American Type Culture Collection (ATCC) 824 Requires the [NiFe]-Hydrogenase for Energy Conservation

... The predictions of the PLS demonstrated a high degree of correlation with the measured data, thereby establishing their potential as valuable tools for the characterization, process control, and optimization of cultures. 25 Raman spectroscopy was employed to identify Clostridioides difficile infections (CDI) in serum samples produced by the impact of their toxins A and B. Serum samples were either spiked with toxin A, B, or both and then analyzed using Raman spectroscopy. The PLS-LDA and SVM models demonstrated 100% accuracy in distinguishing toxin-spiked sera from control serum, with sensitivity varying from 87 to 100%, while specificity ranged from 77 to 100% depending on concentration. ...

Real-time metabolite monitoring of glucose-fed Clostridium acetobutylicum fermentations using Raman assisted metabolomics

Journal of Raman Spectroscopy

... Agitation experiments were conducive to modeling, while static experiments were characterized by greater chaos, particularly during and after manual sampling. 24 The second study by Zu and colleagues employed Raman-aided metabolomics to track metabolites in glucose-fed C. acetobutylicum, which built upon their previous experiments and results. PLS models were constructed using data obtained from in situ Raman spectroscopy probes and high-performance liquid chromatography (HPLC) analysis. ...

Predictive modeling in Clostridium acetobutylicum fermentations employing Raman spectroscopy and multivariate data analysis for real-time culture monitoring

Proceedings of SPIE - The International Society for Optical Engineering

... 20 Just as in natural communities, processes that impose heavy metabolic burdens on individuals in an engineered microbial system can be futile if efforts fail to coordinate across the population. Recently reported demonstrations of the utility of such coordination include genetic circuits for signal oscillation, 21 differential gene expression, 22 maintenance of culture density, 23 and defined social interaction. 24 Toward the coordinated division of labor for light-driven bioproduction, we created an inter-species communication system based on QS modules. ...

Nano-guided cell networks as conveyors of molecular communication

... Likewise, a study by De Carvalho et al. (2020) recorded a decrease in pH throughout the fermentation process: the pH decreased along with a gradual increase in lactic acid concentration. On the other hand, Jackels and Jackels (2005) state that the acidification process promotes pectin breakdown (the main carbohydrate polymer in coffee mucilage), contributing to removing the mucilage layer of the fruit and the drying of grains (Germane et al., 2015;Kim et al., 2016;Pereira et al., 2017). ...

Structural analysis of Clostridium acetobutylicum ATCC 824 glycoside hydrolase from CAZy family GH105

... Noise in growth can introduce noise in virulence expression due to spatiotemporal patterns of AI-2 molecule diffusion. We build an in-silico system, inspired from recent experimental approaches [44,45], in which the species simultaneously produces and transmits AI-2 signal molecules and can become virulent depending on the AI-2 availability in the microenvironment. We show that noise in single-cell growth results in different communication and virulence patterns. ...

Directed assembly of a bacterial quorum
  • Citing Article
  • June 2015

The ISME Journal

... From these results, it appears that glucose had no immediate and direct inhibitory effect on sucrose metabolic activity in C. beijerinckii. The gradual slowing of sucrose metabolism by glucose in cultures pre-grown on sucrose might be attributed to the pre-induction of enzymes involved in transport and metabolism of sucrose, and implying that glucose only inhibits the uptake of sucrose (inducer exclusion) and had no effect on the metabolic activity of sucrose, which are gradually diluted by cell growth (8,9). Alternatively, the preference of glucose might occur at level of metabolic flux, perhaps due to feed-back inhibition as this disaccharide is hydrolysed into one glucose unit before it could be assimilated by the cell (10,11). ...

Differing Roles for Clostridium acetobutylicum’s Galactose Utilization Pathways

Advances in Microbiology

... Arabinose assimilation is regulated by AraR, encoded by CA_C1340, which also impedes the transcription of the phosphoketolase in the absence of arabinose (18,19). As a consequence, xylose assimilation through PKP is limited in the absence of arabinose (3). ...

Phosphoketolase flux in Clostridium acetobutylicum during growth on L-arabinose
  • Citing Article
  • December 2014

Microbiology