ABSTRACT
Systems biology and synthetic biology are increasingly used to examine and modulate complex biological systems. As such, many issues arising during scaling-up microbial production processes can be addressed using these approaches. We review differences between laboratory-scale cultures and larger-scale processes to provide a perspective on those strain characteristics that are especially important during scaling. Systems biology has been used to examine a range of microbial systems for their response in bioreactors to fluctuations in nutrients, dissolved gases, and other stresses. Synthetic biology has been used both to assess and modulate strain response, and to engineer strains to improve production. We discuss these approaches and tools in the context of their use in engineering robust microbes for applications in large-scale production.
Subject(s)
Bioengineering , Bioreactors , Fermentation , Microbiological Techniques , Systems Biology , Bioengineering/methods , Genetic Association Studies , Systems Biology/methodsABSTRACT
Previously, a predictive model was developed to identify optimal blends of expensive high-quality and cheaper low-quality feedstocks for a given geographical location that can deliver high sugar yields. In this study, the optimal process conditions were tested for application at commercially-relevant higher biomass loadings. We observed lower sugar yields but 100% conversion to ethanol from a blend that contained only 20% high-quality feedstock. The impact of applying this predictive model simultaneously with least cost formulation model for a biorefinery location outside of the US Corn Belt in Lee County, Florida was investigated. A blend ratio of 0.30 EC, 0.45 SG, and 0.25 CS in Lee County was necessary to produce sugars at high yields and ethanol at a capacity of 50 MMGY. This work demonstrates utility in applying predictive model and LCF to reduce feedstock costs and supply chain risks while optimizing for product yields.
Subject(s)
Zea mays , Biomass , Carbohydrate Metabolism , Carbohydrates , Costs and Cost Analysis , Ethanol/economics , Ethanol/metabolism , Fermentation , FloridaABSTRACT
The conversion of municipal solid waste (MSW) and lignocellulosic biomass blends to methyl ketones (MKs) was investigated by using bioderived ionic liquid (bionic liquid)-based hydrolysates followed by fermentation with an engineered Escherichia coli strain. The hydrolysates were produced by a one-pot process using six types of MSW-biomass blends, choline-based bionic liquids, and commercial enzymes. Based on the sugar yields, one blend (corn stover/MSW=95:5, w/w) and two bionic liquids {cholinium lysinate ([Ch][Lys]) and cholinium aspartate ([Ch]2 [Asp])} were selected for scale-up studies. Maximum yields of 82.3 % glucose and 54.4 % xylose were obtained from the selected blend in the scale-up studies (6â L), which was comparable with 83.6 % glucose and 52.8 % xylose obtained at a smaller scale (0.2â L). Comparable or higher yields of medium-chain (C11 -C17 ) MKs were achieved by using the MSW-biomass blend-derived hydrolysates, relative to the sugar controls (glucose and xylose) with similar sugar feeding concentrations. Up to 1145â mg L-1 of MKs was produced by using MSW-biomass-derived hydrolysates, and the MK titer decreased to 300â mg L-1 when the bionic-liquid concentration in the hydrolysate increased from 1 to 2 %, indicative of bionic-liquid inhibition. Technoeconomic analysis was conducted to investigate the economic potential of using the selected MSW-biomass blend as a feedstock to produce MKs.
ABSTRACT
Microbial production of fuels and commodity chemicals has been performed primarily using natural or slightly modified enzymes, which inherently limits the types of molecules that can be produced. Type I modular polyketide synthases (PKSs) are multi-domain enzymes that can produce unique and diverse molecular structures by combining particular types of catalytic domains in a specific order. This catalytic mechanism offers a wealth of engineering opportunities. Here we report engineered microbes that produce various short-chain (C5-C7) ketones using hybrid PKSs. Introduction of the genes into the chromosome of Streptomyces albus enables it to produce >1 g · l-1 of C6 and C7 ethyl ketones and several hundred mg · l-1 of C5 and C6 methyl ketones from plant biomass hydrolysates. Engine tests indicate these short-chain ketones can be added to gasoline as oxygenates to increase the octane of gasoline. Together, it demonstrates the efficient and renewable microbial production of biogasolines by hybrid enzymes.
Subject(s)
Ketones/metabolism , Polyketide Synthases/genetics , Streptomyces/genetics , Synthetic BiologyABSTRACT
Cultivation of microbial consortia provides low-complexity communities that can serve as tractable models to understand community dynamics. Time-resolved metagenomics demonstrated that an aerobic cellulolytic consortium cultivated from compost exhibited community dynamics consistent with the definition of an endogenous heterotrophic succession. The genome of the proposed pioneer population, 'Candidatus Reconcilibacillus cellulovorans', possessed a gene cluster containing multidomain glycoside hydrolases (GHs). Purification of the soluble cellulase activity from a 300litre cultivation of this consortium revealed that ~70% of the activity arose from the 'Ca. Reconcilibacillus cellulovorans' multidomain GHs assembled into cellulase complexes through glycosylation. These remarkably stable complexes have supramolecular structures for enzymatic cellulose hydrolysis that are distinct from cellulosomes. The persistence of these complexes during cultivation indicates that they may be active through multiple cultivations of this consortium and act as public goods that sustain the community. The provision of extracellular GHs as public goods may influence microbial community dynamics in native biomass-deconstructing communities relevant to agriculture, human health and biotechnology.
Subject(s)
Bacteria/classification , Bacteria/enzymology , Cellulase/analysis , Cellulose/metabolism , Microbial Consortia/physiology , Multienzyme Complexes/analysis , Phylogeny , Bacteria/metabolism , Bacterial Proteins/analysis , Bacterial Proteins/isolation & purification , Biological Evolution , Cellulase/isolation & purification , Composting , Genome, Bacterial/genetics , Glycoside Hydrolases/analysis , Glycoside Hydrolases/isolation & purification , Glycosylation , Heterotrophic Processes , Metagenomics , Models, Biological , Multienzyme Complexes/isolation & purification , Soil MicrobiologyABSTRACT
Amyloid beta-derived diffusible ligands (ADDLs) comprise the neurotoxic subset of soluble Abeta(1-42) oligomers, now widely considered to be the molecular cause of memory malfunction and neurodegeneration in Alzheimer's disease (AD). We have developed a screening cascade which identifies small molecule modulators of ADDL-mediated neurotoxicity. The primary screen involves a fluorescence resonance energy transfer (FRET)-based assay which selects inhibitors of Abeta1-42 oligomer assembly. The identified hits were further characterized by assessing their ability to inhibit the assembly and binding of ADDLs to cultures of primary hippocampal neurons. This approach has led to the identification of a number of small molecules which inhibit ADDL assembly and their subsequent binding to neurons. Here we describe our small molecule discovery efforts to identify ADDL assembly blocker and ADDL binding inhibitors, and to transform validated hits into pre-clinical lead compounds.
Subject(s)
Alzheimer Disease/drug therapy , Amyloid beta-Peptides/metabolism , Antipsychotic Agents/therapeutic use , Amyloid beta-Peptides/antagonists & inhibitors , Amyloid beta-Peptides/chemistry , Animals , Antipsychotic Agents/chemistry , Drug Design , Humans , Small Molecule LibrariesABSTRACT
BACKGROUND: Lignocellulosic biorefineries have tonnage and throughput requirements that must be met year round and there is no single feedstock available in any given region that is capable of meeting the price and availability demands of the biorefineries scheduled for deployment. Significant attention has been historically given to agriculturally derived feedstocks; however, a diverse range of wastes, including municipal solid wastes (MSW), also have the potential to serve as feedstocks for the production of advanced biofuels and have not been extensively studied. In addition, ionic liquid (IL) pretreatment with certain ILs is receiving great interest as a potential process that enables fractionation of a wide range of feedstocks. Acid catalysts have been used previously to hydrolyze polysaccharides into fermentable sugars following IL pretreatment, which could potentially provide a means of liberating fermentable sugars from lignocellulose without the use of costly enzymes. However, successful optimization and scale-up of the one-pot acid-assisted IL deconstruction for further commercialization involve challenges such as reactor compatibility, mixing at high solid loading, sugar recovery, and IL recycling, which have not been effectively resolved during the development stages at bench scale. RESULTS: Here, we present the successful scale-up demonstration of the acid-assisted IL deconstruction on feedstock blends of municipal solid wastes and agricultural residues (corn stover) by 30-fold, relative to the bench scale (6 vs 0.2 L), at 10% solid loading. By integrating IL pretreatment and acid hydrolysis with subsequent centrifugation and extraction, the sugar and lignin products can be further recovered efficiently. This scale-up development at Advanced Biofuels/Bioproducts Process Demonstration Unit (ABPDU) will leverage the opportunity and synergistic efforts toward developing a cost-effective IL-based deconstruction technology by drastically eliminating enzyme, reducing water usage, and simplifying the downstream sugar/lignin recovery and IL recycling. CONCLUSION: Results indicate that MSW blends are viable and valuable resource to consider when assessing biomass availability and affordability for lignocellulosic biorefineries. This scale-up evaluation demonstrates that the acid-assisted IL deconstruction technology can be effectively scaled up to larger operations and the current study established the baseline of scaling parameters for this process.
ABSTRACT
Commercial-scale bio-refineries are designed to process 2000tons/day of single lignocellulosic biomass. Several geographical areas in the United States generate diverse feedstocks that, when combined, can be substantial for bio-based manufacturing. Blending multiple feedstocks is a strategy being investigated to expand bio-based manufacturing outside Corn Belt. In this study, we developed a model to predict continuous envelopes of biomass blends that are optimal for a given pretreatment condition to achieve a predetermined sugar yield or vice versa. For example, our model predicted more than 60% glucose yield can be achieved by treating an equal part blend of energy cane, corn stover, and switchgrass with alkali pretreatment at 120°C for 14.8h. By using ionic liquid to pretreat an equal part blend of the biomass feedstocks at 160°C for 2.2h, we achieved 87.6% glucose yield. Such a predictive model can potentially overcome dependence on a single feedstock.
Subject(s)
Biomass , Zea mays , Carbohydrates , Hydrolysis , LigninABSTRACT
BACKGROUND: Lignocellulosic biomass is an important resource for renewable production of biofuels and bioproducts. Enzymes that deconstruct this biomass are critical for the viability of biomass-based biofuel production processes. Current commercial enzyme mixtures have limited thermotolerance. Thermophilic fungi may provide enzyme mixtures with greater thermal stability leading to more robust processes. Understanding the induction of biomass-deconstructing enzymes in thermophilic fungi will provide the foundation for strategies to construct hyper-production strains. RESULTS: Induction of cellulases using xylan was demonstrated during cultivation of the thermophilic fungus Thermoascus aurantiacus. Simulated fed-batch conditions with xylose induced comparable levels of cellulases. These fed-batch conditions were adapted to produce enzymes in 2 and 19 L bioreactors using xylose and xylose-rich hydrolysate from dilute acid pretreatment of corn stover. Enzymes from T. aurantiacus that were produced in the xylose-fed bioreactor demonstrated comparable performance in the saccharification of deacetylated, dilute acid-pretreated corn stover when compared to a commercial enzyme mixture at 50 °C. The T. aurantiacus enzymes retained this activity at of 60 °C while the commercial enzyme mixture was largely inactivated. CONCLUSIONS: Xylose induces both cellulase and xylanase production in T. aurantiacus and was used to produce enzymes at up to the 19 L bioreactor scale. The demonstration of induction by xylose-rich hydrolysate and saccharification of deacetylated, dilute acid-pretreated corn stover suggests a scenario to couple biomass pretreatment with onsite enzyme production in a biorefinery. This work further demonstrates the potential for T. aurantiacus as a thermophilic platform for cellulase development.
ABSTRACT
Ubiquitin (Ub, 76aa) is a small highly conserved protein present universally in eukaryotic cells. Covalent attachment of (Ub)(n) to target proteins is a well-known posttranslational modification that has been implicated in a wide array of cellular processes including cell biogenesis. Ubiquitin polymerization by the Ub activation-conjugation-ligation cascade and the reverse disassembly process catalyzed by Ub isopeptidases largely regulate substrate protein targeting to the 26S proteasome. Ub chains of four or more subunits attached by K48 isopeptide linkages have been shown to be necessary for the 26S proteasome association and subsequent degradation of protein molecules. To better understand this protein degradation event, it is important to develop Ub polymerization and depolymerization assays that monitor every reaction step involved in Ub attachment to, or detachment from, substrate protein molecules. In this chapter, we describe homogeneous, easy-to-use, nonradioactive, complementary continuous fluorescence assays capable of monitoring the kinetics of Ub chain formation by E3 Ub ligases, and their hydrolysis by isopeptidases, which rely on mixing a 1:1 population of fluorophore-labeled Ub molecules containing a FRET pair. The proximity of fluorescein (donor) and tetramethylrhodamine (acceptor) in Ub polymers results in fluorescein quenching on ligase-induced Ub chain assembly. Conversely, a dramatic enhancement of fluorescein emission was observed on Ub chain disassembly because of isopeptidase activity. These assays thus provide a valuable tool for monitoring Ub ligase and isopeptidase activities using authentic Ub monomers and polymers as substrates. Screening of a large number of small molecule compound libraries in a high-throughput fashion is achievable, warranting further optimization of these assays.
Subject(s)
Ubiquitin/chemistry , Base Sequence , Biopolymers , Blotting, Western , DNA Primers , Electrophoresis, Polyacrylamide Gel , Fluorescence Resonance Energy Transfer , Recombinant Proteins/chemistry , Recombinant Proteins/metabolism , Ubiquitin/metabolismABSTRACT
Municipal solid waste (MSW) represents an attractive cellulosic resource for sustainable fuel production. However, its heterogeneity is the major barrier to efficient conversion to biofuels. MSW paper mix was generated and blended with corn stover (CS). It has been shown that both of them can be efficiently pretreated in certain ionic liquids (ILs) with high yields of fermentable sugars. After pretreatment in 1-ethyl-3-methylimidazolium acetate ([C2C1Im][OAc]), over 80% glucose has been released with enzymatic saccharification. We have also applied an enzyme-free process by adding mineral acid and water directly into the IL/biomass slurry to induce hydrolysis. With the acidolysis process in 1-ethyl-3-methylimidazolium chloride ([C2C1Im]Cl), up to 80% glucose and 90% xylose are released. There is a correlation between the viscosity profile and hydrolysis efficiency; low viscosity of the hydrolysate generally corresponds to high sugar yields. Overall, the results indicate the feasibility of incorporating MSW as a robust blending agent for biorefineries.
Subject(s)
Biotechnology/methods , Glucose/biosynthesis , Ionic Liquids/chemistry , Refuse Disposal/methods , Xylose/biosynthesis , Zea mays/chemistry , Feasibility Studies , Hydrolysis , Imidazoles , Rheology , ViscosityABSTRACT
The mechanism of herpesviral protease activation upon dimerization was studied using two independent spectroscopic assays augmented by directed mutagenesis. Spectroscopic changes, attributable to dimer interface conformational plasticity, were observed upon dimerization of Kaposi's sarcoma-associated herpesvirus protease (KSHV Pr). KSHV Pr's dissociation constant of 585 +/- 135 nM at 37 degrees C was measured by a concentration-dependent, 100-fold increase in specific activity to a value of 0.275 +/- 0.023 microM product min(-1) (microM enzyme)(-1). A 4 nm blue-shifted fluorescence emission spectrum and a 25% increase in ellipticity at 222 nm were detected by circular dichroism upon dimer association. This suggested enhanced hydrophobic packing within the dimer interface and/or core, as well as altered secondary structures. To better understand the structure-activity relationship between the monomer and the dimer, KSHV Pr molecules were engineered to remain monomeric via substitution of two separate residues within the dimer interface, L196 and M197. These mutants were proteolytically inactive while exhibiting the spectroscopic signature and thermal stability of wild type, dissociated monomers (T(M) = 75 degrees C). KSHV Pr conformational changes were found to be relevant in vivo, as the autoproteolytic inactivation of KSHV Pr at its dimer disruption site [Pray et al. (1999) J. Mol. Biol. 289, 197-203] was detected in viral particles from KSHV-infected cells. This characterization of structural plasticity suggests that the structure of the KSHV Pr monomer is stable and significantly different from its structure in the dimer. This structural uniqueness should be considered in the development of compounds targeting the dimer interface of KSHV Pr monomers.
Subject(s)
Herpesvirus 8, Human/enzymology , Sarcoma, Kaposi/enzymology , Sarcoma, Kaposi/virology , Serine Endopeptidases/chemistry , Serine Endopeptidases/metabolism , Cell Line , Circular Dichroism , Dimerization , Enzyme Activation/genetics , Herpesvirus 8, Human/genetics , Humans , Hydrolysis , Mutagenesis, Site-Directed , Protein Conformation , Serine Endopeptidases/genetics , Spectrometry, Fluorescence , Structure-Activity Relationship , Virus ReplicationABSTRACT
Disregulation of the cell cycle and proliferation play key roles in cellular transformation and tumorigenesis. Such processes are intimately tied to the concentration, localization and activity of enzymes, adapters, receptors, and structural proteins in cells. Ubiquitination of these cellular regulatory proteins, governed by specific enzymes in the ubiquitin (Ub) conjugation cascade, has profound effects on their various functions, most commonly through proteasome targeting and degradation. This review will focus on a variety of E3 Ub ligases as potential oncology drug targets, with particular emphasis on the role of these molecules in the regulation of stability, localization, and activity of key proteins such as tumor suppressors and oncoproteins. E3 ubiquitin ligases that have established roles in cell cycle and apoptosis, such as the anaphase-promoting complex (APC), the Skp-1-Cul1-F-box class, and the murine double minute 2 (MDM2) protein, in addition to more recently discovered E3 ubiquitin ligases which may be similarly important in tumorigenesis, (e.g. Smurf family, CHFR, and Efp), will be discussed. We will present evidence to support E3 ligases as good biological targets in the development of anticancer therapeutics and address challenges in drug discovery for these targets.