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1.
Nat Chem Biol ; 14(5): 451-457, 2018 05.
Artículo en Inglés | MEDLINE | ID: mdl-29556105

RESUMEN

Microbial toluene biosynthesis was reported in anoxic lake sediments more than three decades ago, but the enzyme catalyzing this biochemically challenging reaction has never been identified. Here we report the toluene-producing enzyme PhdB, a glycyl radical enzyme of bacterial origin that catalyzes phenylacetate decarboxylation, and its cognate activating enzyme PhdA, a radical S-adenosylmethionine enzyme, discovered in two distinct anoxic microbial communities that produce toluene. The unconventional process of enzyme discovery from a complex microbial community (>300,000 genes), rather than from a microbial isolate, involved metagenomics- and metaproteomics-enabled biochemistry, as well as in vitro confirmation of activity with recombinant enzymes. This work expands the known catalytic range of glycyl radical enzymes (only seven reaction types had been characterized previously) and aromatic-hydrocarbon-producing enzymes, and will enable first-time biochemical synthesis of an aromatic fuel hydrocarbon from renewable resources, such as lignocellulosic biomass, rather than from petroleum.


Asunto(s)
Bacterias/enzimología , Microbiota , Tolueno/metabolismo , Acidobacteria/enzimología , Acidobacteria/genética , Acidobacteria/aislamiento & purificación , Anaerobiosis , Bacterias/genética , Biomasa , Carboxiliasas/metabolismo , Catálisis , Genes Bacterianos , Sedimentos Geológicos/microbiología , Lagos/microbiología , Lignina/química , Funciones de Verosimilitud , Metagenómica , Fenilacetatos/química , Filogenia , Proteómica , Proteínas Recombinantes/metabolismo , Aguas del Alcantarillado/microbiología
2.
Biotechnol Bioeng ; 116(8): 1909-1922, 2019 08.
Artículo en Inglés | MEDLINE | ID: mdl-30982958

RESUMEN

Plants are an attractive sourceof renewable carbon for conversion to biofuels and bio-based chemicals. Conversion strategies often use a fraction of the biomass, focusing on sugars from cellulose and hemicellulose. Strategies that use plant components, such as aromatics and amino acids, may improve the efficiency of biomass conversion. Pseudomonas putida is a promising host for its ability to metabolize a wide variety of organic compounds. P. putida was engineered to produce methyl ketones, which are promising diesel blendstocks and potential platform chemicals, from glucose and lignin-related aromatics. Unexpectedly, P. putida methyl ketone production using Arabidopsis thaliana hydrolysates was enhanced 2-5-fold compared with sugar controls derived from engineered plants that overproduce lignin-related aromatics. This enhancement was more pronounced (~seven-fold increase) with hydrolysates from nonengineered switchgrass. Proteomic analysis of the methyl ketone-producing P. putida suggested that plant-derived amino acids may be the source of this enhancement. Mass spectrometry-based measurements of plant-derived amino acids demonstrated a high correlation between methyl ketone production and amino acid concentration in plant hydrolysates. Amendment of glucose-containing minimal media with a defined mixture of amino acids similar to those found in the hydrolysates studied led to a nine-fold increase in methyl ketone titer (1.1 g/L).


Asunto(s)
Aminoácidos/metabolismo , Cetonas/metabolismo , Lignina/metabolismo , Plantas/metabolismo , Pseudomonas putida/metabolismo , Arabidopsis/metabolismo , Biocombustibles/microbiología , Hidrólisis , Microbiología Industrial , Metilación , Panicum/metabolismo
3.
J Biol Chem ; 291(10): 5234-46, 2016 Mar 04.
Artículo en Inglés | MEDLINE | ID: mdl-26637355

RESUMEN

Lignin is a combinatorial polymer comprising monoaromatic units that are linked via covalent bonds. Although lignin is a potential source of valuable aromatic chemicals, its recalcitrance to chemical or biological digestion presents major obstacles to both the production of second-generation biofuels and the generation of valuable coproducts from lignin's monoaromatic units. Degradation of lignin has been relatively well characterized in fungi, but it is less well understood in bacteria. A catabolic pathway for the enzymatic breakdown of aromatic oligomers linked via ß-aryl ether bonds typically found in lignin has been reported in the bacterium Sphingobium sp. SYK-6. Here, we present x-ray crystal structures and biochemical characterization of the glutathione-dependent ß-etherases, LigE and LigF, from this pathway. The crystal structures show that both enzymes belong to the canonical two-domain fold and glutathione binding site architecture of the glutathione S-transferase family. Mutagenesis of the conserved active site serine in both LigE and LigF shows that, whereas the enzymatic activity is reduced, this amino acid side chain is not absolutely essential for catalysis. The results include descriptions of cofactor binding sites, substrate binding sites, and catalytic mechanisms. Because ß-aryl ether bonds account for 50-70% of all interunit linkages in lignin, understanding the mechanism of enzymatic ß-aryl ether cleavage has significant potential for informing ongoing studies on the valorization of lignin.


Asunto(s)
Proteínas Bacterianas/química , Dominio Catalítico , Lignina/metabolismo , Oxidorreductasas/química , Secuencia de Aminoácidos , Proteínas Bacterianas/genética , Proteínas Bacterianas/metabolismo , Secuencia Conservada , Datos de Secuencia Molecular , Oxidorreductasas/genética , Oxidorreductasas/metabolismo , Unión Proteica , Proteobacteria/enzimología , Especificidad por Sustrato
4.
J Biol Chem ; 291(19): 10228-38, 2016 May 06.
Artículo en Inglés | MEDLINE | ID: mdl-26940872

RESUMEN

There has been great progress in the development of technology for the conversion of lignocellulosic biomass to sugars and subsequent fermentation to fuels. However, plant lignin remains an untapped source of materials for production of fuels or high value chemicals. Biological cleavage of lignin has been well characterized in fungi, in which enzymes that create free radical intermediates are used to degrade this material. In contrast, a catabolic pathway for the stereospecific cleavage of ß-aryl ether units that are found in lignin has been identified in Sphingobium sp. SYK-6 bacteria. ß-Aryl ether units are typically abundant in lignin, corresponding to 50-70% of all of the intermonomer linkages. Consequently, a comprehensive understanding of enzymatic ß-aryl ether (ß-ether) cleavage is important for future efforts to biologically process lignin and its breakdown products. The crystal structures and biochemical characterization of the NAD-dependent dehydrogenases (LigD, LigO, and LigL) and the glutathione-dependent lyase LigG provide new insights into the early and late enzymes in the ß-ether degradation pathway. We present detailed information on the cofactor and substrate binding sites and on the catalytic mechanisms of these enzymes, comparing them with other known members of their respective families. Information on the Lig enzymes provides new insight into their catalysis mechanisms and can inform future strategies for using aromatic oligomers derived from plant lignin as a source of valuable aromatic compounds for biofuels and other bioproducts.


Asunto(s)
Proteínas Bacterianas/química , Proteínas Bacterianas/metabolismo , Lignina/metabolismo , Oxidorreductasas/química , Oxidorreductasas/metabolismo , Sphingomonadaceae/enzimología , Catálisis , Cristalografía por Rayos X , Éteres/metabolismo , Redes y Vías Metabólicas , Modelos Moleculares , Conformación Proteica , Estereoisomerismo , Especificidad por Sustrato
5.
Plant Cell Physiol ; 57(3): 568-79, 2016 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-26858288

RESUMEN

Lignin poses a major challenge in the processing of plant biomass for agro-industrial applications. For bioengineering purposes, there is a pressing interest in identifying and characterizing the enzymes responsible for the biosynthesis of lignin. Hydroxycinnamoyl-CoA:shikimate hydroxycinnamoyl transferase (HCT; EC 2.3.1.133) is a key metabolic entry point for the synthesis of the most important lignin monomers: coniferyl and sinapyl alcohols. In this study, we investigated the substrate promiscuity of HCT from a bryophyte (Physcomitrella) and from five representatives of vascular plants (Arabidopsis, poplar, switchgrass, pine and Selaginella) using a yeast expression system. We demonstrate for these HCTs a conserved capacity to acylate with p-coumaroyl-CoA several phenolic compounds in addition to the canonical acceptor shikimate normally used during lignin biosynthesis. Using either recombinant HCT from switchgrass (PvHCT2a) or an Arabidopsis stem protein extract, we show evidence of the inhibitory effect of these phenolics on the synthesis of p-coumaroyl shikimate in vitro, which presumably occurs via a mechanism of competitive inhibition. A structural study of PvHCT2a confirmed the binding of a non-canonical acceptor in a similar manner to shikimate in the active site of the enzyme. Finally, we exploited in Arabidopsis the substrate flexibility of HCT to reduce lignin content and improve biomass saccharification by engineering transgenic lines that overproduce one of the HCT non-canonical acceptors. Our results demonstrate conservation of HCT substrate promiscuity and provide support for a new strategy for lignin reduction in the effort to improve the quality of plant biomass for forage and cellulosic biofuels.


Asunto(s)
Ácidos Cumáricos/metabolismo , Lignina/metabolismo , Plantas/enzimología , Ácido Shikímico/metabolismo , Aciltransferasas/antagonistas & inhibidores , Aciltransferasas/química , Aciltransferasas/metabolismo , Arabidopsis/enzimología , Arabidopsis/genética , Sitios de Unión , Biomasa , Vías Biosintéticas , Metabolismo de los Hidratos de Carbono , Hidroxibenzoatos/metabolismo , Modelos Moleculares , Oxidación-Reducción , Plantas Modificadas Genéticamente , Proteínas Recombinantes/metabolismo , Especificidad por Sustrato
6.
Biomolecules ; 14(3)2024 Mar 08.
Artículo en Inglés | MEDLINE | ID: mdl-38540744

RESUMEN

Laccases from white-rot fungi catalyze lignin depolymerization, a critical first step to upgrading lignin to valuable biodiesel fuels and chemicals. In this study, a wildtype laccase from the basidiomycete Fomitiporia mediterranea (Fom_lac) and a variant engineered to have a carbohydrate-binding module (Fom_CBM) were studied for their ability to catalyze cleavage of ß-O-4' ether and C-C bonds in phenolic and non-phenolic lignin dimers using a nanostructure-initiator mass spectrometry-based assay. Fom_lac and Fom_CBM catalyze ß-O-4' ether and C-C bond breaking, with higher activity under acidic conditions (pH < 6). The potential of Fom_lac and Fom_CBM to enhance saccharification yields from untreated and ionic liquid pretreated pine was also investigated. Adding Fom_CBM to mixtures of cellulases and hemicellulases improved sugar yields by 140% on untreated pine and 32% on cholinium lysinate pretreated pine when compared to the inclusion of Fom_lac to the same mixtures. Adding either Fom_lac or Fom_CBM to mixtures of cellulases and hemicellulases effectively accelerates enzymatic hydrolysis, demonstrating its potential applications for lignocellulose valorization. We postulate that additional increases in sugar yields for the Fom_CBM enzyme mixtures were due to Fom_CBM being brought more proximal to lignin through binding to either cellulose or lignin itself.


Asunto(s)
Basidiomycota , Celulasas , Lignina/química , Lacasa/metabolismo , Basidiomycota/metabolismo , Carbohidratos , Azúcares , Éteres
7.
Anal Bioanal Chem ; 402(2): 983-7, 2012 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-22071606

RESUMEN

A new robust, noninvasive, Raman microspectroscopic method is introduced to analyze the structure of native lignin. Lignin spectra of poplar, Arabidopsis, and Miscanthus were recovered and structural differences were unambiguously detected. Compositional analysis of 4-coumarate-CoA ligase suppressed transgenic poplar showed that the syringyl-to-guaiacyl ratio decreased by 35% upon the mutation. A cell-specific compositional analysis of basal stems of Arabidopsis showed similar distributions of S and G monolignols in xylary fiber cells and interfascicular cells.


Asunto(s)
Lignina/análisis , Lignina/química , Espectrometría Raman/métodos , Arabidopsis/química , Estructura Molecular
8.
Microbiome ; 10(1): 183, 2022 10 25.
Artículo en Inglés | MEDLINE | ID: mdl-36280858

RESUMEN

BACKGROUND: Plant cell walls are interwoven structures recalcitrant to degradation. Native and adapted microbiomes can be particularly effective at plant cell wall deconstruction. Although most understanding of biological cell wall deconstruction has been obtained from isolates, cultivated microbiomes that break down cell walls have emerged as new sources for biotechnologically relevant microbes and enzymes. These microbiomes provide a unique resource to identify key interacting functional microbial groups and to guide the design of specialized synthetic microbial communities. RESULTS: To establish a system assessing comparative microbiome performance, parallel microbiomes were cultivated on sorghum (Sorghum bicolor L. Moench) from compost inocula. Biomass loss and biochemical assays indicated that these microbiomes diverged in their ability to deconstruct biomass. Network reconstructions from gene expression dynamics identified key groups and potential interactions within the adapted sorghum-degrading communities, including Actinotalea, Filomicrobium, and Gemmatimonadetes populations. Functional analysis demonstrated that the microbiomes proceeded through successive stages that are linked to enzymes that deconstruct plant cell wall polymers. The combination of network and functional analysis highlighted the importance of cellulose-degrading Actinobacteria in differentiating the performance of these microbiomes. CONCLUSIONS: The two-tier cultivation of compost-derived microbiomes on sorghum led to the establishment of microbiomes for which community structure and performance could be assessed. The work reinforces the observation that subtle differences in community composition and the genomic content of strains may lead to significant differences in community performance. Video Abstract.


Asunto(s)
Microbiota , Bacterias/genética , Pared Celular , Biomasa , Celulosa/química
9.
Sci Rep ; 11(1): 11803, 2021 06 03.
Artículo en Inglés | MEDLINE | ID: mdl-34083602

RESUMEN

Lignocellulosic biomass is composed of three major biopolymers: cellulose, hemicellulose and lignin. Analytical tools capable of quickly detecting both glycan and lignin deconstruction are needed to support the development and characterization of efficient enzymes/enzyme cocktails. Previously we have described nanostructure-initiator mass spectrometry-based assays for the analysis of glycosyl hydrolase and most recently an assay for lignin modifying enzymes. Here we integrate these two assays into a single multiplexed assay against both classes of enzymes and use it to characterize crude commercial enzyme mixtures. Application of our multiplexed platform based on nanostructure-initiator mass spectrometry enabled us to characterize crude mixtures of laccase enzymes from fungi Agaricus bisporus (Ab) and Myceliopthora thermophila (Mt) revealing activity on both carbohydrate and aromatic substrates. Using time-series analysis we determined that crude laccase from Ab has the higher GH activity and that laccase from Mt has the higher activity against our lignin model compound. Inhibitor studies showed a significant reduction in Mt GH activity under low oxygen conditions and increased activities in the presence of vanillin (common GH inhibitor). Ultimately, this assay can help to discover mixtures of enzymes that could be incorporated into biomass pretreatments to deconstruct diverse components of lignocellulosic biomass.


Asunto(s)
Enzimas/química , Lignina/química , Espectrometría de Masas/métodos , N-Glicosil Hidrolasas/química , Activación Enzimática , Pruebas de Enzimas , Estructura Molecular
10.
Biochem Biophys Res Commun ; 395(4): 521-3, 2010 May 14.
Artículo en Inglés | MEDLINE | ID: mdl-20394731

RESUMEN

We present chemical images of Arabidopsis thaliana stem cross-sections acquired by confocal Raman microscopy. Using green light (532 nm) from a continuous wave laser, the spatial distributions of cell wall polymers in Arabidopsis are visualized for the first time with lateral resolution that is sub-mum. Our results facilitate the label-free in situ characterization and screening of cell wall composition in this plant biology and genetics model organism, contributing ultimately towards an understanding of the molecular biology of many plant traits.


Asunto(s)
Arabidopsis/ultraestructura , Pared Celular/ultraestructura , Arabidopsis/química , Pared Celular/química , Microscopía Confocal/métodos , Polímeros/química , Espectrometría Raman/métodos
11.
ChemSusChem ; 13(17): 4455-4467, 2020 Sep 07.
Artículo en Inglés | MEDLINE | ID: mdl-32160408

RESUMEN

There is strong interest in the valorization of lignin to produce valuable products; however, its structural complexity has been a conversion bottleneck. Chemical pretreatment liberates lignin-derived soluble fractions that may be upgraded by bioconversion. Cholinium ionic liquid pretreatment of sorghum produced soluble, aromatic-rich fractions that were converted by Pseudomonas putida (P. putida), a promising host for aromatic bioconversion. Growth studies and mutational analysis demonstrated that P. putida growth on these fractions was dependent on aromatic monomers but unknown factors also contributed. Proteomic and metabolomic analyses indicated that these unknown factors were amino acids and residual ionic liquid; the oligomeric aromatic fraction derived from lignin was not converted. A cholinium catabolic pathway was identified, and the deletion of the pathway stopped the ability of P. putida to grow on cholinium ionic liquid. This work demonstrates that aromatic-rich fractions obtained through pretreatment contain multiple substrates; conversion strategies should account for this complexity.


Asunto(s)
Hidrocarburos Aromáticos/química , Lignina/química , Pseudomonas putida/efectos de los fármacos , Pseudomonas putida/metabolismo , Aminoácidos/química , Biomasa , Ácidos Grasos/química , Cromatografía de Gases y Espectrometría de Masas , Hidrocarburos Aromáticos/farmacología , Líquidos Iónicos/química , Proteómica , Transducción de Señal , Espectrometría de Masas en Tándem
12.
Nat Microbiol ; 3(1): 99-107, 2018 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-29109478

RESUMEN

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.


Asunto(s)
Bacterias/clasificación , Bacterias/enzimología , Celulasa/análisis , Celulosa/metabolismo , Consorcios Microbianos/fisiología , Complejos Multienzimáticos/análisis , Filogenia , Bacterias/metabolismo , Proteínas Bacterianas/análisis , Proteínas Bacterianas/aislamiento & purificación , Evolución Biológica , Celulasa/aislamiento & purificación , Compostaje , Genoma Bacteriano/genética , Glicósido Hidrolasas/análisis , Glicósido Hidrolasas/aislamiento & purificación , Glicosilación , Procesos Heterotróficos , Metagenómica , Modelos Biológicos , Complejos Multienzimáticos/aislamiento & purificación , Microbiología del Suelo
13.
mBio ; 7(4)2016 08 23.
Artículo en Inglés | MEDLINE | ID: mdl-27555310

RESUMEN

UNLABELLED: Glycoside hydrolases (GHs) are key enzymes in the depolymerization of plant-derived cellulose, a process central to the global carbon cycle and the conversion of plant biomass to fuels and chemicals. A limited number of GH families hydrolyze crystalline cellulose, often by a processive mechanism along the cellulose chain. During cultivation of thermophilic cellulolytic microbial communities, substantial differences were observed in the crystalline cellulose saccharification activities of supernatants recovered from divergent lineages. Comparative community proteomics identified a set of cellulases from a population closely related to actinobacterium Thermobispora bispora that were highly abundant in the most active consortium. Among the cellulases from T. bispora, the abundance of a GH family 12 (GH12) protein correlated most closely with the changes in crystalline cellulose hydrolysis activity. This result was surprising since GH12 proteins have been predominantly characterized as enzymes active on soluble polysaccharide substrates. Heterologous expression and biochemical characterization of the suite of T. bispora hydrolytic cellulases confirmed that the GH12 protein possessed the highest activity on multiple crystalline cellulose substrates and demonstrated that it hydrolyzes cellulose chains by a predominantly random mechanism. This work suggests that the role of GH12 proteins in crystalline cellulose hydrolysis by cellulolytic microbes should be reconsidered. IMPORTANCE: Cellulose is the most abundant organic polymer on earth, and its enzymatic hydrolysis is a key reaction in the global carbon cycle and the conversion of plant biomass to biofuels. The glycoside hydrolases that depolymerize crystalline cellulose have been primarily characterized from isolates. In this study, we demonstrate that adapting microbial consortia from compost to grow on crystalline cellulose generated communities whose soluble enzymes exhibit differential abilities to hydrolyze crystalline cellulose. Comparative proteomics of these communities identified a protein of glycoside hydrolase family 12 (GH12), a family of proteins previously observed to primarily hydrolyze soluble substrates, as a candidate that accounted for some of the differences in hydrolytic activities. Heterologous expression confirmed that the GH12 protein identified by proteomics was active on crystalline cellulose and hydrolyzed cellulose by a random mechanism, in contrast to most cellulases that act on the crystalline polymer in a processive mechanism.


Asunto(s)
Actinobacteria/enzimología , Actinobacteria/metabolismo , Celulosa/metabolismo , Glicósido Hidrolasas/análisis , Consorcios Microbianos , Proteoma/análisis , Hidrólisis , Proteómica
14.
ACS Chem Biol ; 9(7): 1470-9, 2014 Jul 18.
Artículo en Inglés | MEDLINE | ID: mdl-24819174

RESUMEN

Glycoside hydrolases (GHs) are critical to cycling of plant biomass in the environment, digestion of complex polysaccharides by the human gut microbiome, and industrial activities such as deployment of cellulosic biofuels. High-throughput sequencing methods show tremendous sequence diversity among GHs, yet relatively few examples from the over 150,000 unique domain arrangements containing GHs have been functionally characterized. Here, we show how cell-free expression, bioconjugate chemistry, and surface-based mass spectrometry can be used to study glycoside hydrolase reactions with plant biomass. Detection of soluble products is achieved by coupling a unique chemical probe to the reducing end of oligosaccharides in a stable oxime linkage, while the use of (13)C-labeled monosaccharide standards (xylose and glucose) allows quantitation of the derivatized glycans. We apply this oxime-based nanostructure-initiator mass spectrometry (NIMS) method to characterize the functional diversity of GHs secreted by Clostridium thermocellum, a model cellulolytic organism. New reaction specificities are identified, and differences in rates and yields of individual enzymes are demonstrated in reactions with biomass substrates. Numerical analyses of time series data suggests that synergistic combinations of mono- and multifunctional GHs can decrease the complexity of enzymes needed for the hydrolysis of plant biomass during the production of biofuels.


Asunto(s)
Celulosa/metabolismo , Clostridium thermocellum/enzimología , Glicósido Hidrolasas/metabolismo , Espectrometría de Masas/métodos , Nanoestructuras/química , Oximas/química , Biomasa , Clostridium thermocellum/química , Clostridium thermocellum/metabolismo , Glicósido Hidrolasas/química , Hidrólisis , Cinética , Modelos Moleculares , Plantas/metabolismo
15.
Bioresour Technol ; 126: 156-61, 2012 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-23073103

RESUMEN

Ionic liquids (ILs) have shown great potential for the reduction of lignin in biomass after pretreatment. Although dilute acid and base pretreatments have been shown to result in pretreated biomass with substantially different lignin composition, there is scarce information on the composition of lignin of IL pretreated biomass. In this work, temperature dependent compositional changes in lignin after IL pretreatment were studied to develop a mechanistic understanding of the process. Panicum virgatum and Eucalyptus globulus were pretreated with 1-ethyl-3-methylimidazolium acetate ([C(2)mim][OAc]). Measurement of syringyl and guaiacyl ratio using pyrolysis-GC/MS and Kamlet-Taft properties of [C(2)mim][OAc] at 120 °C and 160 °C strongly suggest two different modes of IL pretreatment. Preferential breakdown of S-lignin in both eucalyptus and switchgrass at high pretreatment temperature (160 °C) and breakdown of G-lignin for eucalyptus and no preferential break down of either S- or G-lignin in switchgrass was observed at lower pretreatment temperatures (120 °C).


Asunto(s)
Eucalyptus/química , Líquidos Iónicos/farmacología , Lignina/química , Panicum/química , Eucalyptus/efectos de los fármacos , Cromatografía de Gases y Espectrometría de Masas , Imidazoles/farmacología , Panicum/efectos de los fármacos , Temperatura , Factores de Tiempo
16.
Anal Chim Acta ; 702(2): 172-7, 2011 Sep 30.
Artículo en Inglés | MEDLINE | ID: mdl-21839194

RESUMEN

A new image analysis strategy is introduced to determine the composition and the structural characteristics of plant cell walls by combining Raman microspectroscopy and unsupervised data mining methods. The proposed method consists of three main steps: spectral preprocessing, spatial clustering of the image and finally estimation of spectral profiles of pure components and their weights. Point spectra of Raman maps of cell walls were preprocessed to remove noise and fluorescence contributions and compressed with PCA. Processed spectra were then subjected to k-means clustering to identify spatial segregations in the images. Cell wall images were reconstructed with cluster identities and each cluster was represented by the average spectrum of all the pixels in the cluster. Pure components spectra were estimated by spectral entropy minimization criteria with simulated annealing optimization. Two pure spectral estimates that represent lignin and carbohydrates were recovered and their spatial distributions were calculated. Our approach partitioned the cell walls into many sublayers, based on their composition, thus enabling composition analysis at subcellular levels. It also overcame the well known problem that native lignin spectra in lignocellulosics have high spectral overlap with contributions from cellulose and hemicelluloses, thus opening up new avenues for microanalyses of monolignol composition of native lignin and carbohydrates without chemical or mechanical extraction of the cell wall materials.


Asunto(s)
Lignina/metabolismo , Plantas/química , Espectrometría Raman/métodos , Biomasa , Pared Celular/química , Pared Celular/metabolismo , Pared Celular/ultraestructura , Humanos , Procesamiento de Imagen Asistido por Computador/métodos , Lignina/química , Plantas/metabolismo , Polisacáridos/química , Polisacáridos/metabolismo
17.
Bioresour Technol ; 102(2): 1329-37, 2011 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-20884206

RESUMEN

The high cost of lignocellulolytic enzymes is one of the main barriers towards the development of economically competitive biorefineries. Enzyme engineering can be used to significantly increase the production rate as well as specific activity of enzymes. However, the success of enzyme optimization efforts is currently limited by a lack of robust high-throughput (HTP) cellulase screening platforms for insoluble pretreated lignocellulosic substrates. We have developed a cost-effective microplate based HTP enzyme-screening platform for ionic liquid (IL) pretreated lignocellulose. By performing in-situ biomass regeneration in micro-volumes, we can volumetrically meter biomass (sub-mg loading) and also precisely control the amount of residual IL for engineering novel IL-tolerant cellulases. Our platform only requires straightforward liquid-handling steps and allows the integration of biomass regeneration, washing, saccharification, and imaging steps in a single microtiter plate. The proposed method can be used to screen individual cellulases as well as to develop novel cellulase cocktails.


Asunto(s)
Biomasa , Biotecnología/métodos , Celulasa/metabolismo , Lignina/metabolismo , Metabolismo de los Hidratos de Carbono/efectos de los fármacos , Celulosa/ultraestructura , Conductividad Eléctrica , Hidrólisis/efectos de los fármacos , Líquidos Iónicos/farmacología , Cinética , Miniaturización , Modelos Químicos , Factores de Tiempo
18.
J Vis Exp ; (45)2010 Nov 01.
Artículo en Inglés | MEDLINE | ID: mdl-21085100

RESUMEN

Meeting growing energy demands safely and efficiently is a pressing global challenge. Therefore, research into biofuels production that seeks to find cost-effective and sustainable solutions has become a topical and critical task. Lignocellulosic biomass is poised to become the primary source of biomass for the conversion to liquid biofuels. However, the recalcitrance of these plant cell wall materials to cost-effective and efficient degradation presents a major impediment for their use in the production of biofuels and chemicals. In particular, lignin, a complex and irregular poly-phenylpropanoid heteropolymer, becomes problematic to the postharvest deconstruction of lignocellulosic biomass. For example in biomass conversion for biofuels, it inhibits saccharification in processes aimed at producing simple sugars for fermentation. The effective use of plant biomass for industrial purposes is in fact largely dependent on the extent to which the plant cell wall is lignified. The removal of lignin is a costly and limiting factor and lignin has therefore become a key plant breeding and genetic engineering target in order to improve cell wall conversion. Analytical tools that permit the accurate rapid characterization of lignification of plant cell walls become increasingly important for evaluating a large number of breeding populations. Extractive procedures for the isolation of native components such as lignin are inevitably destructive, bringing about significant chemical and structural modifications. Analytical chemical in situ methods are thus invaluable tools for the compositional and structural characterization of lignocellulosic materials. Raman microscopy is a technique that relies on inelastic or Raman scattering of monochromatic light, like that from a laser, where the shift in energy of the laser photons is related to molecular vibrations and presents an intrinsic label-free molecular "fingerprint" of the sample. Raman microscopy can afford non-destructive and comparatively inexpensive measurements with minimal sample preparation, giving insights into chemical composition and molecular structure in a close to native state. Chemical imaging by confocal Raman microscopy has been previously used for the visualization of the spatial distribution of cellulose and lignin in wood cell walls. Based on these earlier results, we have recently adopted this method to compare lignification in wild type and lignin-deficient transgenic Populus trichocarpa (black cottonwood) stem wood. Analyzing the lignin Raman bands in the spectral region between 1,600 and 1,700 cm⁻¹, lignin signal intensity and localization were mapped in situ. Our approach visualized differences in lignin content, localization, and chemical composition. Most recently, we demonstrated Raman imaging of cell wall polymers in Arabidopsis thaliana with lateral resolution that is sub-µm. Here, this method is presented affording visualization of lignin in plant cell walls and comparison of lignification in different tissues, samples or species without staining or labeling of the tissues.


Asunto(s)
Lignina/metabolismo , Plantas/metabolismo , Espectrometría Raman/métodos , Pared Celular/química , Pared Celular/metabolismo , Lignina/química , Plantas/química
19.
Acc Chem Res ; 35(6): 404-12, 2002 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-12069625

RESUMEN

Simulated annealing, in the form of temperature-controlled molecular dynamics, has been successfully applied to macromolecular X-ray structure optimization. The theory and practice of the method are reviewed, and some recent improvements are described.


Asunto(s)
Biopolímeros/química , Simulación por Computador , Difracción de Rayos X/métodos , Estructura Molecular , Movimiento (Física) , Temperatura
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