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1.
Crit Rev Biotechnol ; 43(7): 1063-1072, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-35994297

RESUMEN

Odd-chain fatty acids (OcFAs) and their derivatives have attracted great interest due to their wide applications in the food, pharmaceutical and petrochemical industries. Microorganisms can naturally de novo produce fatty acids (FAs), where mainly, even-chain with acetyl-CoA instead of odd-chain with propionyl-CoA is used as the primer. Usually, the absence of the precursor propionyl-CoA is considered the main reason that limits the efficient production of OcFAs. It is thus crucial to explore/evaluate/identify promising propionyl-CoA biosynthetic pathways to achieve large-scale biosynthesis of OcFAs. This review discusses the latest advances in microbial metabolism engineering toward producing propionyl-CoA and considers future research directions and challenges toward optimized production of OcFAs.

2.
Front Genet ; 15: 1363896, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38444760

RESUMEN

Introduction: As the evaluation indices, cancer grading and subtyping have diverse clinical, pathological, and molecular characteristics with prognostic and therapeutic implications. Although researchers have begun to study cancer differentiation and subtype prediction, most of relevant methods are based on traditional machine learning and rely on single omics data. It is necessary to explore a deep learning algorithm that integrates multi-omics data to achieve classification prediction of cancer differentiation and subtypes. Methods: This paper proposes a multi-omics data fusion algorithm based on a multi-view graph neural network (MVGNN) for predicting cancer differentiation and subtype classification. The model framework consists of a graph convolutional network (GCN) module for learning features from different omics data and an attention module for integrating multi-omics data. Three different types of omics data are used. For each type of omics data, feature selection is performed using methods such as the chi-square test and minimum redundancy maximum relevance (mRMR). Weighted patient similarity networks are constructed based on the selected omics features, and GCN is trained using omics features and corresponding similarity networks. Finally, an attention module integrates different types of omics features and performs the final cancer classification prediction. Results: To validate the cancer classification predictive performance of the MVGNN model, we conducted experimental comparisons with traditional machine learning models and currently popular methods based on integrating multi-omics data using 5-fold cross-validation. Additionally, we performed comparative experiments on cancer differentiation and its subtypes based on single omics data, two omics data, and three omics data. Discussion: This paper proposed the MVGNN model and it performed well in cancer classification prediction based on multiple omics data.

3.
Bioresour Bioprocess ; 10(1): 33, 2023 May 24.
Artículo en Inglés | MEDLINE | ID: mdl-38647598

RESUMEN

The 3-Hydroxypropionic acid (3-HP) pathway is one of the six known natural carbon fixation pathways, in which the carbon species used is bicarbonate. It has been considered to be the most suitable pathway for aerobic CO2 fixation among the six natural carbon fixation pathways. Mesaconate is a high value-added derivative in the 3-HP pathway and can be used as a co-monomer to produce fire-retardant materials and hydrogels. In this study, we use mesaconate as a reporting compound to evaluate the construction and optimization of the sub-part of the 3-HP pathway in Saccharomyces cerevisiae. Combined with fine-tuning of the malonyl-CoA reductase (MCR-C and MCR-N) expression level and optimization of 3-Hydroxypropionyl-CoA synthase, the 3-HP sub-pathway was optimized using glucose or ethanol as the substrate, with the productions of mesaconate reaching 90.78 and 61.2 mg/L, respectively.

4.
Bioresour Technol ; 364: 128095, 2022 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-36220528

RESUMEN

The intensifying impact of green-house gas (GHG) emission on environment and climate change has attracted increasing attention, and biorefinery represents one of the most effective routes for reducing GHG emissions from human activities. However, this requires a shift for microbial fermentation from the current use of sugars to the use of biomass, and even better to the primary fixation of single carbon (C1) compounds. Here how microorganisms can be engineered for fixation and conversion of C1 compounds into metabolites that can serve as fuels and platform chemicals are reviewed. Meanwhile, key factors for utilization of these different pathways are discussed, followed by challenges and barriers for the development of C1-based biorefinery.

5.
ACS Synth Biol ; 10(9): 2351-2358, 2021 09 17.
Artículo en Inglés | MEDLINE | ID: mdl-34445867

RESUMEN

Euphol is a euphane-type tetracyclic triterpene which is primarily found in the Euphorbia genus. Euphol has been renowned because of its great potential as a promising anticancer drug. Surprisingly, despite its diverse antitumor effects, the respective gene for euphol biosynthesis had not been identified until this study. In our experiments with Euphorbia tirucalli, euphol was detected predominantly in latex, the element that is often used for cancer treatments in Brazil. Two latex-specifically expressed oxidosqualene cyclases (OSCs) from E. tirucalli, designated as EtOSC5 and EtOSC6, were functionally characterized by expression in a lanosterol synthase knockout yeast strain GIL77. EtOSC5 produces euphol and its 20S-isomer tirucallol as two of the major products, while EtOSC6 produces taraxasterol and ß-amyrin as the major products. These four compounds were also detected as the major triterpenes in the E. tirucalli latex, suggesting that EtOSC5 and EtOSC6 are the primary catalysts for the formation of E. tirucalli latex triterpene alcohols. Based on a model structure of EtOSC5 followed with site-mutagenesis experiments, the mechanism for the EtOSC5 activity was proposed. By applying state-of-the-art engineering techniques, the expression of EtOSC5 together with three other known precursor genes were chromosomally integrated into Saccharomyces cerevisiae. The resulting engineered yeast strain YS5E-1 produced 1.84 ± 0.17 mg/L of euphol in shake flasks.


Asunto(s)
Antineoplásicos/metabolismo , Lanosterol/análogos & derivados , Saccharomyces cerevisiae/química , Antineoplásicos/análisis , Antineoplásicos/química , Euphorbia/enzimología , Cromatografía de Gases y Espectrometría de Masas , Transferasas Intramoleculares/genética , Lanosterol/análisis , Lanosterol/biosíntesis , Lanosterol/química , Proteínas de Plantas/genética , Saccharomyces cerevisiae/metabolismo , Triterpenos/química , Triterpenos/metabolismo
6.
Sci Rep ; 9(1): 2992, 2019 02 28.
Artículo en Inglés | MEDLINE | ID: mdl-30816209

RESUMEN

Lupeol is a pentacyclic triterpene that shows a variety of pharmacological properties. Compared to engineering the production of sesquiterpenes and diterpenes, it is much more challenging to engineer the biosynthesis of triterpenes in microbial platforms. This study showed our efforts on engineering the triterpene pathway in Escherichia coli and Saccharomyces cerevisiae cells by recruiting the codon-optimized three lupeol pathway genes from different organisms. By comparing their activities with their respective counterparts, the squalene synthase from Thermosynechococcus elongates (tSQS), the squalene epoxidase from Rattus norvegicus (rSE) and the lupeol synthase from Olea europaea (OeLUP) were introduced into E. coli BL21(DE3), a break-through from zero was observed for lupeol biosynthesis in a prokaryotic host. We also assessed the lupeol pathway under two different yeast backgrounds-WAT11 and EPY300, and have found that the engineered strains based on EPY300, named ECHHOe, processed the best lupeol-producing ability with the maximum lupeol titer being 200.1 mg l-1 at 30 °C in a 72 h-flask culture, which so far was the highest amount of lupeol obtained by a microbial system and provides a basis for further industrial application of lupeol in the future.


Asunto(s)
Proteínas Bacterianas/genética , Microbiología Industrial/métodos , Triterpenos Pentacíclicos/metabolismo , Proteínas de Plantas/genética , Saccharomyces cerevisiae/metabolismo , Animales , Proteínas Bacterianas/metabolismo , Clonación Molecular/métodos , Cianobacterias/enzimología , Cianobacterias/genética , Farnesil Difosfato Farnesil Transferasa/genética , Farnesil Difosfato Farnesil Transferasa/metabolismo , Transferasas Intramoleculares/genética , Transferasas Intramoleculares/metabolismo , Olea/enzimología , Olea/genética , Proteínas de Plantas/metabolismo , Ratas , Saccharomyces cerevisiae/genética , Escualeno-Monooxigenasa/genética , Escualeno-Monooxigenasa/metabolismo , Thermosynechococcus
7.
Genes (Basel) ; 9(1)2018 Jan 15.
Artículo en Inglés | MEDLINE | ID: mdl-29342957

RESUMEN

Phytochemical analysis of different Euphorbia tirucalli tissues revealed a contrasting tissue-specificity for the biosynthesis of euphol and ß-sitosterol, which represent the two pharmaceutically active steroids in E. tirucalli. To uncover the molecular mechanism underlying this tissue-specificity for phytochemicals, a comprehensive E. tirucalli transcriptome derived from its root, stem, leaf and latex was constructed, and a total of 91,619 unigenes were generated with 51.08% being successfully annotated against the non-redundant (Nr) protein database. A comparison of the transcriptome from different tissues discovered members of unigenes in the upstream steps of sterol backbone biosynthesis leading to this tissue-specific sterol biosynthesis. Among them, the putative oxidosqualene cyclase (OSC) encoding genes involved in euphol synthesis were notably identified, and their expressions were significantly up-regulated in the latex. In addition, genome-wide differentially expressed genes (DEGs) in the different E. tirucalli tissues were identified. The cluster analysis of those DEGs showed a unique expression pattern in the latex compared with other tissues. The DEGs identified in this study would enrich the insights of sterol biosynthesis and the regulation mechanism of this latex-specificity.

8.
Sci Rep ; 6: 21672, 2016 Feb 22.
Artículo en Inglés | MEDLINE | ID: mdl-26899227

RESUMEN

Caldicellulosiruptor kronotskyensis grows on lignocellulosic biomass by the catalysis of intrinsic glycoside hydrolase, and has potential application for consolidated bioprocessing. In current study, two predicted extra- (Xyn10A) and intracellular (Xyn10B) xylanase from C. kronotskyensis were comparatively characterized. Xyn10A and Xyn10B share GH10 catalytic domain with similarity of 41%, while the former contains two tandem N-terminus CBM22s. Xyn10A showed higher hydrolytic capability than Xyn10B on both beechwood xylan (BWX) and oat spelt xylan (OSX). Truncation mutation experiments revealed the importance of CBMs for hydrolytic activity, substrate binding and thermostability of Xyn10A.While the quantity of CBM was not directly related to bind and thermostability. Although CBM was considered to be crucial for substrate binding, Xyn10B and Xyn10A as well as truncations performed similar binding affinity to insoluble substrate OSX. Analysis of point mutation revealed similar key residues, Glu493, Glu601 and Trp658 for Xyn10A and Glu139, Glu247 and Trp305 for Xyn10B. Both Xyn10A and Xyn10B exhibited hydrolytic activity on the mechanical pretreated corncob. After pre-digested by Xyn10A or Xyn10B, the micropores inthe the mechanical pretreated corncob were observed, which enhanced the accessibility for cellulase. Compared with corncob hydrolyzed with cellulase alone, enhanced hydrolytic performance of was observed after pre-digestion by Xyn10A or Xyn10B.


Asunto(s)
Proteínas Bacterianas/química , Clostridiales/enzimología , Endo-1,4-beta Xilanasas/química , Lignina/metabolismo , Secuencia de Aminoácidos , Proteínas Bacterianas/genética , Proteínas Bacterianas/metabolismo , Biocatálisis , Biomasa , Dominio Catalítico , Clonación Molecular , Clostridiales/genética , Endo-1,4-beta Xilanasas/genética , Endo-1,4-beta Xilanasas/metabolismo , Estabilidad de Enzimas , Escherichia coli/genética , Escherichia coli/metabolismo , Expresión Génica , Calor , Isoenzimas/química , Isoenzimas/genética , Isoenzimas/metabolismo , Cinética , Modelos Moleculares , Mutación , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Homología de Secuencia de Aminoácido , Especificidad por Sustrato
9.
Biotechnol Biofuels ; 8: 131, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-26322125

RESUMEN

BACKGROUND: Pretreatment is currently the common approach for improving the efficiency of enzymatic hydrolysis on lignocellulose. However, the pretreatment process is expensive and will produce inhibitors such as furan derivatives and phenol derivatives. If the lignocellulosic biomass can efficiently be saccharified by enzymolysis without pretreatment, the bioconversion process would be simplified. The genus Caldicellulosiruptor, an obligatory anaerobic and extreme thermophile can produce a diverse set of glycoside hydrolases (GHs) for deconstruction of lignocellulosic biomass. It gives potential opportunities for improving the efficiency of converting native lignocellulosic biomass to fermentable sugars. RESULTS: Both of the extracellular (extra-) and intracellular (intra-) enzymes of C. owensensis cultivated on corncob xylan or xylose had cellulase (including endoglucanase, cellobiohydrolase and ß-glucosidase) and hemicellulase (including xylanase, xylosidase, arabinofuranosidase and acetyl xylan esterase) activities. The enzymes of C. owensensis had high ability for degrading hemicellulose of native corn stover and corncob with the conversion rates of xylan 16.7 % and araban 60.0 %. Moreover, they had remarkable synergetic function with the commercial enzyme cocktail Cellic CTec2 (Novoyzmes). When the native corn stover and corncob were respectively, sequentially hydrolyzed by the extra-enzymes of C. owensensis and CTec2, the glucan conversion rates were 31.2 and 37.9 %,which were 1.7- and 1.9-fold of each control (hydrolyzed by CTec2 alone), whereas the glucan conversion rates of the steam-exploded corn stover and corncob hydrolyzed by CTec2 alone on the same loading rate were 38.2 and 39.6 %, respectively. These results show that hydrolysis by the extra-enzyme of C. owensensis made almost the same contribution as steam-exploded pretreatment on degradation of native lignocellulosic biomass. A new process for saccharification of lignocellulosic biomass by sequential hydrolysis is demonstrated in the present research, namely hyperthermal enzymolysis (70-80 °C) by enzymes of C. owensensis followed with mesothermal enzymolysis (50-55 °C) by commercial cellulase. This process has the advantages of no sugar loss, few inhibitors generation and consolidated with sterilization. CONCLUSIONS: The enzymes of C. owensensis demonstrated an enhanced ability to degrade the hemicellulose of native lignocellulose. The pretreatment and detoxification steps may be removed from the bioconversion process of the lignocellulosic biomass by using the enzymes from C. owensensis.

10.
PLoS One ; 9(9): e106482, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-25184498

RESUMEN

Caldicellulosiruptor lactoaceticus 6A, an anaerobic and extremely thermophilic bacterium, uses natural xylan as carbon source. The encoded genes of C. lactoaceticus 6A for glycoside hydrolase (GH) provide a platform for xylan degradation. The GH family 10 xylanase (Xyn10A) and GH67 α-glucuronidase (Agu67A) from C. lactoaceticus 6A were heterologously expressed, purified and characterized. Both Xyn10A and Agu67A are predicted as intracellular enzymes as no signal peptides identified. Xyn10A and Agu67A had molecular weight of 47.0 kDa and 80.0 kDa respectively as determined by SDS-PAGE, while both appeared as homodimer when analyzed by gel filtration. Xyn10A displayed the highest activity at 80 °C and pH 6.5, as 75 °C and pH 6.5 for Agu67A. Xyn10A had good stability at 75 °C, 80 °C, and pH 4.5-8.5, respectively, and was sensitive to various metal ions and reagents. Xyn10A possessed hydrolytic activity towards xylo-oligosaccharides (XOs) and beechwood xylan. At optimum conditions, the specific activity of Xyn10A was 44.6 IU/mg with beechwood xylan as substrate, and liberated branched XOs, xylobiose, and xylose. Agu67A was active on branched XOs with methyl-glucuronic acids (MeGlcA) sub-chains, and primarily generated XOs equivalents and MeGlcA. The specific activity of Agu67A was 1.3 IU/mg with aldobiouronic acid as substrate. The synergistic action of Xyn10A and Agu67A was observed with MeGlcA branched XOs and xylan as substrates, both backbone and branched chain of substrates were degraded, and liberated xylose, xylobiose, and MeGlcA. The synergism of Xyn10A and Agu67A provided not only a thermophilic method for natural xylan degradation, but also insight into the mechanisms for xylan utilization of C. lactoaceticus.


Asunto(s)
Bacterias/enzimología , Endo-1,4-beta Xilanasas/biosíntesis , Glicósido Hidrolasas/genética , Bacterias/genética , Clonación Molecular , Endo-1,4-beta Xilanasas/genética , Endo-1,4-beta Xilanasas/metabolismo , Regulación Bacteriana de la Expresión Génica , Glucuronatos/metabolismo , Glicósido Hidrolasas/biosíntesis , Glicósido Hidrolasas/química , Glicósido Hidrolasas/metabolismo , Especificidad por Sustrato , Temperatura , Xilanos/química , Xilanos/metabolismo , Xilosa/metabolismo
11.
PLoS One ; 9(8): e105264, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-25127169

RESUMEN

The xylanolytic extremely thermophilic bacterium Caldicellulosiruptor owensensis provides a promising platform for xylan utilization. In the present study, two novel xylanolytic enzymes, GH10 endo-ß-1,4-xylanase (Coxyn A) and GH39 ß-1,4-xylosidase (Coxyl A) encoded in one gene cluster of C.owensensis were heterogeneously expressed and biochemically characterized. The optimum temperature of the two xylanlytic enzymes was 75°C, and the respective optimum pH for Coxyn A and Coxyl A was 7.0 and 5.0. The difference of Coxyn A and Coxyl A in solution was existing as monomer and homodimer respectively, it was also observed in predicted secondary structure. Under optimum condition, the catalytic efficiency (kcat/Km) of Coxyn A was 366 mg ml(-1) s(-1) on beechwood xylan, and the catalytic efficiency (kcat/Km) of Coxyl A was 2253 mM(-1) s(-1) on pNP-ß-D-xylopyranoside. Coxyn A degraded xylan to oligosaccharides, which were converted to monomer by Coxyl A. The two intracellular enzymes might be responsible for xylooligosaccharides utilization in C.owensensis, also provide a potential way for xylan degradation in vitro.


Asunto(s)
Proteínas Bacterianas/química , Endo-1,4-beta Xilanasas/química , Firmicutes/enzimología , Secuencia de Aminoácidos , Proteínas Bacterianas/genética , Biocatálisis , Dominio Catalítico , Clonación Molecular , Secuencia Conservada , Endo-1,4-beta Xilanasas/genética , Estabilidad de Enzimas , Firmicutes/genética , Concentración de Iones de Hidrógeno , Hidrólisis , Cinética , Datos de Secuencia Molecular , Familia de Multigenes , Filogenia , Estructura Cuaternaria de Proteína , Homología de Secuencia de Aminoácido , Xilanos/química
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