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1.
Chembiochem ; : e202400456, 2024 Jul 22.
Artigo em Inglês | MEDLINE | ID: mdl-39036936

RESUMO

Enzymatic degradation of polymers holds promise for advancing towards a bio-based economy. However, bulky polymers presents challenges in accessibility for biocatalysts, hindering depolymerization reactions. Beyond the impact of crystallinity, polymer chains can reside in different conformations affecting binding efficiency to the enzyme. We previously showed that the gauche and trans chain conformers associated with crystalline and amorphous regions of the synthetic polyethylene terephthalate (PET) display different affinity to PETase, thus affecting the depolymerization rate. However, structural-function relationships for biopolymers remain poorly understood in biocatalysis. In this study, we explored biodegradation of by-us previously synthesized bio-polyesters made from a rigid bicyclic chiral terpene-based diol and copolymerized with various renewable diesters. Herein, four of those polyesters spanning from semi-aromatic to aliphatic were subjected to enzymatic degradations in concert with induced-fit docking (IFD) analyses. Our findings demonstrate the importance of conformational selection in enzymatic depolymerization of biopolymers. A straight or twisted conformation of the polymer chain is crucial in biocatalytic degradation by showing different affinities to enzyme ground-state conformers. This work highlights the importance of considering the conformational match between the polymer and the enzyme to optimize the biocatalytic degradation efficiency of biopolymers, providing valuable insights for the development of sustainable bioprocesses.

2.
Faraday Discuss ; 252(0): 387-402, 2024 Sep 11.
Artigo em Inglês | MEDLINE | ID: mdl-38864456

RESUMO

More than 8 billion tons of plastic waste has been generated, posing severe environmental consequences and health risks. Due to prolonged exposure, microplastic particles are found in human blood and other bodily fluids. Despite a lack of toxicity studies regarding microplastics, harmful effects for humans seem plausible and cannot be excluded. As small plastic particles readily translocate from the gut to body fluids, enzyme-based treatment of serum could constitute a promising future avenue to clear synthetic polymers and their corresponding oligomers via their degradation into monomers of lower toxicity than the material they originate from. Still, whereas it is known that the enzymatic depolymerization rate of synthetic polymers varies by orders of magnitude depending on the buffer and media composition, the activity of plastic-degrading enzymes in serum was unknown. Here, we report how an engineered PETase, which we show to be generally trans-selective via induced fit docking, can depolymerize two different microplastic-like substrates of the commodity polymer polyethylene terephthalate (PET) into its non-toxic monomer terephthalic acid (TPA) alongside mono(2-hydroxyethyl)terephthalate (MHET) in human serum at 37 °C. We show that the application of PETase does not influence cell viability in vitro. Our work highlights the potential of applying biocatalysis in biomedicine and represents a first step towards finding a future solution to the problem that microplastics in the bloodstream may pose.


Assuntos
Microplásticos , Polietilenotereftalatos , Humanos , Polietilenotereftalatos/química , Polietilenotereftalatos/metabolismo , Microplásticos/química , Burkholderiales/química , Burkholderiales/metabolismo , Ácidos Ftálicos/química , Ácidos Ftálicos/metabolismo
3.
J Am Chem Soc ; 143(10): 3794-3807, 2021 03 17.
Artigo em Inglês | MEDLINE | ID: mdl-33496585

RESUMO

Structural information is crucial for understanding catalytic mechanisms and to guide enzyme engineering efforts of biocatalysts, such as terpene cyclases. However, low sequence similarity can impede homology modeling, and inherent protein instability presents challenges for structural studies. We hypothesized that X-ray crystallography of engineered thermostable ancestral enzymes can enable access to reliable homology models of extant biocatalysts. We have applied this concept in concert with molecular modeling and enzymatic assays to understand the structure activity relationship of spiroviolene synthase, a class I terpene cyclase, aiming to engineer its specificity. Engineering a surface patch in the reconstructed ancestor afforded a template structure for generation of a high-confidence homology model of the extant enzyme. On the basis of structural considerations, we designed and crystallized ancestral variants with single residue exchanges that exhibited tailored substrate specificity and preserved thermostability. We show how the two single amino acid alterations identified in the ancestral scaffold can be transferred to the extant enzyme, conferring a specificity switch that impacts the extant enzyme's specificity for formation of the diterpene spiroviolene over formation of sesquiterpenes hedycaryol and farnesol by up to 25-fold. This study emphasizes the value of ancestral sequence reconstruction combined with enzyme engineering as a versatile tool in chemical biology.


Assuntos
Alquil e Aril Transferases/metabolismo , Engenharia de Proteínas , Alquil e Aril Transferases/química , Alquil e Aril Transferases/genética , Biocatálise , Cristalografia por Raios X , Ciclização , Diterpenos/química , Diterpenos/metabolismo , Mutagênese Sítio-Dirigida , Conformação Proteica , Sesquiterpenos/química , Sesquiterpenos/metabolismo , Especificidade por Substrato
4.
Appl Microbiol Biotechnol ; 105(5): 2003-2015, 2021 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-33582834

RESUMO

Phenylobacterium immobile strain E is a soil bacterium with a striking metabolism relying on xenobiotics, such as the herbicide pyrazon, as sole carbon source instead of more bioavailable molecules. Pyrazon is a heterocyclic aromatic compound of environmental concern and its biodegradation pathway has only been reported in P. immobile. The multicomponent pyrazon oxygenase (PPO), a Rieske non-heme iron oxygenase, incorporates molecular oxygen at the 2,3 position of the pyrazon phenyl moiety as first step of degradation, generating a cis-dihydrodiendiol. The aim of this work was to identify the genes encoding for each one of the PPO components and enable their functional assembly in Escherichia coli. P. immobile strain E genome sequencing revealed genes encoding for RO components, such as ferredoxin-, reductase-, α- and ß-subunits of an oxygenase. Though, P. immobile E displays three prominent differences with respect to the ROs currently characterized: (1) an operon-like organization for PPO is absent, (2) all the elements are randomly scattered in its DNA, (3) not only one, but 19 different α-subunits are encoded in its genome. Herein, we report the identification of the PPO components involved in pyrazon cis-dihydroxylation in P. immobile, its appropriate assembly, and its functional reconstitution in E. coli. Our results contributes with the essential missing pieces to complete the overall elucidation of the PPO from P. immobile. KEY POINTS: • Phenylobacterium immobile E DSM 1986 harbors the only described pyrazon oxygenase (PPO). • We elucidated the genes encoding for all PPO components. • Heterologous expression of PPO enabled pyrazon dihydroxylation in E. coli JW5510.


Assuntos
Escherichia coli , Oxigenases , Caulobacteraceae , Escherichia coli/genética , Ferro , Oxigenases/genética , Piridazinas
5.
Chembiochem ; 20(13): 1664-1671, 2019 07 01.
Artigo em Inglês | MEDLINE | ID: mdl-30793830

RESUMO

Significantly increased production of biobased polymers is a prerequisite to replace petroleum-based materials towards reaching a circular bioeconomy. However, many renewable building blocks from wood and other plant material are not directly amenable for polymerization, due to their inert backbones and/or lack of functional group compatibility with the desired polymerization type. Based on a retro-biosynthetic analysis of polyesters, a chemoenzymatic route from (-)-α-pinene towards a verbanone-based lactone, which is further used in ring-opening polymerization, is presented. Generated pinene-derived polyesters showed elevated degradation and glass transition temperatures, compared with poly(ϵ-decalactone), which lacks a ring structure in its backbone. Semirational enzyme engineering of the cyclohexanone monooxygenase from Acinetobacter calcoaceticus enabled the biosynthesis of the key lactone intermediate for the targeted polyester. As a proof of principle, one enzyme variant identified from screening in a microtiter plate was used in biocatalytic upscaling, which afforded the bicyclic lactone in 39 % conversion in shake flask scale reactions.


Assuntos
Monoterpenos Bicíclicos/química , Poliésteres/síntese química , Animais , Catalase/química , Bovinos , Escherichia coli/enzimologia , Glucose 1-Desidrogenase/química , Oxigenases de Função Mista/química , Polimerização
8.
Z Naturforsch C J Biosci ; 74(3-4): 91-100, 2019 Feb 25.
Artigo em Inglês | MEDLINE | ID: mdl-30789828

RESUMO

Accelerated generation of bio-based materials is vital to replace current synthetic polymers obtained from petroleum with more sustainable options. However, many building blocks available from renewable resources mainly contain unreactive carbon-carbon bonds, which obstructs their efficient polymerization. Herein, we highlight the potential of applying biocatalysis to afford tailored functionalization of the inert carbocyclic core of multicyclic terpenes toward advanced materials. As a showcase, we unlock the inherent monomer reactivity of norcamphor, a bicyclic ketone used as a monoterpene model system in this study, to afford polyesters with unprecedented backbones. The efficiencies of the chemical and enzymatic Baeyer-Villiger transformation in generating key lactone intermediates are compared. The concepts discussed herein are widely applicable for the valorization of terpenes and other cyclic building blocks using chemoenzymatic strategies.


Assuntos
Lactonas/química , Norbornanos/química , Oxirredutases/química , Poliésteres/síntese química , Terpenos/química , Biocatálise , Ciclização , Humanos , Lactonas/metabolismo , Norbornanos/metabolismo , Oxirredução , Oxirredutases/metabolismo , Poliésteres/metabolismo , Polimerização , Prenilação , Terpenos/metabolismo
9.
J Org Chem ; 83(21): 13543-13548, 2018 11 02.
Artigo em Inglês | MEDLINE | ID: mdl-30256635

RESUMO

The molecular mechanisms conferring high resistance of planar tertiary amide bonds to hydrolysis by most enzymes have remained elusive. To provide a chemical explanation to this unresolved puzzle, UB3LYP calculations were performed on an active site model of Xaa-Pro peptidases. The calculated reaction mechanism demonstrates that biocatalysts capable of tertiary amide bond hydrolysis capitalize on anti nucleophilic attack and protonation of the amide nitrogen, in contrast to the traditional syn displayed by amidases and proteases acting on secondary amide bonds.

10.
Chembiochem ; 18(23): 2301-2305, 2017 12 05.
Artigo em Inglês | MEDLINE | ID: mdl-28980755

RESUMO

Terpenes represent one of the most diversified classes of natural products with potent biological activities. The key to the myriad of polycyclic terpene skeletons with crucial functions in organisms from all kingdoms of life are terpene cyclase enzymes. These biocatalysts enable stereospecific cyclization of relatively simple, linear, prefolded polyisoprenes by highly complex, partially concerted, electrophilic cyclization cascades that remain incompletely understood. Herein, additional mechanistic light is shed on terpene biosynthesis by kinetic studies in mixed H2 O/D2 O buffers of a class II bacterial ent-copalyl diphosphate synthase. Mass spectrometry determination of the extent of deuterium incorporation in the bicyclic product, reminiscent of initial carbocation formation by protonation, resulted in a large kinetic isotope effect of up to seven. Kinetic analysis at different temperatures confirmed that the isotope effect was independent of temperature, which is consistent with hydrogen tunneling.


Assuntos
Alquil e Aril Transferases/metabolismo , Proteínas de Bactérias/metabolismo , Terpenos/metabolismo , Ciclização , Óxido de Deutério/química , Cinética , Prótons , Streptomyces/enzimologia , Temperatura , Terpenos/química
11.
Biomacromolecules ; 18(12): 4271-4280, 2017 Dec 11.
Artigo em Inglês | MEDLINE | ID: mdl-29131581

RESUMO

Peptides are often attached to polymer materials, as bioactive components, for the control of interactions between the material and its surrounding proteins and cells. However, synthesizing peptides and attaching them to polymers can be challenging and laborious. Herein, we describe the grafting of oligopeptides to an aliphatic polyester, using a one-step chemo-enzymatic synthesis with papain as the biocatalyst. To enable enzyme-mediated functionalization of the polyester, ethyl hept-6-enoylalaninate (grafter) was synthesized and attached to polylactide chains using thiol-ene click reactions. The oligopeptides were grafted onto the polylactide chains using two different synthetic routes: the grafting from strategy, in which the grafter was attached to the polyester prior to oligopeptide synthesis, or the grafting to strategy, in which oligopeptides were synthesized on the grafter first, then attached to the polymer chain. The final products were analyzed and their structures were confirmed using nuclear magnetic resonance (NMR). The peptide attachment was evaluated using size exclusion chromatography (SEC), contact angle measurement and energy-dispersive X-ray spectroscopy-scanning electron microscopy (EDS-SEM). Furthermore, the mechanistic aspects of the synthesis of the oligopeptides on the grafter were studied using molecular dynamics (MD) simulations. The simulation revealed that hydrogen bonding (between the P1 amide nitrogen of the grafter backbone and the carbonyl oxygen of D158 in the papain) maintain the grafter in a productive conformation to stabilize the transition state of nitrogen inversion, a key step of the biocatalytic mechanism. Apart from being biologically relevant, both experimental and computational results suggest that the designed grafter is a good template for initiating chemo-enzymatic synthesis. The results also showed that the grafting to strategy was more successful compared to the grafting from strategy. Overall, a successful synthesis of predefined peptide functionalized polylactide was prepared, where the oligopeptides were grafted in an easy, time efficient, and environmentally friendly way.


Assuntos
Oligopeptídeos/química , Poliésteres/química , Materiais Biocompatíveis/química , Cromatografia em Gel/métodos , Espectroscopia de Ressonância Magnética/métodos , Polímeros/química , Propriedades de Superfície
12.
Protein Expr Purif ; 115: 46-53, 2015 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25962741

RESUMO

The generation of multicyclic scaffolds from linear oxidosqualene by enzymatic polycyclization catalysis constitutes a cornerstone in biology for the generation of bioactive compounds. Human oxidosqualene cyclase (hOSC) is a membrane-bound triterpene cyclase that catalyzes the formation of the tetracyclic steroidal backbone, a key step in cholesterol biosynthesis. Protein expression of hOSC and other eukaryotic oxidosqualene cyclases has traditionally been performed in yeast and insect cells, which has resulted in protein yields of 2.7 mg protein/g cells (hOSC in Pichia pastoris) after 48 h of expression. Herein we present, to the best of our knowledge, the first functional expression of hOSC in the model organism Escherichia coli. Using a codon-optimized gene and a membrane extraction procedure for which detergent is immediately added after cell lysis, a protein yield of 2.9 mg/g bacterial cells was achieved after four hours of expression. It is envisaged that the isolation of high amounts of active eukaryotic oxidosqualene cyclase in an easy to handle bacterial system will be beneficial in pharmacological, biochemical and biotechnological applications.


Assuntos
Escherichia coli/genética , Transferases Intramoleculares/metabolismo , Proteínas Recombinantes/metabolismo , Cromatografia em Camada Fina , Cromatografia Gasosa-Espectrometria de Massas , Humanos , Transferases Intramoleculares/química , Transferases Intramoleculares/genética , Transferases Intramoleculares/isolamento & purificação , Lanosterol/metabolismo , Modelos Moleculares , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/isolamento & purificação
13.
Angew Chem Int Ed Engl ; 53(19): 4845-9, 2014 May 05.
Artigo em Inglês | MEDLINE | ID: mdl-24711227

RESUMO

Polycyclizations constitute a cornerstone of chemistry and biology. Multicyclic scaffolds are generated by terpene cyclase enzymes in nature through a carbocationic polycyclization cascade of a prefolded polyisoprene backbone, for which electrostatic stabilization of transient carbocationic species is believed to drive catalysis. Computational studies and site-directed mutagenesis were used to assess the contribution of entropy to the polycyclization cascade catalyzed by the triterpene cyclase from A. acidocaldarius. Our results show that entropy contributes significantly to the rate enhancement through the release of water molecules through specific channels. A single rational point mutation that results in the disruption of one of these water channels decreased the entropic contribution to catalysis by 60 kcal mol(-1) . This work demonstrates that entropy is the key to enzyme-catalyzed polycyclizations, which are highly relevant in biology since 90 % of all natural products contain a cyclic subunit.


Assuntos
Entropia , Terpenos/química , Catálise , Ciclização , História do Século XVII
14.
Methods Enzymol ; 699: 311-341, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38942509

RESUMO

Terpenes constitute one of the largest family of natural products with potent applications as renewable platform chemicals and medicines. The low activity, selectivity and stability displayed by terpene biosynthetic machineries can constitute an obstacle towards achieving expedient biosynthesis of terpenoids in processes that adhere to the 12 principles of green chemistry. Accordingly, engineering of terpene synthase enzymes is a prerequisite for industrial biotechnology applications, but obstructed by their complex catalysis that depend on reactive carbocationic intermediates that are prone to undergo bifurcation mechanisms. Rational redesign of terpene synthases can be tedious and requires high-resolution structural information, which is not always available. Furthermore, it has proven difficult to link sequence space of terpene synthase enzymes to specific product profiles. Herein, the author shows how ancestral sequence reconstruction (ASR) can favorably be used as a protein engineering tool in the redesign of terpene synthases without the need of a structure, and without excessive screening. A detailed workflow of ASR is presented along with associated limitations, with a focus on applying this methodology on terpene synthases. From selected examples of both class I and II enzymes, the author advocates that ancestral terpene cyclases constitute valuable assets to shed light on terpene-synthase catalysis and in enabling accelerated biosynthesis.


Assuntos
Alquil e Aril Transferases , Engenharia de Proteínas , Terpenos , Alquil e Aril Transferases/metabolismo , Alquil e Aril Transferases/genética , Alquil e Aril Transferases/química , Terpenos/metabolismo , Terpenos/química , Engenharia de Proteínas/métodos , Evolução Molecular
15.
Chembiochem ; 14(4): 436-9, 2013 Mar 04.
Artigo em Inglês | MEDLINE | ID: mdl-23418022

RESUMO

PROMISCUOUS ENZYMES: The substrate promiscuity of squalene-hopene cyclases has been explored and applied in the enzyme-catalyzed synthesis of heterocyclic terpenoids. Features of this work include cyclization reactions without pyrophosphate activation, and stereospecific ring closure of substrates of varying chain length and terminal nucleophile. This provides a biocatalytic alternative to traditional chemical catalysts.


Assuntos
Alicyclobacillus/enzimologia , Transferases Intramoleculares/metabolismo , Terpenos/química , Terpenos/metabolismo , Alicyclobacillus/metabolismo , Ciclização , Modelos Moleculares , Especificidade por Substrato
16.
ChemSusChem ; 16(18): e202301237, 2023 Sep 22.
Artigo em Inglês | MEDLINE | ID: mdl-37679097

RESUMO

Invited for this month's cover is the groups of Prof. Minna Hakkarainen, Prof. István Furó and Assoc. Prof. Per-Olof Syrén at KTH Royal Institute of Technology. The image shows how microwave irradiation is an efficient pre-treatment method of polyethylene terephthalate (PET) for subsequent biocatalytic depolymerization. The Research Article itself is available at 10.1002/cssc.202300742.

17.
ChemSusChem ; 16(18): e202300742, 2023 Sep 22.
Artigo em Inglês | MEDLINE | ID: mdl-37384425

RESUMO

Recycling plastics is the key to reaching a sustainable materials economy. Biocatalytic degradation of plastics shows great promise by allowing selective depolymerization of man-made materials into constituent building blocks under mild aqueous conditions. However, insoluble plastics have polymer chains that can reside in different conformations and show compact secondary structures that offer low accessibility for initiating the depolymerization reaction by enzymes. In this work, we overcome these shortcomings by microwave irradiation as a pre-treatment process to deliver powders of polyethylene terephthalate (PET) particles suitable for subsequent biotechnology-assisted plastic degradation by previously generated engineered enzymes. An optimized microwave step resulted in 1400 times higher integral of released terephthalic acid (TPA) from high-performance liquid chromatography (HPLC), compared to original untreated PET bottle. Biocatalytic plastic hydrolysis of substrates originating from PET bottles responded to 78 % yield conversion from 2 h microwave pretreatment and 1 h enzymatic reaction at 30 °C. The increase in activity stems from enhanced substrate accessibility from the microwave step, followed by the administration of designer enzymes capable of accommodating oligomers and shorter chains released in a productive conformation.


Assuntos
Plásticos , Polietilenotereftalatos , Humanos , Plásticos/química , Plásticos/metabolismo , Plásticos/efeitos da radiação , Polietilenotereftalatos/química , Micro-Ondas , Polímeros/química , Hidrolases/metabolismo
18.
Enzyme Microb Technol ; 163: 110164, 2023 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-36455467

RESUMO

The development of biorefinery approaches is of great relevance for the sustainable production of valuable compounds. In accordance with circular economy principles, waste cooking oils (WCOs) are renewable resources and biorefinery feedstocks, which contribute to a reduced impact on the environment. Frequently, this waste is wrongly disposed of into municipal sewage systems, thereby creating problems for the environment and increasing treatment costs in wastewater treatment plants. In this study, regenerated WCOs, which were intended for the production of biofuels, were transformed through a chemo-enzymatic approach to produce hydroxy fatty acids, which were further used in polycondensation reaction for polyester production. Escherichia coli whole cell biocatalyst containing the recombinantly produced Elizabethkingia meningoseptica Oleate hydratase (Em_OhyA) was used for the biocatalytic hydration of crude WCOs-derived unsaturated free fatty acids for the production of hydroxy fatty acids. Further hydrogenation reaction and methylation of the crude mixture allowed the production of (R)- 10-hydroxystearic acid methyl ester that was further purified with a high purity (> 90%), at gram scale. The purified (R)- 10-hydroxystearic acid methyl ester was polymerized through a polycondensation reaction to produce the corresponding polyester. This work highlights the potential of waste products to obtain bio-based hydroxy fatty acids and polyesters through a biorefinery approach.


Assuntos
Ácidos Graxos , Poliésteres , Óleos , Biocombustíveis , Ácidos Graxos Insaturados , Culinária , Ésteres
19.
Nat Commun ; 14(1): 6527, 2023 10 16.
Artigo em Inglês | MEDLINE | ID: mdl-37845250

RESUMO

We report the application of ancestral sequence reconstruction on coronavirus spike protein, resulting in stable and highly soluble ancestral scaffold antigens (AnSAs). The AnSAs interact with plasma of patients recovered from COVID-19 but do not bind to the human angiotensin-converting enzyme 2 (ACE2) receptor. Cryo-EM analysis of the AnSAs yield high resolution structures (2.6-2.8 Å) indicating a closed pre-fusion conformation in which all three receptor-binding domains (RBDs) are facing downwards. The structures reveal an intricate hydrogen-bonding network mediated by well-resolved loops, both within and across monomers, tethering the N-terminal domain and RBD together. We show that AnSA-5 can induce and boost a broad-spectrum immune response against the wild-type RBD as well as circulating variants of concern in an immune organoid model derived from tonsils. Finally, we highlight how AnSAs are potent scaffolds by replacing the ancestral RBD with the wild-type sequence, which restores ACE2 binding and increases the interaction with convalescent plasma.


Assuntos
Enzima de Conversão de Angiotensina 2 , COVID-19 , Humanos , Soroterapia para COVID-19 , Ligação de Hidrogênio , Organoides , Glicoproteína da Espícula de Coronavírus/genética , Ligação Proteica
20.
Commun Biol ; 6(1): 947, 2023 09 18.
Artigo em Inglês | MEDLINE | ID: mdl-37723200

RESUMO

Metabolite-level regulation of enzyme activity is important for microbes to cope with environmental shifts. Knowledge of such regulations can also guide strain engineering for biotechnology. Here we apply limited proteolysis-small molecule mapping (LiP-SMap) to identify and compare metabolite-protein interactions in the proteomes of two cyanobacteria and two lithoautotrophic bacteria that fix CO2 using the Calvin cycle. Clustering analysis of the hundreds of detected interactions shows that some metabolites interact in a species-specific manner. We estimate that approximately 35% of interacting metabolites affect enzyme activity in vitro, and the effect is often minor. Using LiP-SMap data as a guide, we find that the Calvin cycle intermediate glyceraldehyde-3-phosphate enhances activity of fructose-1,6/sedoheptulose-1,7-bisphosphatase (F/SBPase) from Synechocystis sp. PCC 6803 and Cupriavidus necator in reducing conditions, suggesting a convergent feed-forward activation of the cycle. In oxidizing conditions, glyceraldehyde-3-phosphate inhibits Synechocystis F/SBPase by promoting enzyme aggregation. In contrast, the glycolytic intermediate glucose-6-phosphate activates F/SBPase from Cupriavidus necator but not F/SBPase from Synechocystis. Thus, metabolite-level regulation of the Calvin cycle is more prevalent than previously appreciated.


Assuntos
Bactérias , Gliceraldeído , Biotecnologia , Análise por Conglomerados , Gliceraldeído 3-Fosfato , Fosfatos
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