RESUMO
The introduction of AlphaFold 21 has spurred a revolution in modelling the structure of proteins and their interactions, enabling a huge range of applications in protein modelling and design2-6. Here we describe our AlphaFold 3 model with a substantially updated diffusion-based architecture that is capable of predicting the joint structure of complexes including proteins, nucleic acids, small molecules, ions and modified residues. The new AlphaFold model demonstrates substantially improved accuracy over many previous specialized tools: far greater accuracy for protein-ligand interactions compared with state-of-the-art docking tools, much higher accuracy for protein-nucleic acid interactions compared with nucleic-acid-specific predictors and substantially higher antibody-antigen prediction accuracy compared with AlphaFold-Multimer v.2.37,8. Together, these results show that high-accuracy modelling across biomolecular space is possible within a single unified deep-learning framework.
Assuntos
Aprendizado Profundo , Ligantes , Modelos Moleculares , Proteínas , Software , Humanos , Anticorpos/química , Anticorpos/metabolismo , Antígenos/metabolismo , Antígenos/química , Aprendizado Profundo/normas , Íons/química , Íons/metabolismo , Simulação de Acoplamento Molecular , Ácidos Nucleicos/química , Ácidos Nucleicos/metabolismo , Ligação Proteica , Conformação Proteica , Proteínas/química , Proteínas/metabolismo , Reprodutibilidade dos Testes , Software/normasRESUMO
The aggregation of amyloid-ß 42 (Aß42) is directly related to the pathogenesis of Alzheimer's disease. Here, we have investigated the early stages of the aggregation process, during which most of the cytotoxic species are formed. Aß42 aggregation kinetics, characterized by the quantification of Aß42 monomer consumption, were tracked by real-time solution NMR spectroscopy (RT-NMR) allowing the impact that low-molecular-weight (LMW) inhibitors and modulators exert on the aggregation process to be analysed. Distinct differences in the Aß42 kinetic profiles were apparent and were further investigated kinetically and structurally by using thioflavinâ T (ThT) and transmission electron microscopy (TEM), respectively. LMW inhibitors were shown to have a differential impact on early-state aggregation. Insight provided here could direct future therapeutic design based on kinetic profiling of the process of fibril formation.
Assuntos
Doença de Alzheimer , Peptídeos beta-Amiloides , Humanos , Cinética , Peptídeos beta-Amiloides/metabolismo , Doença de Alzheimer/tratamento farmacológico , Doença de Alzheimer/metabolismo , Fragmentos de Peptídeos/químicaRESUMO
Programming is a powerful and ubiquitous problem-solving tool. Systems that can assist programmers or even generate programs themselves could make programming more productive and accessible. Recent transformer-based neural network models show impressive code generation abilities yet still perform poorly on more complex tasks requiring problem-solving skills, such as competitive programming problems. Here, we introduce AlphaCode, a system for code generation that achieved an average ranking in the top 54.3% in simulated evaluations on recent programming competitions on the Codeforces platform. AlphaCode solves problems by generating millions of diverse programs using specially trained transformer-based networks and then filtering and clustering those programs to a maximum of just 10 submissions. This result marks the first time an artificial intelligence system has performed competitively in programming competitions.
RESUMO
DNA ligase seals nicks in dsDNA using chemical energy of the phosphoanhydride bond in ATP or NAD(+) and assistance of a divalent metal cofactor Mg(2+). Molecular details of ligase catalysis are essential for understanding the mechanism of metal-promoted phosphoryl transfer reactions in the living cell responsible for a wide range of processes, e.g., DNA replication and transcription, signaling and differentiation, energy coupling and metabolism. Here we report a single-turnover (31)P solid-state NMR study of adenylyl transfer catalyzed by DNA ligase from bacteriophage T4. Formation of a high-energy covalent ligase-nucleotide complex is triggered in situ by the photo release of caged Mg(2+), and sequentially formed intermediates are monitored by NMR. Analyses of reaction kinetics and chemical-shift changes indicate that the pentacoordinated phosphorane intermediate builds up to 35% of the total reacting species after 4-5 h of reaction. This is direct experimental evidence of the associative nature of adenylyl transfer catalyzed by DNA ligase. NMR spectroscopy in rotating solids is introduced as an analytical tool for recording molecular movies of reaction processes. Presented work pioneers a promising direction in structural studies of biochemical transformations.
Assuntos
Trifosfato de Adenosina/química , Bacteriófago T4/enzimologia , DNA Ligases/química , Catálise , DNA Ligases/metabolismo , Cinética , Magnésio/química , Magnésio/metabolismo , Espectroscopia de Ressonância Magnética , NAD/química , NAD/metabolismoRESUMO
A novel freeze-quench instrument with a characteristic <
Assuntos
Bioquímica/instrumentação , Bioquímica/métodos , Enzimas/metabolismo , Azidas/química , Azidas/metabolismo , Catálise , Enzimas/análise , Escherichia coli/enzimologia , Congelamento , Metamioglobina/química , Metamioglobina/metabolismo , Oxirredutases/metabolismo , Oxigênio/metabolismo , Espectrofotometria/métodos , Temperatura , Fatores de TempoRESUMO
The pre-steady state reaction kinetics of the reduction of molecular oxygen catalyzed by fully reduced cytochrome oxidase from Escherichia coli and Paracoccus denitrificans were studied using the newly developed microsecond freeze-hyperquenching mixing-and-sampling technique. Reaction samples are prepared 60 and 200 micros after direct mixing of dioxygen with enzyme. Analysis of the reaction samples by low temperature UV-Vis spectroscopy indicates that both enzymes are trapped in the PM state. EPR spectroscopy revealed the formation of a mixture of two radicals in both enzymes. Based on its apparent g-value and lineshape, one of these radicals is assigned to a weakly magnetically coupled oxo-ferryl tryptophan cation radical. Implications for the catalytic mechanism of cytochrome oxidases are discussed.
Assuntos
Proteínas de Bactérias/metabolismo , Citocromos c/metabolismo , Oxirredutases/metabolismo , Triptofano/metabolismo , Proteínas de Bactérias/química , Citocromos c/química , Espectroscopia de Ressonância de Spin Eletrônica , Escherichia coli/enzimologia , Congelamento , Oxirredução , Oxirredutases/química , Oxigênio/metabolismo , Paracoccus denitrificans/enzimologia , Triptofano/químicaRESUMO
The light-driven intramolecular redox reaction of adenosine-5'-triphosphate-[P3-(1-(2-nitrophenyl)-ethyl)]ester (caged ATP) has been studied in frozen aqueous solution using time-resolved solid state NMR spectroscopy under continuous illumination conditions. Cleavage of the phosphate ester bond leads to 0.3, 1.36, and 6.06 ppm downfield shifts of the alpha-, beta-, and gamma-phosphorus resonances of caged ATP, respectively. The observed rate of ATP formation is 2.4 +/- 0.2 h(-1) at 245 K. The proton released in the reaction binds to the triphosphate moiety of the nascent ATP, causing the upfield shifts of the 31P resonances. Analyses of the reaction kinetics indicate that bond cleavage and proton release are two sequential processes in the solid state, suggesting that the 1-hydroxy,1-(2-nitrosophenyl)-ethyl carbocation intermediate is involved in the reaction. The beta-phosphate oxygen atom of ATP is protonated first, indicating its proximity to the reaction center, possibly within hydrogen bonding distance. The residual linewidth kinetics are interpreted in terms of chemical exchange processes, hydrogen bonding of the beta-phosphate oxygen atom and evolution of the hydrolytic equilibrium at the triphosphate moiety of the nascent ATP. Photoreaction of caged ATP in situ gives an opportunity to study structural kinetics and catalysis of ATP-dependent enzymes by NMR spectroscopy in rotating solids.
Assuntos
Trifosfato de Adenosina/análogos & derivados , Trifosfato de Adenosina/química , Espectroscopia de Ressonância Magnética , Oxirredução , Oxigênio/química , FotoquímicaRESUMO
T4 DNA ligase is an Mg2+-dependent and ATP-dependent enzyme that seals DNA nicks in three steps: it covalently binds AMP, transadenylates the nick phosphate, and catalyses formation of the phosphodiester bond releasing AMP. In this kinetic study, we further detail the reaction mechanism, showing that the overall ligation reaction is a superimposition of two parallel processes: a 'processive' ligation, in which the enzyme transadenylates and seals the nick without dissociating from dsDNA, and a 'nonprocessive' ligation, in which the enzyme takes part in the abortive adenylation cycle (covalent binding of AMP, transadenylation of the nick, and dissociation). At low concentrations of ATP (<10 microM) and when the DNA nick is sealed with mismatching base pairs (e.g. five adjacent), this superimposition resolves into two kinetic phases, a burst ligation (approximately 0.2 min(-1)) and a subsequent slow ligation (approximately 2x10(-3) min(-1)). The relative rate and extent of each phase depend on the concentrations of ATP and Mg2+. The activation energies of self-adenylation (16.2 kcal.mol(-1)), transadenylation of the nick (0.9 kcal.mol(-1)), and nick-sealing (16.3-18.8 kcal.mol(-1)) were determined for several DNA substrates. The low activation energy of transadenylation implies that the transfer of AMP to the terminal DNA phosphate is a spontaneous reaction, and that the T4 DNA ligase-AMP complex is a high-energy intermediate. To summarize current findings in the DNA ligation field, we delineate a kinetic mechanism of T4 DNA ligase catalysis.