Accurate structure prediction of biomolecular interactions with AlphaFold 3.

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.

Modulation of Aß42 Aggregation Kinetics and Pathway by Low-Molecular-Weight Inhibitors.

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 thioflavin 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.

Competition-level code generation with AlphaCode.

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.

A view on phosphate ester photochemistry by time-resolved solid state NMR. Intramolecular redox reaction of caged ATP.

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.

The associative nature of adenylyl transfer catalyzed by T4 DNA ligase.

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.

An oxo-ferryl tryptophan radical catalytic intermediate in cytochrome c and quinol oxidases trapped by microsecond freeze-hyperquenching (MHQ).

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.

Microsecond freeze-hyperquenching: development of a new ultrafast micro-mixing and sampling technology and application to enzyme catalysis.

A novel freeze-quench instrument with a characteristic <> of 137 +/- 18 micros is reported. The prototype has several key features that distinguish it from conventional freeze-quench devices and provide a significant improvement in time resolution: (a) high operating pressures (up to 400 bar) result in a sample flow with high linear rates (up to 200 m s(-1)); (b) tangential micro-mixer with an operating volume of approximately 1 nl yields short mixing times (up to 20 micros); (c) fast transport between the mixer and the cryomedium results in short reaction times: the ageing solution exits the mixer as a free-flowing jet, and the chemical reaction occurs "in-flight" on the way to the cryomedium; (d) a small jet diameter (approximately 20 microm) and a high jet velocity (approximately 200 m s(-1)) provide high sample-cooling rates, resulting in a short cryofixation time (up to 30 micros). The dynamic range of the freeze-quench device is between 130 micros and 15 ms. The novel tangential micro-mixer efficiently mixes viscous aqueous solutions, showing more than 95% mixing at eta < or = 4 (equivalent to protein concentrations up to 250 mg ml(-1)), which makes it an excellent tool for the preparation of pre-steady state samples of concentrated protein solutions for spectroscopic structure analysis. The novel freeze-quench device is characterized using the reaction of binding of azide to metmyoglobin from horse heart. Reaction samples are analyzed using 77 K optical absorbance spectroscopy, and X-band EPR spectroscopy. A simple procedure of spectral analysis is reported that allows (a) to perform a quantitative analysis of the reaction kinetics and (b) to identify and characterize novel reaction intermediates. The reduction of dioxygen by the bo3-type quinol oxidase from Escherichia coli is assayed using the MHQ technique. In these pilot experiments, low-temperature optical absorbance measurements show the rapid oxidation of heme o3 in the first 137 micros of the reaction, accompanied by the formation of an oxo-ferryl species. X-band EPR spectroscopy shows that a short-living radical intermediate is formed during the oxidation of heme o3. The radical decays within approximately 1 ms concomitant with the oxidation of heme b, and can be attributed to the PM reaction intermediate converting to the oxoferryl intermediate F. The general field of application of the freeze-quench methodology is discussed.

Kinetics and thermodynamics of nick sealing by T4 DNA ligase.

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.