RESUMEN
The current standard method for amino acid signal identification in protein NMR spectra is sequential assignment using triple-resonance experiments. Good software and elaborate heuristics exist, but the process remains laboriously manual. Machine learning does help, but its training databases need millions of samples that cover all relevant physics and every kind of instrumental artifact. In this communication, we offer a solution to this problem. We propose polyadic decompositions to store millions of simulated three-dimensional NMR spectra, on-the-fly generation of artifacts during training, a probabilistic way to incorporate prior and posterior information, and integration with the industry standard CcpNmr software framework. The resulting neural nets take [1H,13C] slices of mixed pyruvate-labeled HNCA spectra (different CA signal shapes for different residue types) and return an amino acid probability table. In combination with primary sequence information, backbones of common proteins (GB1, MBP, and INMT) are rapidly assigned from just the HNCA spectrum.
Asunto(s)
Proteínas , Proteínas/química , Resonancia Magnética Nuclear Biomolecular/métodos , Programas Informáticos , Aminoácidos/química , Algoritmos , Isótopos/química , Aprendizaje AutomáticoRESUMEN
Acyl carrier proteins (ACPs) are universally conserved proteins amongst different species and are involved in fatty acid synthesis. Bacteria utilize ACPs as acyl carriers and donors for the synthesis of products such as endotoxins or acyl homoserine lactones (AHLs), which are used in quorum sensing mechanisms. In this study, wehave expressed isotopically labeled holo-ACP from Burkholderia mallei in Escherichia coli to assign 100% of non-proline backbone amide (HN) resonances, 95.5% of aliphatic carbon resonances and 98.6% of aliphatic hydrogen sidechain resonances.
Asunto(s)
Proteína Transportadora de Acilo , Burkholderia mallei , Proteína Transportadora de Acilo/metabolismo , Burkholderia mallei/metabolismo , Resonancia Magnética Nuclear Biomolecular , Escherichia coli/metabolismo , Proteínas Bacterianas/metabolismoRESUMEN
Acyl-homoserine lactone synthases make specific AHL quorum sensing signals to aid virulence in Gram-negative bacteria. Here, we use solution NMR spectroscopy to demonstrate that the carrier protein-enzyme interface accurately reveals substrate recognition mechanisms in two quorum signal synthases.