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Foldy is a cloud-based application that allows non-computational biologists to easily utilize advanced AI-based structural biology tools, including AlphaFold and DiffDock. With many deployment options, it can be employed by individuals, labs, universities, and companies in the cloud without requiring hardware resources, but it can also be configured to utilize locally available computers. Foldy enables scientists to predict the structure of proteins and complexes up to 6000 amino acids with AlphaFold, visualize Pfam annotations, and dock ligands with AutoDock Vina and DiffDock. In our manuscript, we detail Foldy's interface design, deployment strategies, and optimization for various user scenarios. We demonstrate its application through case studies including rational enzyme design and analyzing proteins with domains of unknown function. Furthermore, we compare Foldy's interface and management capabilities with other open and closed source tools in the field, illustrating its practicality in managing complex data and computation tasks. Our manuscript underlines the benefits of Foldy as a day-to-day tool for life science researchers, and shows how Foldy can make modern tools more accessible and efficient.
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Proteínas , Programas Informáticos , Humanos , AminoácidosRESUMEN
Monoterpenes are commonly known for their role in the flavors and fragrances industry and are also gaining attention for other uses like insect repellant and as potential renewable fuels for aviation. Corynebacterium glutamicum, a Generally Recognized as Safe microbe, has been a choice organism in industry for the annual million ton-scale bioproduction of amino acids for more than 50 years; however, efforts to produce monoterpenes in C. glutamicum have remained relatively limited. In this study, we report a further expansion of the C. glutamicum biosynthetic repertoire through the development and optimization of a mevalonate-based monoterpene platform. In the course of our plasmid design iterations, we increased flux through the mevalonate-based bypass pathway, measuring isoprenol production as a proxy for monoterpene precursor abundance and demonstrating the highest reported titers in C. glutamicum to date at 1504.6 mg/L. Our designs also evaluated the effects of backbone, promoter, and GPP synthase homolog origin on monoterpene product titers. Monoterpene production was further improved by disrupting competing pathways for isoprenoid precursor supply and by implementing a biphasic production system to prevent volatilization. With this platform, we achieved 321.1 mg/L of geranoids, 723.6 mg/L of 1,8-cineole, and 227.8 mg/L of linalool. Furthermore, we determined that C. glutamicum first oxidizes geraniol through an aldehyde intermediate before it is asymmetrically reduced to citronellol. Additionally, we demonstrate that the aldehyde reductase, AdhC, possesses additional substrate promiscuity for acyclic monoterpene aldehydes.
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Corynebacterium glutamicum , Monoterpenos , Monoterpenos/metabolismo , Corynebacterium glutamicum/genética , Corynebacterium glutamicum/metabolismo , Ácido Mevalónico/metabolismo , Terpenos/metabolismo , Ingeniería MetabólicaRESUMEN
IMPORTANCE: We explore when and why large classes of proteins expand into new sequence space. We used an unsupervised machine learning approach to observe the sequence landscape of REC domains of bacterial response regulator proteins. We find that within-gene recombination can switch effector domains and, consequently, change the regulatory context of the duplicated protein.
RESUMEN
Despite advances in understanding the metabolism of Pseudomonas putida KT2440, a promising bacterial host for producing valuable chemicals from plant-derived feedstocks, a strain capable of producing free fatty acid-derived chemicals has not been developed. Guided by functional genomics, we engineered P. putida to produce medium- and long-chain free fatty acids (FFAs) to titers of up to 670 mg/L. Additionally, by taking advantage of the varying substrate preferences of paralogous native fatty acyl-CoA ligases, we employed a strategy to control FFA chain length that resulted in a P. putida strain specialized in producing medium-chain FFAs. Finally, we demonstrate the production of oleochemicals in these strains by synthesizing medium-chain fatty acid methyl esters, compounds useful as biodiesel blending agents, in various media including sorghum hydrolysate at titers greater than 300 mg/L. This work paves the road to produce high-value oleochemicals and biofuels from cheap feedstocks, such as plant biomass, using this host.
Asunto(s)
Pseudomonas putida , Pseudomonas putida/genética , Pseudomonas putida/metabolismo , Ácidos Grasos no Esterificados/metabolismo , Biocombustibles , Biomasa , Ácidos Grasos/metabolismoRESUMEN
Caprolactam is an important polymer precursor to nylon traditionally derived from petroleum and produced on a scale of 5 million tons per year. Current biological pathways for the production of caprolactam are inefficient with titers not exceeding 2 mg/L, necessitating novel pathways for its production. As development of novel metabolic routes often require thousands of designs and result in low product titers, a highly sensitive biosensor for the final product has the potential to rapidly speed up development times. Here we report a highly sensitive biosensor for valerolactam and caprolactam from Pseudomonas putida KT2440 which is >1000× more sensitive to an exogenous ligand than previously reported sensors. Manipulating the expression of the sensor oplR (PP_3516) substantially altered the sensing parameters, with various vectors showing Kd values ranging from 700 nM (79.1 µg/L) to 1.2 mM (135.6 mg/L). Our most sensitive construct was able to detect in vivo production of caprolactam above background at â¼6 µg/L. The high sensitivity and range of OplR is a powerful tool toward the development of novel routes to the biological synthesis of caprolactam.
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Técnicas Biosensibles/métodos , Caprolactama/metabolismo , Lactamas/metabolismo , Ingeniería Metabólica/métodos , Pseudomonas putida/metabolismo , Escherichia coli/genética , Escherichia coli/metabolismo , Ligandos , Plásmidos/genéticaRESUMEN
Pseudomonas putida is a promising bacterial chassis for metabolic engineering given its ability to metabolize a wide array of carbon sources, especially aromatic compounds derived from lignin. However, this omnivorous metabolism can also be a hindrance when it can naturally metabolize products produced from engineered pathways. Herein we show that P. putida is able to use valerolactam as a sole carbon source, as well as degrade caprolactam. Lactams represent important nylon precursors, and are produced in quantities exceeding one million tons per year (Zhang et al., 2017). To better understand this metabolism we use a combination of Random Barcode Transposon Sequencing (RB-TnSeq) and shotgun proteomics to identify the oplBA locus as the likely responsible amide hydrolase that initiates valerolactam catabolism. Deletion of the oplBA genes prevented P. putida from growing on valerolactam, prevented the degradation of valerolactam in rich media, and dramatically reduced caprolactam degradation under the same conditions. Deletion of oplBA, as well as pathways that compete for precursors L-lysine or 5-aminovalerate, increased the titer of valerolactam from undetectable after 48â¯h of production to ~90â¯mg/L. This work may serve as a template to rapidly eliminate undesirable metabolism in non-model hosts in future metabolic engineering efforts.
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Economical and environmentally-friendly routes to convert feedstock chemicals like acetate into valuable chiral products such as (R)-3-hydroxybutyrate are in demand. Here, seven enzymes (CoaA, CoaD, CoaE, ACS, BktB, PhaB, and GDH) are employed in a one-pot, in vitro, biocatalytic synthesis of (3R)-3-hydroxybutyryl-CoA, which was readily isolated. This platform generates not only chiral diketide building blocks but also desirable CoA derivatives.
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Acilcoenzima A/química , Biocatálisis , Enzimas/metabolismoAsunto(s)
Leiomioma/complicaciones , Leiomiomatosis/complicaciones , Enfermedades Peritoneales/complicaciones , Neoplasias Uterinas/complicaciones , Adulto , Femenino , Humanos , Laparoscopía , Leiomioma/patología , Leiomioma/cirugía , Leiomiomatosis/patología , Leiomiomatosis/cirugía , Enfermedades Peritoneales/patología , Enfermedades Peritoneales/cirugía , Hemorragia Uterina/diagnóstico , Hemorragia Uterina/etiología , Hemorragia Uterina/cirugía , Miomectomía Uterina/métodos , Neoplasias Uterinas/patología , Neoplasias Uterinas/cirugíaRESUMEN
Se analizaron 290 casos de pacientes embarazadas con antecedente de esterilidad. El 55.8 por ciento correspondió a esterilidad primaria y 44.2 por ciento a secundaria. De las causas 38.2 por ciento correspondió a factor endócrino-ovárico, 17.9 por ciento al tuboperitoneal, 7.4 por ciento al cérvico-espermático y 36.5 por ciento de causa no determinada. Las principales complicaciones del embarazo encontradas fueron: aborto, embarazo ectópico, embarazo gemelar, toxemia, parto pretermino, placenta previa y desprendimiento prematuro de placenta normoinserta. La frecuencia de dichas complicaciones, así como los índices de mortalidad perinatal y malformaciones congénitas, no fueron mayores a los de la población geneal. Sin embargo, analizando por separado los diferentes grupos, encontramos notablemente elevado el índice de abortos y gemelaridad en el factor endócrino-ovárico (25.2 y 4.5 por ciento). En el tuboperitoneal fue mayor el índice de embarazo ectópico. El índice global de cesáreas fue de 47.2 por ciento, elevado debido al frecuente uso de la cesárea electiva (11.2 por ciento). Se concluye que actualmente gracias a la utilización de tecnología diagnóstica y de vigilancia, desde etapas tempranas, la evolución y desenlace de los embarazos de mujeres previamente estériles son similares a los de la población general.