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1.
Sci Rep ; 14(1): 13999, 2024 06 18.
Artículo en Inglés | MEDLINE | ID: mdl-38890528

RESUMEN

Penicillin binding proteins (PBPs) are involved in biosynthesis, remodeling and recycling of peptidoglycan (PG) in bacteria. PBP-A from Thermosynechococcus elongatus belongs to a cyanobacterial family of enzymes sharing close structural and phylogenetic proximity to class A ß-lactamases. With the long-term aim of converting PBP-A into a ß-lactamase by directed evolution, we simulated what may happen when an organism like Escherichia coli acquires such a new PBP and observed growth defect associated with the enzyme activity. To further explore the molecular origins of this harmful effect, we decided to characterize deeper the activity of PBP-A both in vitro and in vivo. We found that PBP-A is an enzyme endowed with DD-carboxypeptidase and DD-endopeptidase activities, featuring high specificity towards muropeptides amidated on the D-iso-glutamyl residue. We also show that a low promiscuous activity on non-amidated peptidoglycan deteriorates E. coli's envelope, which is much higher under acidic conditions where substrate discrimination is mitigated. Besides expanding our knowledge of the biochemical activity of PBP-A, this work also highlights that promiscuity may depend on environmental conditions and how it may hinder rather than promote enzyme evolution in nature or in the laboratory.


Asunto(s)
Escherichia coli , Proteínas de Unión a las Penicilinas , Peptidoglicano , Escherichia coli/genética , Escherichia coli/metabolismo , Concentración de Iones de Hidrógeno , Proteínas de Unión a las Penicilinas/metabolismo , Proteínas de Unión a las Penicilinas/genética , Proteínas de Unión a las Penicilinas/química , Peptidoglicano/metabolismo , Especificidad por Sustrato , Cianobacterias/metabolismo , Cianobacterias/genética , Proteínas Bacterianas/metabolismo , Proteínas Bacterianas/genética , Proteínas Bacterianas/química , Synechococcus
2.
Genes (Basel) ; 15(3)2024 03 06.
Artículo en Inglés | MEDLINE | ID: mdl-38540399

RESUMEN

In the rapidly advancing field of bioinformatics, the development and application of computational tools to predict the effects of single nucleotide variants (SNVs) are shedding light on the molecular mechanisms underlying disorders. Also, they hold promise for guiding therapeutic interventions and personalized medicine strategies in the future. A comprehensive understanding of the impact of SNVs in the SERPINA1 gene on alpha-1 antitrypsin (AAT) protein structure and function requires integrating bioinformatic approaches. Here, we provide a guide for clinicians to navigate through the field of computational analyses which can be applied to describe a novel genetic variant. Predicting the clinical significance of SERPINA1 variation allows clinicians to tailor treatment options for individuals with alpha-1 antitrypsin deficiency (AATD) and related conditions, ultimately improving the patient's outcome and quality of life. This paper explores the various bioinformatic methodologies and cutting-edge approaches dedicated to the assessment of molecular variants of genes and their product proteins using SERPINA1 and AAT as an example.


Asunto(s)
Calidad de Vida , Deficiencia de alfa 1-Antitripsina , Humanos , Deficiencia de alfa 1-Antitripsina/genética , Alelos , alfa 1-Antitripsina/genética
3.
J Chem Inf Model ; 62(24): 6803-6811, 2022 12 26.
Artículo en Inglés | MEDLINE | ID: mdl-36374085

RESUMEN

Different methods for tunnel identification, geometry-based and small-molecule tracking approaches, were compared to provide their benefits and pitfalls. Results obtained for both crystal structures and molecular dynamics (MD) simulations were analyzed to investigate if a more computationally demanding method would be beneficial. Careful examination of the results is essential for the low-diameter tunnel description, and assessment of the tunnel functionality based only on their geometrical parameters is challenging. We showed that the small-molecule tracking approach can provide a detailed description of the system; however, it can also be the most computationally demanding.


Asunto(s)
Simulación de Dinámica Molecular
5.
PLoS Comput Biol ; 18(5): e1010119, 2022 05.
Artículo en Inglés | MEDLINE | ID: mdl-35580137

RESUMEN

The evolutionary variability of a protein's residues is highly dependent on protein region and function. Solvent-exposed residues, excluding those at interaction interfaces, are more variable than buried residues whereas active site residues are considered to be conserved. The abovementioned rules apply also to α/ß-hydrolase fold proteins-one of the oldest and the biggest superfamily of enzymes with buried active sites equipped with tunnels linking the reaction site with the exterior. We selected soluble epoxide hydrolases as representative of this family to conduct the first systematic study on the evolution of tunnels. We hypothesised that tunnels are lined by mostly conserved residues, and are equipped with a number of specific variable residues that are able to respond to evolutionary pressure. The hypothesis was confirmed, and we suggested a general and detailed way of the tunnels' evolution analysis based on entropy values calculated for tunnels' residues. We also found three different cases of entropy distribution among tunnel-lining residues. These observations can be applied for protein reengineering mimicking the natural evolution process. We propose a 'perforation' mechanism for new tunnels design via the merging of internal cavities or protein surface perforation. Based on the literature data, such a strategy of new tunnel design could significantly improve the enzyme's performance and can be applied widely for enzymes with buried active sites.


Asunto(s)
Epóxido Hidrolasas , Hidrolasas , Sitios de Unión , Dominio Catalítico , Epóxido Hidrolasas/química , Epóxido Hidrolasas/genética , Epóxido Hidrolasas/metabolismo , Hidrolasas/química , Hidrolasas/metabolismo , Proteínas
6.
Biomolecules ; 12(3)2022 03 04.
Artículo en Inglés | MEDLINE | ID: mdl-35327592

RESUMEN

Congenital Disorders of Glycosylation (CDG) are multisystemic metabolic disorders showing highly heterogeneous clinical presentation, molecular etiology, and laboratory results. Here, we present different transferrin isoform patterns (obtained by isoelectric focusing) from three female patients harboring the ALG13 c.320A>G mutation. Contrary to other known variants of type I CDGs, where transferrin isoelectric focusing revealed notably increased asialo- and disialotransferrin fractions, a normal glycosylation pattern was observed in the probands. To verify this data and give novel insight into this variant, we modeled the human Alg13 protein and analyzed the dynamics of the apo structure and the complex with the UDP-GlcNAc substrate. We also modeled the Alg13-Alg14 heterodimer and ran multiple simulations of the complex in the presence of the substrate. Finally, we proposed a plausible complex formation mechanism.


Asunto(s)
Trastornos Congénitos de Glicosilación , Variación Biológica Poblacional , Trastornos Congénitos de Glicosilación/genética , Femenino , Glicosilación , Humanos , Mutación , N-Acetilglucosaminiltransferasas
7.
Comput Struct Biotechnol J ; 20: 193-205, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35024092

RESUMEN

Enzymes with buried active sites maintain their catalytic function via a single tunnel or tunnel network. In this study we analyzed the functionality of soluble epoxide hydrolases (sEHs) tunnel network, by comparing the overall enzyme structure with the tunnel's shape and size. sEHs were divided into three groups based on their structure and the tunnel usage. The obtained results were compared with known substrate preferences of the studied enzymes, as well as reported in our other work evolutionary analyses data. The tunnel network architecture corresponded well with the evolutionary lineage of the source organism and large differences between enzymes were observed from long fragments insertions. This strategy can be used during protein re-engineering process for large changes introduction, whereas tunnel modification can be applied for fine-tuning of enzyme.

8.
Drug Discov Today ; 26(8): 1914-1921, 2021 08.
Artículo en Inglés | MEDLINE | ID: mdl-34082135

RESUMEN

Human soluble epoxide hydrolase (hsEH) is involved in the hydrolysis of epoxyeicosatrienoic acids (EETs), which have potent anti-inflammatory properties. Given that EET conversion generates nonbioactive molecules, inhibition of this enzyme would be beneficial. Past decades of work on hsEH inhibitors resulted in numerous potential compounds, of which a hundred hsEH-ligand complexes were crystallized and deposited in the Protein Data Bank (PDB). We analyzed all deposited hsEH-ligand complexes to gain insight into the binding of inhibitors and to provide feedback on the future drug design processes. We also reviewed computationally driven strategies that were used to propose novel hsEH inhibitors.


Asunto(s)
Antiinflamatorios/farmacología , Diseño de Fármacos , Epóxido Hidrolasas/antagonistas & inhibidores , Eicosanoides/metabolismo , Inhibidores Enzimáticos/farmacología , Epóxido Hidrolasas/metabolismo , Humanos , Ligandos
9.
Int J Mol Sci ; 22(4)2021 Feb 19.
Artículo en Inglés | MEDLINE | ID: mdl-33669738

RESUMEN

The pandemic of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) poses a serious global health threat. Since no specific therapeutics are available, researchers around the world screened compounds to inhibit various molecular targets of SARS-CoV-2 including its main protease (Mpro) essential for viral replication. Due to the high urgency of these discovery efforts, off-target binding, which is one of the major reasons for drug-induced toxicity and safety-related drug attrition, was neglected. Here, we used molecular docking, toxicity profiling, and multiple molecular dynamics (MD) protocols to assess the selectivity of 33 reported non-covalent inhibitors of SARS-CoV-2 Mpro against eight proteases and 16 anti-targets. The panel of proteases included SARS-CoV Mpro, cathepsin G, caspase-3, ubiquitin carboxy-terminal hydrolase L1 (UCHL1), thrombin, factor Xa, chymase, and prostasin. Several of the assessed compounds presented considerable off-target binding towards the panel of proteases, as well as the selected anti-targets. Our results further suggest a high risk of off-target binding to chymase and cathepsin G. Thus, in future discovery projects, experimental selectivity assessment should be directed toward these proteases. A systematic selectivity assessment of SARS-CoV-2 Mpro inhibitors, as we report it, was not previously conducted.


Asunto(s)
Antivirales/química , Antivirales/farmacología , Tratamiento Farmacológico de COVID-19 , Inhibidores de Proteasas/química , Inhibidores de Proteasas/farmacología , SARS-CoV-2/efectos de los fármacos , COVID-19/enzimología , Proteasas 3C de Coronavirus/antagonistas & inhibidores , Proteasas 3C de Coronavirus/química , Proteasas 3C de Coronavirus/metabolismo , Descubrimiento de Drogas/métodos , Humanos , Simulación del Acoplamiento Molecular/métodos , Péptido Hidrolasas/química , Péptido Hidrolasas/metabolismo , SARS-CoV-2/enzimología
10.
Int J Mol Sci ; 21(9)2020 Apr 28.
Artículo en Inglés | MEDLINE | ID: mdl-32353978

RESUMEN

The novel coronavirus whose outbreak took place in December 2019 continues to spread at a rapid rate worldwide. In the absence of an effective vaccine, inhibitor repurposing or de novo drug design may offer a longer-term strategy to combat this and future infections due to similar viruses. Here, we report on detailed classical and mixed-solvent molecular dynamics simulations of the main protease (Mpro) enriched by evolutionary and stability analysis of the protein. The results were compared with those for a highly similar severe acute respiratory syndrome (SARS) Mpro protein. In spite of a high level of sequence similarity, the active sites in both proteins showed major differences in both shape and size, indicating that repurposing SARS drugs for COVID-19 may be futile. Furthermore, analysis of the binding site's conformational changes during the simulation time indicated its flexibility and plasticity, which dashes hopes for rapid and reliable drug design. Conversely, structural stability of the protein with respect to flexible loop mutations indicated that the virus' mutability will pose a further challenge to the rational design of small-molecule inhibitors. However, few residues contribute significantly to the protein stability and thus can be considered as key anchoring residues for Mpro inhibitor design.


Asunto(s)
Betacoronavirus/enzimología , Cisteína Endopeptidasas/química , Diseño de Fármacos , Inhibidores de Proteasas/farmacología , Bibliotecas de Moléculas Pequeñas , Proteínas no Estructurales Virales/antagonistas & inhibidores , Proteínas no Estructurales Virales/química , Antivirales/farmacología , Betacoronavirus/efectos de los fármacos , Betacoronavirus/genética , Sitios de Unión , COVID-19 , Dominio Catalítico , Proteasas 3C de Coronavirus , Infecciones por Coronavirus , Cristalografía por Rayos X , Cisteína Endopeptidasas/genética , Evaluación Preclínica de Medicamentos , Evolución Molecular , Modelos Moleculares , Simulación de Dinámica Molecular , Mutación , Pandemias , Neumonía Viral , Coronavirus Relacionado al Síndrome Respiratorio Agudo Severo/enzimología , SARS-CoV-2 , Solventes , Termodinámica , Proteínas no Estructurales Virales/genética
11.
Int J Mol Sci ; 21(7)2020 Mar 26.
Artículo en Inglés | MEDLINE | ID: mdl-32225102

RESUMEN

Loops are the most variable and unorganized elements of the secondary structure of proteins. Their ability to shift their shape can play a role in the binding of small ligands, enzymatic catalysis, or protein-protein interactions. Due to the loop flexibility, the positions of their residues in solved structures show the largest B-factors, or in a worst-case scenario can be unknown. Based on the loops' movements' timeline, they can be divided into slow (static) and fast (flexible). Although most of the loops that are missing in experimental structures belong to the flexible loops group, the computational tools for loop reconstruction use a set of static loop conformations to predict the missing part of the structure and evaluate the model. We believe that these two loop types can adopt different conformations and that using scoring functions appropriate for static loops is not sufficient for flexible loops. We showed that common model evaluation methods, are insufficient in the case of flexible solvent-exposed loops. Instead, we recommend using the potential energy to evaluate such loop models. We provide a novel model selection method based on a set of geometrical parameters to distinguish between flexible and static loops without the use of molecular dynamics simulations. We have also pointed out the importance of water network and interactions with the solvent for the flexible loop modeling.


Asunto(s)
Simulación de Dinámica Molecular , Análisis de Secuencia de Proteína/métodos , Animales , Aspergillus niger/enzimología , Bombyx/enzimología , Epóxido Hidrolasas/química , Proteínas Fúngicas/química , Proteínas de Insectos/química , Conformación Proteica en Hélice alfa , Dominios Proteicos
12.
Comput Struct Biotechnol J ; 18: 355-365, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32123557

RESUMEN

Water molecules maintain proteins' structures, functions, stabilities and dynamics. They can occupy certain positions or pass quickly via a protein's interior. Regardless of their behaviour, water molecules can be used for the analysis of proteins' structural features and biochemical properties. Here, we present a list of several software programs that use the information provided by water molecules to: i) analyse protein structures and provide the optimal positions of water molecules for protein hydration, ii) identify high-occupancy water sites in order to analyse ligand binding modes, and iii) detect and describe tunnels and cavities. The analysis of water molecules' distribution and trajectories sheds a light on proteins' interactions with small molecules, on the dynamics of tunnels and cavities, on protein composition and also on the functionality, transportation network and location of functionally relevant residues. Finally, the correct placement of water molecules in protein crystal structures can significantly improve the reliability of molecular dynamics simulations.

13.
Bioinformatics ; 36(8): 2599-2601, 2020 04 15.
Artículo en Inglés | MEDLINE | ID: mdl-31860077

RESUMEN

MOTIVATION: Tunnels, pores, channels, pockets and cavities contribute to proteins architecture and performance. However, analysis and characteristics of transportation pathways and internal binding cavities are performed separately. We aimed to provide universal tool for analysis of proteins integral interior with access to detailed information on the ligands transportation phenomena and binding preferences. RESULTS: AQUA-DUCT version 1.0 is a comprehensive method for macromolecules analysis from the intramolecular voids perspective using small ligands as molecular probes. This version gives insight into several properties of macromolecules and facilitates protein engineering and drug design by the combination of the tracking and local mapping approach to small ligands. AVAILABILITY AND IMPLEMENTATION: http://www.aquaduct.pl. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Asunto(s)
Proteínas , Programas Informáticos , Ligandos , Sustancias Macromoleculares , Ingeniería de Proteínas
14.
Biomolecules ; 9(6)2019 05 31.
Artículo en Inglés | MEDLINE | ID: mdl-31159273

RESUMEN

The cupin-type phosphoglucose isomerase (PfPGI) from the hyperthermophilic archaeon Pyrococcus furiosus catalyzes the reversible isomerization of glucose-6-phosphate to fructose-6-phosphate. We investigated PfPGI using protein-engineering bioinformatics tools to select functionally-important residues based on correlated mutation analyses. A pair of amino acids in the periphery of PfPGI was found to be the dominant co-evolving mutation. The position of these selected residues was found to be non-obvious to conventional protein engineering methods. We designed a small smart library of variants by substituting the co-evolved pair and screened their biochemical activity, which revealed their functional relevance. Four mutants were further selected from the library for purification, measurement of their specific activity, crystal structure determination, and metal cofactor coordination analysis. Though the mutant structures and metal cofactor coordination were strikingly similar, variations in their activity correlated with their fine-tuned dynamics and solvent access regulation. Alternative, small smart libraries for enzyme optimization are suggested by our approach, which is able to identify non-obvious yet beneficial mutations.


Asunto(s)
Glucosa-6-Fosfato Isomerasa/genética , Glucosa-6-Fosfato Isomerasa/metabolismo , Proteínas Mutantes/genética , Proteínas Mutantes/metabolismo , Mutación , Pyrococcus furiosus/enzimología , Temperatura , Inhibidores Enzimáticos/farmacología , Glucosa-6-Fosfato Isomerasa/antagonistas & inhibidores , Glucosa-6-Fosfato Isomerasa/química , Manganeso/metabolismo , Simulación de Dinámica Molecular , Proteínas Mutantes/antagonistas & inhibidores , Proteínas Mutantes/química , Conformación Proteica , Ingeniería de Proteínas , Agua/metabolismo
15.
Biomolecules ; 8(4)2018 11 12.
Artículo en Inglés | MEDLINE | ID: mdl-30424576

RESUMEN

Several different approaches are used to describe the role of protein compartments and residues in catalysis and to identify key residues suitable for the modification of the activity or selectivity of the desired enzyme. In our research, we applied a combination of molecular dynamics simulations and a water tracking approach to describe the water accessible volume of Solanum tuberosum epoxide hydrolase. Using water as a molecular probe, we were able to identify small cavities linked with the active site: (i) one made up of conserved amino acids and indispensable for the proper positioning of catalytic water and (ii) two others in which modification can potentially contribute to enzyme selectivity and activity. Additionally, we identified regions suitable for de novo tunnel design that could also modify the catalytic properties of the enzyme. The identified hot-spots extend the list of the previously targeted residues used for modification of the regioselectivity of the enzyme. Finally, we have provided an example of a simple and elegant process for the detailed description of the network of cavities and tunnels, which can be used in the planning of enzyme modifications and can be easily adapted to the study of any other protein.


Asunto(s)
Epóxido Hidrolasas/química , Solanum tuberosum/enzimología , Agua/química , Aminoácidos/química , Evolución Molecular , Simulación de Dinámica Molecular
16.
PLoS One ; 13(6): e0198990, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-29906280

RESUMEN

D-amino acid oxidase (DAAO) degrades D-amino acids to produce α-ketoacids, hydrogen peroxide and ammonia. DAAO has often been investigated and engineered for industrial and clinical applications. We combined information from literature with a detailed analysis of the structure to engineer mammalian DAAOs. The structural analysis was complemented with molecular dynamics simulations to characterize solvent accessibility and product release mechanisms. We identified non-obvious residues located on the loops on the border between the active site and the secondary binding pocket essential for pig and human DAAO substrate specificity and activity. We engineered DAAOs by mutating such critical residues and characterised the biochemical activity of the resulting variants. The results highlight the importance of the selected residues in modulating substrate specificity, product egress and enzyme activity, suggesting further steps of DAAO re-engineering towards desired clinical and industrial applications.


Asunto(s)
Sitios de Unión/genética , D-Aminoácido Oxidasa/química , Mutagénesis Sitio-Dirigida , Solventes/química , Biotecnología/métodos , D-Aminoácido Oxidasa/genética , Pruebas de Enzimas/métodos , Especificidad por Sustrato
17.
Bioinformatics ; 33(13): 2045-2046, 2017 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-28334160

RESUMEN

MOTIVATION: The identification and tracking of molecules which enter active site cavity requires screening the positions of thousands of single molecules along several thousand molecular dynamic steps. To fill the existing gap between tools searching for tunnels and pathways and advanced tools employed for accelerated water flux investigations, we have developed AQUA-DUCT. RESULTS: AQUA-DUCT is an easy-to-use tool that facilitates analysis of the behaviour of molecules that penetrate any selected region in a protein. It can be used for any type of molecules, e.g. water, oxygen, carbon dioxide, organic solvents, ions. AVAILABILITY AND IMPLEMENTATION: Linux, Windows, macOS, OpenBSD, http://www.aquaduct.pl . CONTACT: a.gora@tunnelinggroup.pl or info@aquaduct.pl. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Asunto(s)
Dominio Catalítico , Biología Computacional/métodos , Simulación por Computador , Ligandos , Modelos Moleculares , Programas Informáticos
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