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Discovery of microorganisms and their relevant surface peptides that specifically bind to target materials of interest can be achieved through iterative biopanning-based screening of cellular libraries having high diversity. Recently, microfluidics-based biopanning methods have been developed and exploited to overcome the limitations of conventional methods where controlling the shear stress applied to remove cells that do not bind or only weakly bind to target surfaces is difficult and the overall experimental procedure is labor-intensive. Despite the advantages of such microfluidic methods and successful demonstration of their utility, these methods still require several rounds of iterative biopanning. In this work, a magnetophoretic microfluidic biopanning platform was developed to isolate microorganisms that bind to target materials of interest, which is gold in this case. To achieve this, gold-coated magnetic nanobeads, which only attached to microorganisms that exhibit high affinity to gold, were used. The platform was first utilized to screen a bacterial peptide display library, where only the cells with surface peptides that specifically bind to gold could be isolated by the high-gradient magnetic field generated within the microchannel, resulting in enrichment and isolation of many isolates with high affinity and high specificity toward gold even after only a single round of separation. The amino acid profile of the resulting isolates was analyzed to provide a better understanding of the distinctive attributes of peptides that contribute to their specific material-binding capabilities. Next, the microfluidic system was utilized to screen soil microbes, a rich source of extremely diverse microorganisms, successfully isolating many naturally occurring microorganisms that show strong and specific binding to gold. The results show that the developed microfluidic platform is a powerful screening tool for identifying microorganisms that specifically bind to a target material surface of interest, which can greatly accelerate the development of new peptide-driven biological materials and hybrid organic-inorganic materials.
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Microfluídica , Biblioteca de Péptidos , Microfluídica/métodos , Péptidos/química , Magnetismo , OroRESUMEN
Peptide macrocycles possess characteristics that make them ideal as drug candidates, molecular recognition elements, and a variety of other applications involving their unique interactions with proteins. Computational analysis of these peptide macrocycle-protein interactions is useful for elucidating details that help underscore the true differences between peptide macrocycle binding candidates and facilitate the design of improved binders. The following protocol is useful for computational screening and analysis of a series of peptide macrocycle candidates binding to a protein target with a known structure but unknown binding site. It uses readily available open source software and is suitable for High Performance Computing.
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Unión Proteica , Sitios de Unión , Péptidos , Proteínas , Programas InformáticosRESUMEN
Biocompatible approaches to labeling bacteria with fluorescent nanoparticles are essential in order to create living bacterial bioconjugates for imaging, biosensors, medicine, and other applications. Herein we report the direct conjugation of carboxyl quantum dots (QDs) with E. coli outer membrane via surface-displayed binding peptides. The histidine-containing peptide H6G9 was displayed at the N-terminus of membrane-embedded enhanced circularly permuted outer membrane protein X (eCPX) scaffold, which was expressed upon chemical induction. The presence of the binding peptide creates an environment distinct from the negatively charged E. coli surface and provides strong binding affinity to carboxyl quantum dots (QDs). Transmission electron microscopy (TEM) analysis of E. coli-QD bioconjugates revealed high loading densities of these QDs immobilized on the cell surface, even when adding a very low concentration (10 µg/mL) of QDs in order to reduce the cell exposure. These hybrid cells strongly fluoresce with each of the distinct colors of loaded QDs with different emission wavelengths, which can be easily visualized by fluorescence microscopy or differentiated using flow cytometry. Importantly, the E. coli-QD bioconjugates were highly viable and maintained the ability to grow and divide. This study demonstrates a simple, direct, and highly efficient method for labelling bacteria with QDs, without significantly compromising the vitality of the cells.
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Puntos Cuánticos , Escherichia coli/genética , Histidina , Microscopía Fluorescente , PéptidosRESUMEN
We developed a bioelectronic communication system that is enabled by a redox signal transduction modality to exchange information between a living cell-embedded bioelectronics interface and an engineered microbial network. A naturally communicating three-member microbial network is 'plugged into' an external electronic system that interrogates and controls biological function in real time. First, electrode-generated redox molecules are programmed to activate gene expression in an engineered population of electrode-attached bacterial cells, effectively creating a living transducer electrode. These cells interpret and translate electronic signals and then transmit this information biologically by producing quorum sensing molecules that are, in turn, interpreted by a planktonic coculture. The propagated molecular communication drives expression and secretion of a therapeutic peptide from one strain and simultaneously enables direct electronic feedback from the second strain, thus enabling real-time electronic verification of biological signal propagation. Overall, we show how this multifunctional bioelectronic platform, termed a BioLAN, reliably facilitates on-demand bioelectronic communication and concurrently performs programmed tasks.
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Electrónica/métodos , Escherichia coli/metabolismo , Microorganismos Modificados Genéticamente/metabolismo , 4-Butirolactona/análogos & derivados , 4-Butirolactona/metabolismo , Células Inmovilizadas/química , Electrodos , Diseño de Equipo , Escherichia coli/genética , Proteínas de Escherichia coli/genética , Proteínas de Escherichia coli/metabolismo , Proteínas de Unión al GTP/genética , Proteínas de Unión al GTP/metabolismo , Regulación Bacteriana de la Expresión Génica , Oro/química , Factor Estimulante de Colonias de Granulocitos y Macrófagos/biosíntesis , Proteínas Fluorescentes Verdes/química , Proteínas Fluorescentes Verdes/genética , Proteínas Fluorescentes Verdes/metabolismo , Peróxido de Hidrógeno/metabolismo , Microbiota , Microorganismos Modificados Genéticamente/genética , Oxidación-Reducción , Proteínas Represoras/genética , Proteínas Represoras/metabolismo , Transducción de Señal , beta-Galactosidasa/metabolismoRESUMEN
BACKGROUND: Bacterial surface display libraries are a popular tool for novel ligand discovery due to their ease of manipulation and rapid growth rates. These libraries typically express a scaffold protein embedded within the outer membrane with a short, surface-exposed peptide that is either terminal or is incorporated into an outer loop, and can therefore interact with and bind to substrates of interest. RESULTS: In this study, we employed a novel bacterial peptide display library which incorporates short 15-mer peptides on the surface of E. coli, co-expressed with the inducible red fluorescent protein DsRed in the cytosol, to investigate population diversity over two rounds of biopanning. The naive library was used in panning trials to select for binding affinity against 3D printing plastic coupons made from polylactic acid (PLA). Resulting libraries were then deep-sequenced using next generation sequencing (NGS) to investigate selection and diversity. CONCLUSIONS: We demonstrated enrichment for PLA binding versus a sapphire control surface, analyzed population composition, and compared sorting rounds using a binding assay and fluorescence microscopy. The capability to produce and describe display libraries through NGS across rounds of selection allows a deeper understanding of population dynamics that can be better directed towards peptide discovery.
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Bioprospección/métodos , Escherichia coli/genética , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , Biblioteca de Péptidos , Péptidos/genética , Escherichia coli/química , Escherichia coli/metabolismo , Péptidos/metabolismoRESUMEN
In this study, naturally derived cellulose nanofibrils (CNFs), a renewable and easily modified nanomaterial with low cytotoxicity, were rendered bioactive via one-step functionalization with mannopyranoside (CNFs-mannose) for use as a new glyconanomaterial platform for control of bacterial pathogenesis. The recognition affinity of the bioactive surfaces toward fimbriated Escherichia coli was assessed using genetically engineered strains as well as wild-type (WT) MG1655 bacteria. The results revealed high surface coverages of FimH+ (with overexpressed FimH) and WT bacteria on the films of CNFs-mannose due to specific interaction between prevalent mannose on nanofibrils and FimH receptors on E. coli fimbriae. The CNFs-mannose nanofibrils were capable of capturing E. coli from a liquid suspension, as demonstrated either by the nanofibril clusters or by the cellulose filter papers impregnated with CNFs-mannose. More importantly, CNFs-mannose efficiently inhibited adhesion of both FimH+ and WT E. coli to mannosylated surfaces even at a very low concentration, resulting in over 95% reduction of bacterial adhesion. Furthermore, the bioactive nanofibrils showed effective disruption of nonspecific binding of bacteria to abiotic surfaces in flow channel tests. These findings highlight the potential of cellulose nanofibrils as a biocompatible polyvalent nanoscale scaffold and exemplify sugar grafted nanofibrils as novel and effective tools in control of bacterial pathogenesis, bacterial removal, as well as in many other applications.
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In this study, we investigated the preparation of living bacteria-nanoparticle hybrids mediated by surface-displayed peptides. The assembly of metallic nanoparticles on living bacteria has been achieved under mild conditions utilizing metal-peptide interactions, whereas the viability of the bacterial cells was greatly preserved. Escherichia coli was engineered with inducible gene circuits to control the display of peptides with desired sequences. Several designed peptide sequences as well as known gold-binding peptides were expressed on the cell surface using enhanced circularly permuted outer membrane protein X (eCPX) scaffolds. Driven by metal-peptide affinity, "biofriendly" citrate-stabilized gold nanoparticles were self-assembled onto the surface of bacteria with displayed peptides, which required overcoming the repulsive force between negatively charged nanoparticles and negatively charged cells. The bacteria/Au nanoparticle hybrids were highly viable and maintained the ability to grow and divide, which is a crucial step toward the creation of living material systems. Further activity and preservation of the bacterial hybrid assembly was demonstrated. The method described herein enables the conjugation of bacterial surfaces with diverse metal-rich nanoparticles in an inducible, and therefore easily controlled, manner. The expressed peptide sequences can be easily modified to alter the binding affinity and specificity for a wide variety of materials to form on-demand, high-density living biohybrids.
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Nanopartículas del Metal/química , Péptidos/metabolismo , Secuencia de Aminoácidos , Escherichia coli , Oro/química , Péptidos/químicaRESUMEN
Peptide capture agents have become increasingly useful tools for a variety of sensing applications due to their ease of discovery, stability, and robustness. Despite the ability to rapidly discover candidates through biopanning bacterial display libraries and easily mature them to Protein Catalyzed Capture (PCC) agents with even higher affinity and selectivity, an ongoing challenge and critical selection criteria is that the peptide candidates and final reagent be selective enough to replace antibodies, the gold-standard across immunoassay platforms. Here, we have discovered peptide affinity reagents against abrax, a derivative of abrin with reduced toxicity. Using on-cell Fluorescence Activated Cell Sorting (FACS) assays, we show that the peptides are highly selective for abrax over RiVax, a similar derivative of ricin originally designed as a vaccine, with significant structural homology to abrax. We rank the newly discovered peptides for strongest affinity and analyze three observed consensus sequences with varying affinity and specificity. The strongest (Tier 1) consensus was FWDTWF, which is highly aromatic and hydrophobic. To better understand the observed selectivity, we use the XPairIt peptide-protein docking protocol to analyze binding location predictions of the individual Tier 1 peptides and consensus on abrax and RiVax. The binding location profiles on the two proteins are quite distinct, which we determine is due to differences in pocket size, pocket environment (including hydrophobicity and electronegativity), and steric hindrance. This study provides a model system to show that peptide capture candidates can be quite selective for a structurally similar protein system, even without further maturation, and offers an in silico method of analysis for understanding binding and down-selecting candidates.
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Abrina/antagonistas & inhibidores , Abrina/química , Simulación del Acoplamiento Molecular , Péptidos/química , Ricina/antagonistas & inhibidores , Ricina/química , Homología Estructural de ProteínaRESUMEN
Clostridium acetobutylicum ATCC 824 gene CA_C0359 encodes a putative unsaturated rhamnogalacturonyl hydrolase (URH) with distant amino-acid sequence homology to YteR of Bacillus subtilis strain 168. YteR, like other URHs, has core structural homology to unsaturated glucuronyl hydrolases, but hydrolyzes the unsaturated disaccharide derivative of rhamnogalacturonan I. The crystal structure of the recombinant CA_C0359 protein was solved to 1.6â Å resolution by molecular replacement using the phase information of the previously reported structure of YteR (PDB entry 1nc5) from Bacillus subtilis strain 168. The YteR-like protein is a six-α-hairpin barrel with two ß-sheet strands and a small helix overlaying the end of the hairpins next to the active site. The protein has low primary protein sequence identity to YteR but is structurally similar. The two tertiary structures align with a root-mean-square deviation of 1.4â Å and contain a highly conserved active pocket. There is a conserved aspartic acid residue in both structures, which has been shown to be important for hydration of the C=C bond during the release of unsaturated galacturonic acid by YteR. A surface electrostatic potential comparison of CA_C0359 and proteins from CAZy families GH88 and GH105 reveals the make-up of the active site to be a combination of the unsaturated rhamnogalacturonyl hydrolase and the unsaturated glucuronyl hydrolase from Bacillus subtilis strain 168. Structural and electrostatic comparisons suggests that the protein may have a slightly different substrate specificity from that of YteR.
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Proteínas Bacterianas/química , Clostridium acetobutylicum/química , Glicósido Hidrolasas/química , Pectinas/química , Proteínas Recombinantes de Fusión/química , Secuencias de Aminoácidos , Bacillus subtilis/química , Bacillus subtilis/genética , Proteínas Bacterianas/genética , Secuencia de Bases , Dominio Catalítico , Clonación Molecular , Clostridium acetobutylicum/genética , Cristalización , Cristalografía por Rayos X , Escherichia coli/genética , Escherichia coli/metabolismo , Expresión Génica , Glicósido Hidrolasas/genética , Modelos Moleculares , Datos de Secuencia Molecular , Unión Proteica , Estructura Secundaria de Proteína , Estructura Terciaria de Proteína , Proteínas Recombinantes de Fusión/genética , Electricidad Estática , Homología Estructural de Proteína , Especificidad por SustratoRESUMEN
Clostridium acetobutylicum's metabolic pathways have been studied for decades due to its metabolic diversity and industrial value, yet many details of its metabolism continue to emerge. The flux through the recently discovered pentose phosphoketolase pathway (PKP) in C. acetobutylicum has been determined for growth on xylose but transcriptional analysis indicated the pathway may have a greater contribution to arabinose metabolism. To elucidate the role of xylulose-5-phosphate/fructose-6-phosphate phosphoketolase (XFP), and the PKP in C. acetobutylicum, experimental and computational metabolic isotope analyses were performed under growth conditions of glucose or varying concentrations of xylose and arabinose. A positional bias in labelling between carbons 2 and 4 of butyrate was found and posited to be due to an enzyme isotope effect of the thiolase enzyme. A correction for the positional bias was applied, which resulted in reduction of residual error. Comparisons between model solutions with low residual error indicated flux through each of the two XFP reactions was variable, while the combined flux of the reactions remained relatively constant. PKP utilization increased with increasing xylose concentration and this trend was further pronounced during growth on arabinose. Mutation of the gene encoding XFP almost completely abolished flux through the PKP during growth on arabinose and resulted in decreased acetate/butyrate ratios. Greater flux through the PKP during growth on arabinose when compared with xylose indicated the pathway's primary role in C. acetobutylicum is arabinose metabolism.
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Aldehído-Liasas/metabolismo , Arabinosa/metabolismo , Proteínas Bacterianas/metabolismo , Clostridium acetobutylicum/enzimología , Clostridium acetobutylicum/crecimiento & desarrollo , Aldehído-Liasas/genética , Proteínas Bacterianas/genética , Clostridium acetobutylicum/genética , Clostridium acetobutylicum/metabolismo , Regulación Bacteriana de la Expresión Génica , Glucosa/metabolismo , Vía de Pentosa FosfatoRESUMEN
The first-ever peptide biomaterial discovery using an unconstrained engineered bacterial display technology is reported. Using this approach, we have developed genetically engineered peptide binders for a bulk aluminum alloy and use molecular dynamics simulation of peptide conformational fluctuations to demonstrate sequence-dependent, structure-function relationships for metal and metal oxide interactions.
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Aleaciones/química , Aluminio/química , Escherichia coli/genética , Ingeniería Genética , Biblioteca de Péptidos , Péptidos/genética , Péptidos/química , Propiedades de SuperficieRESUMEN
Photosystem I (PSI) is a key component of oxygenic photosynthetic electron transport because of its light-induced electron transfer to the soluble electron acceptor ferredoxin. This work demonstrates the incorporation of surface assembled cyanobacterial trimeric PSI complexes into a biohybrid system for light-driven current generation. Specifically, this work demonstrates the improved assembly of PSI via electrophoretic deposition, with controllable surface assembled PSI density, on different self-assembled alkanethiol monolayers. Using artificial electron donors and acceptors (Os(bpy)(2)Cl(2) and methyl viologen) we demonstrate photocurrent generation from a single PSI layer, which remains photoactive for at least three hours of intermittent illumination. Photoelectrochemical comparison of the biohybrid systems assembled from different alkanethiols (hexanethiol, aminohexanethiol, mercaptohexanol, and mercaptohexanoic acid) reveals that the PSI generated photocurrent is enhanced by almost 5 times on negatively charged SAM surfaces as compared to positively charged surfaces. These results are discussed in light of how PSI is oriented upon electrodeposition on a SAM.
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Electroquímica/métodos , Electrodos , Fotoquímica/métodos , Complejo de Proteína del Fotosistema I/químicaRESUMEN
Aminotetrazole compounds have become attractive ingredients in gas generating compositions, solid rocket propellants, and green pyrotechnics. Therefore, a fundamental understanding of their thermal decomposition mechanisms and thermodynamics is of great interest. In this study, the specular reflection isopotential searching method was used to investigate the unimolecular decomposition mechanisms of 5-iminotetrazole (5-ITZ), 1H-5-aminotetrazole (1H-5-ATZ), and 2H-5-aminotetrazole (2H-5-ATZ). Subsequent thermochemical analysis of the unimolecular decomposition pathways was performed at the CCSD(T)/aug-cc-pVTZ//B3LYP/6-311++G(3df,3pd) level of theory. Based upon the relative reaction barriers predicted in this study, the initial gaseous products of 5-ITZ unimolecular decomposition are HN(3) and NH(2)CN (calculated activation barrier equal to 199.5 kJ/mol). On the other hand, the initial gaseous products of 1H-5-ATZ and 2H-5-ATZ unimolecular decomposition are predicted to be N(2) and metastable CH(3)N(3) (calculated activation barriers equal to 169.2 and 153.7 kJ/mol, respectively). These predicted unimolecular decomposition products and activation barriers are in excellent agreement with thermal decomposition experiments performed by Lesnikovich et al. [Lesnikovich, A. I.; Ivashkevich, O. A.; Levchik, S. V.; Balabanovich, A. I.; Gaponik, P. N.; Kulak, A. A. Thermochim. Acta 2002, 388, 233], in which the apparent activation barriers were measured to be approximately 200 and 150 kJ/mol, respectively, for 5-ITZ and 1H-5-ATZ/2H-5-ATZ.
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Molecular modeling efforts aimed at probing the structure, function and inhibition of the acetylcholinesterase enzyme have abounded in the last decade, largely because of the system's importance to medical conditions such as myasthenia gravis, Alzheimer's disease and Parkinson's disease, and well as its famous toxicological susceptibility to nerve agents. The complexity inherent in such a system with multiple complementary binding sites, critical dynamic effects and intricate mechanisms for enzymatic function and covalent inhibition, has led to an impressively diverse selection of simulation techniques being applied to the system, including quantum chemical mechanistic studies, molecular docking prediction of noncovalent complexes and their associated binding free energies, molecular dynamics conformational analysis and transport kinetics prediction, and quantitative structure activity relationship modeling to tie salient details together into a coherent predictive tool. Effective drug and prophylaxis design strategies for a complex target like this requires some understanding and appreciation for all of the above methods, thus it makes an excellent case study for multi-tiered pharmaceutical modeling. This paper reviews a sample of the more important studies on acetylcholinesterase and helps to elucidate their interdependencies. Potential future directions are introduced based on the special methodological needs of the acetylcholinesterase system and on emerging trends in molecular modeling.
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Acetilcolinesterasa/química , Acetilcolinesterasa/metabolismo , Inhibidores de la Colinesterasa/química , Modelos Químicos , Modelos Moleculares , Inhibidores de la Colinesterasa/metabolismo , Inhibidores de la Colinesterasa/farmacología , HumanosRESUMEN
Acetylcholinesterase (AChE) is an interesting research target not only because of its high enzyme catalytic rate but also because of the wide range of health effects resulting from its inhibition. This paper discusses results of a theoretical study of acetylcholinesterase inhibition using several simulation techniques. In the first technique, a novel method was developed and used for predicting the binding affinity of human AChE (huAChE) inhibitors. Results are also presented for classical molecular dynamics and quantum mechanical simulations. Theoretical proton NMR shift results are obtained and compared to experiment, and the importance of the Glu199 residue is discussed in the context of the model.
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Inhibidores de la Colinesterasa/química , Inhibidores de la Colinesterasa/metabolismo , Colinesterasas/metabolismo , Compuestos Organofosforados/química , Compuestos Organofosforados/metabolismo , Sitios de Unión , Humanos , Cinética , Ligandos , Modelos Biológicos , TermodinámicaRESUMEN
Acetylcholinesterase (AChE) inhibition is an important research topic because of its wide range of associated health implications. A receptor-specific scoring function was developed herein for predicting binding affinities for human AChE (huAChE) inhibitors. This method entails a statistically trained weighted sum of electrostatic and van der Waals (VDW) interactions between ligands and the receptor residues. Within the 53 ligand training set, a strong correlation was found (R2 = 0.89) between computed and experimental inhibition constants. Leave-one-out cross-validation indicated high predictive power (Q2 = 0.72), and analysis of a separate 16-compound test set also produced very good correlation with experiment (R2 = 0.69). Scoring function analysis has permitted identification and characterization of important ligand-receptor interactions, producing a list of those residues making the most important electrostatic and VDW contributions within the main active site, gorge area, acyl binding pocket, and periferal site. These analyses are consistent with X-ray crystallographic and site-directed mutagenesis studies.