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The ability to monitor levels of endogenous markers and clearance profiles of drugs and their metabolites can improve the quality of biomedical research and precision with which therapies are individualized. Towards this end, electrochemical aptamer-based (EAB) sensors have been developed that support the real-time monitoring of specific analytes in vivo with clinically relevant specificity and sensitivity. A challenge associated with the in vivo deployment of EAB sensors, however, is how to manage the signal drift which, although correctable, ultimately leads to unacceptably low signal-to-noise ratios, limiting the measurement duration. Motivated by the correction of signal drift, in this paper, we have explored the use of oligoethylene glycol (OEG), a widely employed antifouling coating, to reduce the signal drift in EAB sensors. Counter to expectations, however, when challenged in 37 °C whole blood in vitro, EAB sensors employing OEG-modified self-assembled monolayers exhibit both greater drift and reduced signal gain, compared with those employ a simple, hydroxyl-terminated monolayer. On the other hand, when EAB sensor was prepared with a mix monolayer using MCH and lipoamido OEG 2 alcohol, reduced signal noise was observed compared to the same sensor prepared with MCH presumably due to improved SAM construction. These results suggest broader exploration of antifouling materials will be required to improve the signal drift of EAB sensors.
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Aptámeros de Nucleótidos , Técnicas Biosensibles , Técnicas Biosensibles/métodos , Oligonucleótidos , Glicoles , Técnicas ElectroquímicasRESUMEN
Increasing the variety of antimicrobial peptides is crucial in meeting the global challenge of multi-drug-resistant bacterial pathogens. While several deep-learning-based peptide design pipelines are reported, they may not be optimal in data efficiency. High efficiency requires a well-compressed latent space, where optimization is likely to fail due to numerous local minima. We present a multi-objective peptide design pipeline based on a discrete latent space and D-Wave quantum annealer with the aim of solving the local minima problem. To achieve multi-objective optimization, multiple peptide properties are encoded into a score using non-dominated sorting. Our pipeline is applied to design therapeutic peptides that are antimicrobial and non-hemolytic at the same time. From 200â¯000 peptides designed by our pipeline, four peptides proceeded to wet-lab validation. Three of them showed high anti-microbial activity, and two are non-hemolytic. Our results demonstrate how quantum-based optimizers can be taken advantage of in real-world medical studies.
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Legends to Figures 4 and 5 (p. 7) should be exchanged. Below are the correct legends to Figure 4 and Figure 5. Fig. 4. Interconnection of DSCR4 overexpression-mediated perturbed pathways. KEGG analysis of DSCR4 overexpression-mediated DEGs shows enrichment for the tightly interconnected pathways of the coagulation cascade and the complement cascade (highlighted in red) and further confirm the connection of these cascades with cell adhesion, migration and proliferation (red circle). Fig. 5. Expression profile of DSCR4 across human cell lines and tissues. According to Roadmap Epigenomics Project data, DSCR4 and DSCR8, which share a bidirectional promoter, are highly expressed only in K562 cells, a type of leukemia cell. Analysis of transcriptome data provided by Prescott et al. (2015) showed that DSCR4 and DSCR8 also display high expression in human and chimpanzee neural crest cells, which are critical migratory cells involved in facial morphogenesis in the embryo. (1) Data from Prescott et al. (2015). (2) Samples also include esophagus, lung, spleen and fetal large intestine. (3) Samples also include brain germinal matrix, hippocampus, fetal small intestine, stomach, left ventricle, small intestine, sigmoid colon, HEPG2 cells and HMEC cells. The PDF file for DOI: https://doi.org/10.1266/ggs.20-00012 has been replaced with the corrected version as of June 17, 2021.
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Cell-penetrating peptides have important therapeutic applications in drug delivery, but the variety of known cell-penetrating peptides is still limited. With a promise to accelerate peptide development, artificial intelligence (AI) techniques including deep generative models are currently in spotlight. Scientists, however, are often overwhelmed by an excessive number of unannotated sequences generated by AI and find it difficult to obtain insights to prioritize them for experimental validation. To avoid this pitfall, we leverage molecular dynamics (MD) simulations to obtain mechanistic information to prioritize and understand AI-generated peptides. A mechanistic score of permeability is computed from five steered MD simulations starting from different initial structures predicted by homology modelling. To compensate for variability of predicted structures, the score is computed with sample variance penalization so that a peptide with consistent behaviour is highly evaluated. Our computational pipeline involving deep learning, homology modelling, MD simulations and synthesizability assessment generated 24 novel peptide sequences. The top-scoring peptide showed a consistent pattern of conformational change in all simulations regardless of initial structures. As a result of wet-lab-experiments, our peptide showed better permeability and weaker toxicity in comparison to a clinically used peptide, TAT. Our result demonstrates how MD simulations can support de novo peptide design by providing mechanistic information supplementing statistical inference.
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Inteligencia Artificial , Péptidos de Penetración Celular/química , Simulación de Dinámica Molecular , Secuencia de Aminoácidos , Membrana Celular/química , Supervivencia Celular/efectos de los fármacos , Péptidos de Penetración Celular/farmacología , Células HeLa , Humanos , Reproducibilidad de los ResultadosRESUMEN
Down syndrome in humans is caused by trisomy of chromosome 21. DSCR4 (Down syndrome critical region 4) is a de novo-originated protein-coding gene present only in human chromosome 21 and its homologous chromosomes in apes. Despite being located in a medically critical genomic region and an abundance of evidence indicating its functionality, the roles of DSCR4 in human cells are unknown. We used a bioinformatic approach to infer the biological importance and cellular roles of this gene. Our analysis indicates that DSCR4 is likely involved in the regulation of interconnected biological pathways related to cell migration, coagulation and the immune system. We also showed that these predicted biological functions are consistent with tissue-specific expression of DSCR4 in migratory immune system leukocyte cells and neural crest cells (NCCs) that shape facial morphology in the human embryo. The immune system and NCCs are known to be affected in Down syndrome individuals, who suffer from DSCR4 misregulation, which further supports our findings. Providing evidence for the critical roles of DSCR4 in human cells, our findings establish the basis for further experimental investigations that will be necessary to confirm the roles of DSCR4 in the etiology of Down syndrome.
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Redes Reguladoras de Genes , Mapas de Interacción de Proteínas , ARN Largo no Codificante/genética , Línea Celular , Biología Computacional , Humanos , Redes y Vías Metabólicas , Neurogénesis/genética , ARN Largo no Codificante/metabolismoRESUMEN
In vitro selection has been widely used to generate molecular-recognition elements in analytical sciences. Although reconstituted types of in vitro transcription and translation (IVTT) system, such as PURE system, are nowadays widely used for ribosome display and mRNA/cDNA display, use of E. coli extract is often avoided, presumably because it contains unfavorable contaminants, such as ribonuclease. Nevertheless, the initial speed of protein translation in E. coli extract is markedly faster than that of PURE system. We thus hypothesized that E. coli extract is more appropriate for instant translation in ribosome display than PURE system. Here, we first revisit the potency of E. coli extract for ribosome display by shortening the translation time, and then applied the optimized condition for selecting peptide aptamers for ovalbumin (OVA). The OVA-binding peptides selected using E. coli extract exhibited specific binding to OVA, even in the presence of 50% serum. We conclude that instant translation in ribosome display using E. coli extract has the potential to generate easy-to-use and economical molecular-recognition elements in analytical sciences.
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Escherichia coli , Ribosomas , Escherichia coli/genética , Ovalbúmina , Péptidos , Extractos Vegetales , Ribosomas/genéticaRESUMEN
Antimicrobial peptides are a potential solution to the threat of multidrug-resistant bacterial pathogens. Recently, deep generative models including generative adversarial networks (GANs) have been shown to be capable of designing new antimicrobial peptides. Intuitively, a GAN controls the probability distribution of generated sequences to cover active peptides as much as possible. This paper presents a peptide-specialized model called PepGAN that takes the balance between covering active peptides and dodging nonactive peptides. As a result, PepGAN has superior statistical fidelity with respect to physicochemical descriptors including charge, hydrophobicity, and weight. Top six peptides were synthesized, and one of them was confirmed to be highly antimicrobial. The minimum inhibitory concentration was 3.1 µg/mL, indicating that the peptide is twice as strong as ampicillin.
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Redox-active ruthenium complexes have been widely used in various fields; however, the harsh conditions required for their synthesis are not always conducive to their subsequent use in biological applications. In this study, we demonstrate the spontaneous formation of a derivative of tris(bipyridine)ruthenium at 37°C through the coordination of three bipyridyl ligands incorporated into a peptide to a ruthenium ion. Specifically, we synthesized six bipyridyl-functionalized peptides with randomly chosen sequences. The six peptides bound to ruthenium ions and exhibited similar spectroscopic and electrochemical features to tris(bipyridine)ruthenium, indicating the formation of ruthenium complexes as we anticipated. The photo-excited triplet state of the ruthenium complex formed in the peptides exhibited an approximately 1.6-fold longer lifetime than that of tris(bipyridine)ruthenium. We also found that the photo-excited state of the ruthenium complexes was able to transfer an electron to methyl viologen, indicating that the ruthenium complexes formed in the peptides had the same ability to transfer charge as tris(bipyridine)ruthenium. We believe that this strategy of producing ruthenium complexes in peptides under mild conditions will pave the way for developing new metallopeptides and metalloproteins containing functional metal-complexes.
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Compuestos Organometálicos/síntesis química , Péptidos/química , Péptidos/síntesis química , Rutenio/química , Estructura Molecular , Compuestos Organometálicos/química , Oxidación-Reducción , Procesos FotoquímicosRESUMEN
Correction for 'In vitro selection of electrochemical peptide probes using bioorthogonal tRNA for influenza virus detection' by Tara Bahadur K. C. et al., Chem. Commun., 2018, 54, 5201-5204.
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An electrosensitive peptide probe has been developed from an in vitro selection technique using biorthogonal tRNA prepared with an electroreactive non-natural amino acid, 3,4-ethylenedioxythiophene-conjugated aminophenylalanine. The selected probe quantitatively detected the influenza virus based on a signal "turn-on" mechanism. The developed strategy could be used to develop electrochemical biosensors toward a variety of targets.
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Técnicas Biosensibles , Técnicas Electroquímicas , Sondas Moleculares/química , Orthomyxoviridae/aislamiento & purificación , Péptidos/química , ARN de Transferencia/químicaRESUMEN
Microalgae-based metabolic engineering has been proven effective for producing valuable substances such as food supplements, pharmaceutical drugs, biodegradable plastics, and biofuels in the past decade. The ability to accurately visualize and quantify intracellular metabolites in live microalgae is essential for efficient metabolic engineering, but remains a major challenge due to the lack of characterization methods. Here we demonstrate it by synthesizing fluorogenic peptide aptamers with specific binding affinity to a target metabolite and delivering them into live microalgae by femtosecond laser photoporation at single-cell resolution. As a proof-of-principle demonstration of our method, we use it to characterize Euglena gracilis, a photosynthetic unicellular motile microalgal species, which is capable of producing paramylon (a carbohydrate granule similar to starch). Specifically, we synthesize a peptide aptamer containing a paramylon-binding fluorescent probe, 7-nitrobenzofurazan, and introduce it into E. gracilis cells one-by-one by suppressing their mobility with mannitol and transiently perforating them with femtosecond laser pulses at 800 nm for photoporation. To demonstrate the method's practical utility in metabolic engineering, we perform spatially and temporally resolved fluorescence microscopy of single live photoporated E. gracilis cells under different culture conditions. Our method holds great promise for highly efficient microalgae-based metabolic engineering.
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Aptámeros de Péptidos/administración & dosificación , Ingeniería Metabólica/métodos , Microalgas/metabolismo , Biocombustibles/microbiología , Citoplasma/metabolismo , Euglena gracilis/metabolismo , Colorantes Fluorescentes/metabolismo , Glucanos , Rayos Láser , Microscopía Fluorescente/métodos , FotosíntesisRESUMEN
Detection of the cells expressing an epithelial cell adhesion molecule (EpCAM) is a crucial step to identify circulating tumor cells (CTCs) from blood. To detect the EpCAM, we here designed and synthesized a series of fluorogenic peptides. Specifically, we functionalized an EpCAM-binding peptide, Ep114, by replacing its amino acids to an aminophenylalanine that was modified with environmentally sensitive 7-nitro-2,1,3-benzoxadiazole (NBD-amPhe). Among six synthesized peptides, we have found that two peptides, Q4X and V6X (X represents NBD-amPhe), retain the Ep114's binding ability and specifically mark EpCAM-expressing cells by just adding these peptides to the cultivation medium. Our wash-free, fluorogenic peptide ligands would boost the development of next generation devices for CTC diagnoses.
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Molécula de Adhesión Celular Epitelial/metabolismo , Colorantes Fluorescentes/metabolismo , Imagen Molecular/métodos , Péptidos/metabolismo , Secuencia de Aminoácidos , Línea Celular Tumoral , Membrana Celular/metabolismo , Molécula de Adhesión Celular Epitelial/química , Humanos , Ligandos , Péptidos/química , Unión ProteicaRESUMEN
To enhance the therapeutic effect of growth factors, a powerful strategy is to direct their localization to damaged sites. To treat skin wounds and myocardial infarction, we selected vascular endothelial growth factor (VEGF) carrying binding affinity to collagen. A simple conjugation of a reported collagen-binding sequence and VEGF did not increase the collagen-binding affinity, indicating that the molecular interaction between the two proteins abolished collagen binding activity. Here, we present a new molecular evolution strategy, "all-in-one" in vitro selection, in which a collagen-binding VEGF (CB-VEGF) was directly identified from a random library consisting of random and VEGF sequences. As expected, the selected CB-VEGFs exhibited high binding affinity to collagen and maintained the same growth enhancement activity for endothelial cells as unmodified VEGF in solution. Furthermore, the selected CB-VEGF enhanced angiogenesis at skin wounds and infarcted myocardium. This study demonstrates that "all-in-one" in vitro selection is a novel strategy for the design of functional proteins for regenerative medicine.
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Colágeno/química , Factor A de Crecimiento Endotelial Vascular/química , Animales , Células Endoteliales/efectos de los fármacos , Células Endoteliales/metabolismo , Femenino , Ratones , Ratones Endogámicos C57BL , Ratones SCID , Infarto del Miocardio/tratamiento farmacológico , Unión Proteica/efectos de los fármacos , Transducción de Señal/efectos de los fármacos , Factor A de Crecimiento Endotelial Vascular/farmacología , Factor A de Crecimiento Endotelial Vascular/uso terapéutico , Cicatrización de Heridas/efectos de los fármacosRESUMEN
One of the most powerful attributes of proteins is their ability to bind to and modulate the chemistry of cofactors and prosthetic groups. Here, we demonstrated the ability of an artificial nucleic acid (an aptamer) to similarly control the functionality of a non-biological element. Specifically, we selected an RNA aptamer that binds tris(bipyridine) ruthenium (II), Ru(bpy)32+, an inorganic complex that has attracted intense interest due to its photoredox chemistry, including its ability to split water by visible light. We found that a newly discovered aptamer strongly and enantioselectively binds Λ-Ru(bpy)32+ (Kd = 65 nM) and, in doing so, selectively suppresses deactivation via energy transfer, thereby elongating the lifetime of its photo-excited state by four-fold. The ability of the aptamer to enhance this important aspect of Ru(bpy)32+ chemistry illustrates a broader point concerning the potential power of combining in vitro-created biomolecules with non-biological reactants to perform enhanced chemical reactions.
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Aptámeros de Nucleótidos/química , Compuestos Organometálicos/química , Procesos Fotoquímicos , Calorimetría , TermodinámicaRESUMEN
OBJECTIVES: We examined the importance of aptamer usage under the same condition as the selection process by employing the previously selected aptamers for calmodulin (CaM) which includes a non-natural fluorogenic amino acid, 7-nitro-2,1,3-benzoxadiazole. RESULTS: We added five amino acids at the N-terminus which was employed for the selection and then we tested the affinity and selectivity for CaM binding. Surface plasmon resonance and fluorescence measurements showed that the additional amino acids for one of the aptamers drastically improved binding affinity to CaM, indicating the importance of aptamer use under the same conditions as the selection process. Such drastic improvement in affinity was not observed for the sequence which had been reported previously. Nuclear magnetic resonance data identified that the primary binding site is located in a C-terminal of CaM and the additional residues enhance interactions with CaM. CONCLUSIONS: We found that the addition of the common sequence, which was employed for ribosome display, makes the affinity of a selected peptide as strong as the previously reported peptide.
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Aptámeros de Péptidos/metabolismo , Calmodulina/metabolismo , Secuencia de Aminoácidos , Animales , Aptámeros de Péptidos/química , Bovinos , Fluorescencia , Espectroscopía de Resonancia Magnética , Unión Proteica , Solubilidad , Resonancia por Plasmón de SuperficieRESUMEN
To prepare a fluorogenic peptide ligand which binds to an arbitrary target, we previously succeeded in seeking a fluorogenic ligand to calmodulin using in vitro selection. In this study the environment-sensitive fluorescent group in the selected peptide ligand was replaced with other fluorescent groups to find the possibility to increase the fluorogenic activity. Surface plasmon resonance measurement exhibited that the binding affinity was held even after the replacement. However, the replacement significantly affected the fluorogenic activity. It depended on the kind of incorporated fluorophors and linker length. As a result, the incorporation of 4-N,N-dimethylamino-1,8-naphthalimide enhanced the fluorescence intensity over 100-fold in the presence of target calcium-bound calmodulin. This study demonstrated that the functionality of in vitro selected peptide can be tuned with keeping the binding affinity.
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Calmodulina/química , Fluorescencia , Colorantes Fluorescentes/química , Naftalimidas/química , Péptidos/química , Colorantes Fluorescentes/síntesis química , Ligandos , Naftalimidas/síntesis química , Resonancia por Plasmón de SuperficieRESUMEN
When minimal functional sequences are used, it is possible to integrate multiple functions on a single peptide chain, like a "single stroke drawing". Here a dual functional peptide was designed by combining in vitro selected catalytic and binding activities. For catalytic activity, we performed in vitro selection for a peptide aptamer binding to hemin by using ribosome display and isolated a peptide that had peroxidase activity in the presence of hemin. By combining the selected catalytic peptide with a peptide antigen, which can be recognized by an antibody, an enzyme-antibody conjugate-like peptide was obtained. This study demonstrates a successful strategy to create dual functionalized peptide chains for use in immunoassays.
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Anticuerpos/metabolismo , Aptámeros de Péptidos/metabolismo , Hemina/metabolismo , Oligonucleótidos/metabolismo , Peroxidasa/metabolismo , Ribosomas/metabolismo , Anticuerpos/química , Aptámeros de Péptidos/química , Sitios de Unión , Catálisis , Hemina/química , Humanos , Técnicas In Vitro , Cinética , Oligonucleótidos/química , Oxidación-Reducción , Biblioteca de Péptidos , Peroxidasa/química , Ribosomas/químicaRESUMEN
Polyethylene glycol (PEG) of different lengths was genetically incorporated into the backbone of a polypeptide using stop-anticodon and frameshift anticodon-containing tRNAs, which were acylated with PEG-containing amino acids.
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Aminoácidos/genética , Péptidos/química , Péptidos/genética , Polietilenglicoles/química , ARN de Transferencia/genética , Acilación , Secuencia de Aminoácidos , Aminoácidos/química , Anticodón , Datos de Secuencia Molecular , Biosíntesis de Proteínas , ARN de Transferencia/químicaRESUMEN
A peptide aptamer that changes fluorescence upon binding to verotoxin was selected in vitro using ribosome display with a tRNA carrying an environment-sensitive fluorescent probe. The aptamer specifically bound to verotoxin with a dissociation constant (K d) of 3.94 ± 1.6 µM, and the fluorescence decreased by 78% as the verotoxin concentration was increased. The selected peptide can be used for detection of verotoxin.
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Aptámeros de Péptidos/aislamiento & purificación , Aptámeros de Péptidos/metabolismo , Técnicas de Química Analítica/métodos , Fluorescencia , Fluorometría/métodos , Toxinas Shiga/análisis , Unión ProteicaRESUMEN
Photoresponsive peptide aptamer to glutathione-immobilized microbeads was in vitro selected using ribosome display incorporated with tRNA carrying an amino acid coupled with an azobenzene.