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1.
Sheng Wu Gong Cheng Xue Bao ; 40(3): 799-811, 2024 Mar 25.
Artículo en Chino | MEDLINE | ID: mdl-38545978

RESUMEN

Pseudouridine is the most abundant modified nucleoside found in non-coding RNA and is widely used in biological and pharmaceutical fields. However, current methods for pseudouridine production suffer from drawbacks such as complex procedures, low efficiency and high costs. This study presents a novel enzymatic cascade reaction route in Escherichia coli, enabling the whole-cell catalytic synthesis of pseudouridine from uridine. Initially, a metabolic pathway was established through plasmid-mediated overexpression of endogenous pseudouridine-5-phosphase glycosidase, ribokinase, and ribonucleoside hydrolase, resulting in the accumulation of pseudouridine. Subsequently, highly active endogenous ribonucleoside hydrolase was screened to enhance uridine hydrolysis and provide more precursors for pseudouridine synthesis. Furthermore, modifications were made to the substrates and products transport pathways to increase the pseudouridine yield while avoiding the accumulation of by-product uridine. The resulting recombinant strain Ψ-7 catalyzed the conversion of 30 g/L uridine into 27.24 g/L pseudouridine in 24 h, achieving a conversion rate of 90.8% and a production efficiency of 1.135 g/(L·h). These values represent the highest reported yield and production efficiency achieved by enzymatic catalysis methods to date.


Asunto(s)
Escherichia coli , Seudouridina , Seudouridina/genética , Seudouridina/química , Seudouridina/metabolismo , Escherichia coli/genética , Escherichia coli/metabolismo , Uridina/genética , Uridina/química , Uridina/metabolismo , Catálisis , Hidrolasas/metabolismo
2.
ChemMedChem ; 19(7): e202300600, 2024 Apr 02.
Artículo en Inglés | MEDLINE | ID: mdl-38235959

RESUMEN

All widely used mRNA vaccines against COVID-19 contain in their sequence 1-methylpseudouridine (m1Ψ) instead of uridine. In this publication, we report two high resolution crystal structures (at up to 1.01 and 1.32 Å, respectively) of one such double-stranded 12-mer RNA sequence crystallized in two crystal forms. The structures are compared with similar structures which do not contain this modification. Additionally, the X-ray structure of 1-methyl-pseudouridine itself was determined.


Asunto(s)
Seudouridina , Seudouridina/análogos & derivados , ARN , Humanos , Seudouridina/química , Vacunas de ARNm , Vacunas contra la COVID-19
3.
Analyst ; 149(4): 1310-1317, 2024 Feb 12.
Artículo en Inglés | MEDLINE | ID: mdl-38247383

RESUMEN

RNA modification, particularly pseudouridine (Ψ), has played an important role in the development of the mRNA-based COVID-19 vaccine. This is because Ψ enhances RNA stability against nuclease activity and decreases the anti-RNA immune response. Ψ also provides structural flexibility to RNA by enhancing base stacking compared with canonical nucleobases. In this report, we demonstrate the first application of pseudouridine-modified RNA as a probe (Ψ-RNA) for label-free nucleic acid biosensing. It is known that MoS2 has a differential affinity for nucleic acids, which may be translated into a unique electronic signal. Herein, the Ψ-RNA probe interacts with the pristine MoS2 surface and causes a change in interfacial electrochemical charge transfer in the MoS2 nanosheets. Compared with an unmodified RNA probe, Ψ-RNA exhibited faster adsorption and higher affinity for MoS2. Moreover, Ψ-RNA could bind to complementary RNA and DNA targets with almost equal affinity when engaged with the MoS2 surface. Ψ-RNA maintained robust interactions with the MoS2 surface following the hybridization event, perhaps through its extra amino group. The detection sensitivity of the Ψ-RNA/MoS2 platform was as low as 500 attomoles, while the results also indicate that the probe can distinguish between complementary targets, single mismatches, and non-complementary nucleic acid sequences with statistical significance. This proof-of-concept study shows that the Ψ-RNA probe may solve numerous problems of adsorption-based biosensing platforms due to its stability and structural flexibility.


Asunto(s)
Técnicas Biosensibles , Ácidos Nucleicos , Humanos , Seudouridina/química , Sondas ARN , Molibdeno/química , Vacunas contra la COVID-19 , ARN/química , Técnicas Biosensibles/métodos
4.
Phys Chem Chem Phys ; 26(2): 992-999, 2024 Jan 03.
Artículo en Inglés | MEDLINE | ID: mdl-38088148

RESUMEN

Pseudouridine (Ψ) and N1-methylpseudouridine (m1Ψ) are among the key modifications in the field of mRNA therapeutics and vaccine research. The accuracy of the design and development of therapeutic RNAs containing such modifications depends on the accuracy of the secondary structure prediction, which in turn depends on the nearest neighbor (NN) thermodynamic parameters for the standard and modified residues. Here, we propose a simple approach based on molecular dynamics simulations and linear interaction energy (LIE) approximation that is able to predict the NN free energy parameters for U-A, Ψ-A and m1Ψ-A pairs in reasonable agreement with the recent experimental reports. We report the NN thermodynamic parameters for different U, Ψ and m1Ψ base pairs, which might be helpful for a deeper understanding of the effect of these modifications in RNA. The predicted NN free energy parameters in this study are able to closely reproduce the folding free energies of duplexes containing internal Ψ for which the thermodynamic data were available. Additionally, we report the predicted folding free energies for the duplexes containing internal m1Ψ.


Asunto(s)
Seudouridina , ARN , ARN/química , Seudouridina/química , Conformación de Ácido Nucleico , Emparejamiento Base , Entropía , Termodinámica
5.
Acc Chem Res ; 56(19): 2740-2751, 2023 10 03.
Artículo en Inglés | MEDLINE | ID: mdl-37700703

RESUMEN

Nucleophilic addition of bisulfite to pyrimidine bases has been known for a half century, and the reaction has been in use for at least a quarter of a century for identifying 5-methylcytidine in DNA. This account focuses on the chemistry of bisulfite with pseudouridine, an isomer of the RNA nucleoside uridine in which the uracil base is connected to C1' of ribose via C5 instead of N1. Pseudouridine, Ψ, is the most common nucleotide modification found in cellular RNA overall, in part due to its abundance in rRNAs and tRNAs. It has a stabilizing influence on RNA structure because N1 is now available for additional hydrogen bonding and because the heterocycle is slightly better at π stacking. The isomerization of U to Ψ in RNA strands is catalyzed by 13 different enzymes in humans and 11 in E. coli; some of these enzymes are implicated in disease states which is testament to the biological importance of pseudouridine in cells. Recently, pseudouridine came into the limelight as the key modification that, after N1 methylation, enables mRNA vaccines to be delivered efficiently into human tissue with minimal generation of a deleterious immunogenic response. Here we describe the bisulfite reaction with pseudouridine which gives rise to a chemical sequencing method to map the modified base in the epitranscriptome. Unlike the reaction with cytidine, the addition of bisulfite to Ψ leads irreversibly to form an adduct that is bypassed during cDNA synthesis by reverse transcriptases yielding a characteristic deletion signature. Although there were hints to the structure of the bisulfite adduct(s) 30 to 50 years ago, it took modern spectroscopic and computational methods to solve the mystery. Raman spectroscopy along with extensive NMR, ECD, and computational work led to the assignment of the major product as the (R) diastereomer of an oxygen adduct at C1' of a ring-opened pseudouridine. Mechanistically, this arose from a succession of conjugate addition, E2 elimination, and a [2,3] sigmatropic rearrangement, all of which are stereodefined reactions. A minor reaction with excess bisulfite led to the (S) isomer of a S-adducted SO3- group. Understanding structure and mechanism aided the design of a Ψ-specific sequencing reaction and guided attempts to improve the utility and specificity of the method. Separately, we have been investigating the use of nanopore direct RNA sequencing, a single-molecule method that directly analyzes RNA strands isolated from cells after end-ligation of adaptor sequences. By combining the electrical current and base-calling data from the nanopore with dwell-time analysis from the helicase employed to deliver RNA to the nanopore, we were able to map Ψ sites in nearly all sequence contexts. This analysis was employed to find Ψ residues in the SARS-CoV-2 vRNA, to analyze the sequence context effects of mRNA vaccine synthesis via in vitro transcription, and to evaluate the impact of stress on chemical modifications in the E. coli ribosome. Most recently, we found that bisulfite treatment of RNA leading to Ψ adducts could modulate the nanopore signal to help in mapping modifications of low occupancy.


Asunto(s)
COVID-19 , Secuenciación de Nanoporos , Humanos , ARN/química , Seudouridina/química , Seudouridina/genética , Seudouridina/metabolismo , Escherichia coli/metabolismo , COVID-19/genética , SARS-CoV-2/genética , ARN Ribosómico/química , ARN Ribosómico/genética , ARN Ribosómico/metabolismo , Procesamiento Postranscripcional del ARN
6.
Methods Mol Biol ; 2533: 149-166, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35796987

RESUMEN

Cellular RNAs in all three kingdoms of life are modified with diverse chemical modifications. These chemical modifications expand the topological repertoire of RNAs, and fine-tune their functions. Ribosomal RNA in yeast contains more than 100 chemically modified residues in the functionally crucial and evolutionary conserved regions. The chemical modifications in the rRNA are of three types-methylation of the ribose sugars at the C2-positionAbstract (Nm), isomerization of uridines to pseudouridines (Ψ), and base modifications such as (methylation (mN), acetylation (acN), and aminocarboxypropylation (acpN)). The modifications profile of the yeast rRNA has been recently completed, providing an excellent platform to analyze the function of these modifications in RNA metabolism and in cellular physiology. Remarkably, majority of the rRNA modifications and the enzymatic machineries discovered in yeast are highly conserved in eukaryotes including humans. Mutations in factors involved in rRNA modification are linked to several rare severe human diseases (e.g., X-linked Dyskeratosis congenita, the Bowen-Conradi syndrome and the William-Beuren disease). In this chapter, we summarize all rRNA modifications and the corresponding enzymatic machineries of the budding yeast.


Asunto(s)
ARN Ribosómico , Saccharomyces cerevisiae , Acetilación , Humanos , Metilación , Seudouridina/química , Seudouridina/metabolismo , Procesamiento Postranscripcional del ARN , ARN de Hongos/química , ARN de Hongos/metabolismo , ARN Ribosómico/química , ARN Ribosómico/metabolismo , Saccharomyces cerevisiae/química , Saccharomyces cerevisiae/genética , Saccharomyces cerevisiae/metabolismo
7.
Plant Cell Physiol ; 63(7): 955-966, 2022 Jul 14.
Artículo en Inglés | MEDLINE | ID: mdl-35560171

RESUMEN

As the most abundant RNA modification, pseudouridylation has been shown to play critical roles in Escherichia coli, yeast and humans. However, its function in plants is still unclear. Here, we characterized leaf curly and small 1 (FCS1), which encodes a pseudouridine synthase in Arabidopsis. fcs1 mutants exhibited severe defects in plant growth, such as delayed development and reduced fertility, and were significantly smaller than the wild type at different developmental stages. FCS1 protein is localized in the mitochondrion. The absence of FCS1 significantly reduces pseudouridylation of mitochondrial 26S ribosomal RNA (rRNA) at the U1692 site, which sits in the peptidyl transferase center. This affection of mitochondrial 26S rRNA may lead to the disruption of mitochondrial translation in the fcs1-1 mutant, causing high accumulation of transcripts but low production of proteins. Dysfunctional mitochondria with abnormal structures were also observed in the fcs1-1 mutant. Overall, our results suggest that FCS1-mediated pseudouridylation of mitochondrial 26S rRNA is required for mitochondrial translation, which is critical for maintaining mitochondrial function and plant development.


Asunto(s)
Arabidopsis , Transferasas Intramoleculares , Mitocondrias , Desarrollo de la Planta , Arabidopsis/enzimología , Arabidopsis/crecimiento & desarrollo , Transferasas Intramoleculares/metabolismo , Mitocondrias/enzimología , Seudouridina/química , Seudouridina/metabolismo , ARN Mitocondrial/genética , ARN Mitocondrial/metabolismo , ARN Ribosómico/química , ARN Ribosómico/genética , ARN Ribosómico/metabolismo
8.
Biochemistry ; 61(10): 833-842, 2022 05 17.
Artículo en Inglés | MEDLINE | ID: mdl-35481783

RESUMEN

23S ribosomal RNA (rRNA) of Escherichia coli 50S large ribosome subunit contains 26 post-transcriptionally modified nucleosides. Here, we determine the extent of modifications in the 35S and 45S large subunit intermediates, accumulating in cells expressing the helicase inactive DbpA protein, R331A, and the native 50S large subunit. The modifications we characterized are 3-methylpseudouridine, 2-methyladenine, 5-hydroxycytidine, and nine pseudouridines. These modifications were detected using 1-cyclohexyl-3-(2-morpholinoethyl)carbodiimide metho-p-toluenesulfonate (CMCT) treatment followed by alkaline treatment. In addition, KMnO4 treatment of 23S rRNA was employed to detect 5-hydroxycytidine modification. CMCT and KMnO4 treatments produce chemical changes in modified nucleotides that cause reverse transcriptase misincorporations and deletions, which were detected employing next-generation sequencing. Our results show that the 2-methyladenine modification and seven uridines to pseudouridine isomerizations are present in both the 35S and 45S to similar extents as in the 50S. Hence, the enzymes that perform these modifications, namely, RluA, RluB, RluC, RluE, RluF, and RlmN, have already acted in the intermediates. Two uridines to pseudouridine isomerizations, the 3-methylpseudouridine and 5-hydroxycytidine modifications, are significantly less present in the 35S and 45S, as compared to the 50S. Therefore, the enzymes that incorporate these modifications, RluD, RlmH, and RlhA, are in the process of modifying the 35S and 45S or will incorporate these modifications during the later stages of ribosome assembly. Our study employs a novel high throughput and single nucleotide resolution technique for the detection of 2-methyladenine and two novel high throughput and single nucleotide resolution techniques for the detection of 5-hydroxycytidine.


Asunto(s)
Proteínas de Escherichia coli , Escherichia coli , ADN Helicasas/metabolismo , Escherichia coli/metabolismo , Proteínas de Escherichia coli/química , Conformación de Ácido Nucleico , Nucleótidos/metabolismo , Seudouridina/química , Seudouridina/metabolismo , ARN Ribosómico 23S/química
9.
Structure ; 30(7): 983-992.e5, 2022 07 07.
Artículo en Inglés | MEDLINE | ID: mdl-35489333

RESUMEN

Pseudouridine, the most abundant form of RNA modification, is known to play important roles in ribosome function. Mutations in human DKC1, the pseudouridine synthase responsible for catalyzing the ribosome RNA modification, cause translation deficiencies and are associated with a complex cancer predisposition. The structural basis for how pseudouridine impacts ribosome function remains uncharacterized. Here, we characterized structures and conformations of a fully modified and a pseudouridine-free ribosome from Saccharomyces cerevisiae in the absence of ligands or when bound with translocation inhibitor cycloheximide by electron cryomicroscopy. In the modified ribosome, the rearranged N1 atom of pseudouridine is observed to stabilize key functional motifs by establishing predominately water-mediated close contacts with the phosphate backbone. The pseudouridine-free ribosome, however, is devoid of such interactions and displays conformations reflective of abnormal inter-subunit movements. The erroneous motions of the pseudouridine-free ribosome may explain its observed deficiencies in translation.


Asunto(s)
Seudouridina , Ribosomas , Proteínas de Ciclo Celular/metabolismo , Microscopía por Crioelectrón , Proteínas Nucleares/metabolismo , Seudouridina/química , ARN/metabolismo , Ribosomas/ultraestructura , Saccharomyces cerevisiae/genética , Saccharomyces cerevisiae/metabolismo
10.
J Comput Aided Mol Des ; 36(3): 205-224, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-35338419

RESUMEN

Pseudouridine is one of the most abundant post-transcriptional modifications in RNA. We have previously shown that the FF99-derived parameters for pseudouridine and some of its naturally occurring derivatives in the AMBER distribution either alone or in combination with the revised γ torsion parameters (parmbsc0) failed to reproduce their conformational characteristics observed experimentally (Deb et al. in J Chem Inf Model 54:1129-1142, 2014; Deb et al. in J Comput Chem 37:1576-1588, 2016; Dutta et al. in J Chem Inf Model 60:4995-5002, 2020). However, the application of the recommended bsc0 correction did lead to an improvement in the description not only of the distribution in the γ torsional space but also of the sugar pucker distributions. In an earlier study, we examined the transferability of the revised glycosidic torsion parameters (χIDRP) for Ψ to its derivatives. We noticed that although these parameters in combination with the AMBER FF99-derived parameters and the revised γ torsional parameters resulted in conformational properties of these residues that were in better agreement with experimental observations, the sugar pucker distributions were still not reproduced accurately. Here we report a new set of partial atomic charges for pseudouridine, 1-methylpseudouridine, 3-methylpseudouridine and 2'-O-methylpseudouridine and a new set of glycosidic torsional parameters (χND) based on chosen glycosidic torsional profiles that most closely corresponded to the NMR data for conformational propensities and studied their effect on the conformational distributions using REMD simulations at the individual nucleoside level. We have also studied the effect of the choice of water model on the conformational characteristics of these modified nucleosides. Our observations suggest that the current revised set of parameters and partial atomic charges describe the sugar pucker distributions for these residues more accurately and that the choice of a suitable water model is important for the accurate description of their conformational properties. We have further validated the revised sets of parameters by studying the effect of substitution of uridine with pseudouridine within single stranded RNA oligonucleotides on their conformational and hydration characteristics.


Asunto(s)
Seudouridina , ARN , Conformación Molecular , Seudouridina/química , ARN/química , Azúcares , Agua/química
11.
Methods ; 203: 478-487, 2022 07.
Artículo en Inglés | MEDLINE | ID: mdl-35182749

RESUMEN

Pseudouridine is one of the most abundant RNA modifications, occurring when uridines are catalyzed by Pseudouridine synthase proteins. It plays an important role in many biological processes and has been reported to have application in drug development. Recently, the single-molecule sequencing techniques such as the direct RNA sequencing platform offered by Oxford Nanopore technologies have enabled direct detection of RNA modifications on the molecule being sequenced. In this study, we introduce a tool called Penguin that integrates several machine learning (ML) models to identify RNA Pseudouridine sites on Nanopore direct RNA sequencing reads. Pseudouridine sites were identified on single molecule sequencing data collected from direct RNA sequencing resulting in 723 K reads in Hek293 and 500 K reads in Hela cell lines. Penguin extracts a set of features from the raw signal measured by the Oxford Nanopore and the corresponding basecalled k-mer. Those features are used to train the predictors included in Penguin, which in turn, can predict whether the signal is modified by the presence of Pseudouridine sites in the testing phase. We have included various predictors in Penguin, including Support vector machines (SVM), Random Forest (RF), and Neural network (NN). The results on the two benchmark data sets for Hek293 and Hela cell lines show outstanding performance of Penguin either in random split testing or in independent validation testing. In random split testing, Penguin has been able to identify Pseudouridine sites with a high accuracy of 93.38% by applying SVM to Hek293 benchmark dataset. In independent validation testing, Penguin achieves an accuracy of 92.61% by training SVM with Hek293 benchmark dataset and testing it for identifying Pseudouridine sites on Hela benchmark dataset. Thus, Penguin outperforms the existing Pseudouridine predictors in the literature by 16 % higher accuracy than those predictors using independent validation testing. Employing penguin to predict Pseudouridine sites revealed a significant enrichment of "regulation of mRNA 3'-end processing" in Hek293 cell line and 'positive regulation of transcription from RNA polymerase II promoter involved in cellular response to chemical stimulus' in Hela cell line. Penguin software and models are available on GitHub at https://github.com/Janga-Lab/Penguin and can be readily employed for predicting Ψ sites from Nanopore direct RNA-sequencing datasets.


Asunto(s)
Secuenciación de Nanoporos , Nanoporos , Spheniscidae , Animales , Células HEK293 , Células HeLa , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Seudouridina/química , ARN/genética , Análisis de Secuencia de ARN/métodos , Spheniscidae/genética , Spheniscidae/metabolismo
12.
Genes Dev ; 36(1-2): 70-83, 2022 01 01.
Artículo en Inglés | MEDLINE | ID: mdl-34916304

RESUMEN

Site-specific pseudouridylation of human ribosomal and spliceosomal RNAs is directed by H/ACA guide RNAs composed of two hairpins carrying internal pseudouridylation guide loops. The distal "antisense" sequences of the pseudouridylation loop base-pair with the target RNA to position two unpaired target nucleotides 5'-UN-3', including the 5' substrate U, under the base of the distal stem topping the guide loop. Therefore, each pseudouridylation loop is expected to direct synthesis of a single pseudouridine (Ψ) in the target sequence. However, in this study, genetic depletion and restoration and RNA mutational analyses demonstrate that at least four human H/ACA RNAs (SNORA53, SNORA57, SCARNA8, and SCARNA1) carry pseudouridylation loops supporting efficient and specific synthesis of two consecutive pseudouridines (ΨΨ or ΨNΨ) in the 28S (Ψ3747/Ψ3749), 18S (Ψ1045/Ψ1046), and U2 (Ψ43/Ψ44 and Ψ89/Ψ91) RNAs, respectively. In order to position two substrate Us for pseudouridylation, the dual guide loops form alternative base-pairing interactions with their target RNAs. This remarkable structural flexibility of dual pseudouridylation loops provides an unexpected versatility for RNA-directed pseudouridylation without compromising its efficiency and accuracy. Besides supporting synthesis of at least 6% of human ribosomal and spliceosomal Ψs, evidence indicates that dual pseudouridylation loops also participate in pseudouridylation of yeast and archaeal rRNAs.


Asunto(s)
Seudouridina , ARN Guía de Kinetoplastida , Humanos , Conformación de Ácido Nucleico , Seudouridina/química , ARN/química , ARN Guía de Kinetoplastida/química , ARN Guía de Kinetoplastida/genética , ARN Ribosómico , Uridina
13.
Math Biosci Eng ; 19(12): 13829-13850, 2022 09 19.
Artículo en Inglés | MEDLINE | ID: mdl-36654069

RESUMEN

Biological sequence analysis is an important basic research work in the field of bioinformatics. With the explosive growth of data, machine learning methods play an increasingly important role in biological sequence analysis. By constructing a classifier for prediction, the input sequence feature vector is predicted and evaluated, and the knowledge of gene structure, function and evolution is obtained from a large amount of sequence information, which lays a foundation for researchers to carry out in-depth research. At present, many machine learning methods have been applied to biological sequence analysis such as RNA gene recognition and protein secondary structure prediction. As a biological sequence, RNA plays an important biological role in the encoding, decoding, regulation and expression of genes. The analysis of RNA data is currently carried out from the aspects of structure and function, including secondary structure prediction, non-coding RNA identification and functional site prediction. Pseudouridine (У) is the most widespread and rich RNA modification and has been discovered in a variety of RNAs. It is highly essential for the study of related functional mechanisms and disease diagnosis to accurately identify У sites in RNA sequences. At present, several computational approaches have been suggested as an alternative to experimental methods to detect У sites, but there is still potential for improvement in their performance. In this study, we present a model based on twin support vector machine (TWSVM) for У site identification. The model combines a variety of feature representation techniques and uses the max-relevance and min-redundancy methods to obtain the optimum feature subset for training. The independent testing accuracy is improved by 3.4% in comparison to current advanced У site predictors. The outcomes demonstrate that our model has better generalization performance and improves the accuracy of У site identification. iPseU-TWSVM can be a helpful tool to identify У sites.


Asunto(s)
Seudouridina , ARN , ARN/química , Seudouridina/química , Máquina de Vectores de Soporte , Aprendizaje Automático , Biología Computacional/métodos
14.
Curr Issues Mol Biol ; 43(3): 1844-1858, 2021 Nov 01.
Artículo en Inglés | MEDLINE | ID: mdl-34889887

RESUMEN

RNA pseudouridine modification is particularly important in a variety of cellular biological and physiological processes. It plays a significant role in understanding RNA functions, RNA structure stabilization, translation processes, etc. To understand its functional mechanisms, it is necessary to accurately identify pseudouridine sites in RNA sequences. Although some computational methods have been proposed for the identification of pseudouridine sites, it is still a challenge to improve the identification accuracy and generalization ability. To address this challenge, a novel feature fusion predictor, named PsoEL-PseU, is proposed for the prediction of pseudouridine sites. Firstly, this study systematically and comprehensively explored different types of feature descriptors and determined six feature descriptors with various properties. To improve the feature representation ability, a binary particle swarm optimizer was used to capture the optimal feature subset for six feature descriptors. Secondly, six individual predictors were trained by using the six optimal feature subsets. Finally, to fuse the effects of all six features, six individual predictors were fused into an ensemble predictor by a parallel fusion strategy. Ten-fold cross-validation on three benchmark datasets indicated that the PsoEL-PseU predictor significantly outperformed the current state-of-the-art predictors. Additionally, the new predictor achieved better accuracy in the independent dataset evaluation-accuracy which is significantly higher than that of its existing counterparts-and the user-friendly webserver developed by the PsoEL-PseU predictor has been made freely accessible.


Asunto(s)
Algoritmos , Biología Computacional/métodos , Aprendizaje Automático , Seudouridina/química , ARN/química , ARN/genética , Bases de Datos Genéticas , Regulación de la Expresión Génica , Reproducibilidad de los Resultados
15.
Brief Bioinform ; 22(6)2021 11 05.
Artículo en Inglés | MEDLINE | ID: mdl-34226915

RESUMEN

Pseudouridine is a ubiquitous RNA modification type present in eukaryotes and prokaryotes, which plays a vital role in various biological processes. Almost all kinds of RNAs are subject to this modification. However, it remains a great challenge to identify pseudouridine sites via experimental approaches, requiring expensive and time-consuming experimental research. Therefore, computational approaches that can be used to perform accurate in silico identification of pseudouridine sites from the large amount of RNA sequence data are highly desirable and can aid in the functional elucidation of this critical modification. Here, we propose a new computational approach, termed Porpoise, to accurately identify pseudouridine sites from RNA sequence data. Porpoise builds upon a comprehensive evaluation of 18 frequently used feature encoding schemes based on the selection of four types of features, including binary features, pseudo k-tuple composition, nucleotide chemical property and position-specific trinucleotide propensity based on single-strand (PSTNPss). The selected features are fed into the stacked ensemble learning framework to enable the construction of an effective stacked model. Both cross-validation tests on the benchmark dataset and independent tests show that Porpoise achieves superior predictive performance than several state-of-the-art approaches. The application of model interpretation tools demonstrates the importance of PSTNPs for the performance of the trained models. This new method is anticipated to facilitate community-wide efforts to identify putative pseudouridine sites and formulate novel testable biological hypothesis.


Asunto(s)
Biología Computacional/métodos , Seudouridina/química , ARN/química , ARN/genética , Algoritmos , Aprendizaje Automático , Seudouridina/genética , Reproducibilidad de los Resultados , Análisis de Secuencia de ARN/métodos
16.
Bioorg Med Chem Lett ; 44: 128105, 2021 07 15.
Artículo en Inglés | MEDLINE | ID: mdl-33991631

RESUMEN

Modifications of RNA molecules have a significant effect on their structure and function. One of the most common modifications is the isomerization from uridine to pseudouridine. Despite its prevalence in natural RNA sequences, organic synthesis of pseudouridine has been challenging because of the stereochemistry requirement and the sensitivity of reaction steps to moisture. Herein, a semi-enzymatic synthetic route is developed for the synthesis of pseudouridine using adenosine 5'-monophosphate and uracil as the starting materials and a reverse reaction catalyzed by the pseudouridine monophosphate glycosidase. This synthetic route has only three steps and the overall yield of ß-pseudouridine production was 68.4%.


Asunto(s)
Seudouridina/síntesis química , Estructura Molecular , Seudouridina/química
17.
Mol Ther ; 29(9): 2769-2781, 2021 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-33992803

RESUMEN

It is well established that memory CD8 T cells protect susceptible strains of mice from mousepox, a lethal viral disease caused by ectromelia virus (ECTV), the murine counterpart to human variola virus. While mRNA vaccines induce protective antibody (Ab) responses, it is unknown whether they also induce protective memory CD8 T cells. We now show that immunization with different doses of unmodified or N(1)-methylpseudouridine-modified mRNA (modified mRNA) in lipid nanoparticles (LNP) encoding the ECTV gene EVM158 induced similarly strong CD8 T cell responses to the epitope TSYKFESV, albeit unmodified mRNA-LNP had adverse effects at the inoculation site. A single immunization with 10 µg modified mRNA-LNP protected most susceptible mice from mousepox, and booster vaccination increased the memory CD8 T cell pool, providing full protection. Moreover, modified mRNA-LNP encoding TSYKFESV appended to green fluorescent protein (GFP) protected against wild-type ECTV infection while lymphocytic choriomeningitis virus glycoprotein (GP) modified mRNA-LNP protected against ECTV expressing GP epitopes. Thus, modified mRNA-LNP can be used to create protective CD8 T cell-based vaccines against viral infections.


Asunto(s)
Linfocitos T CD8-positivos/metabolismo , Virus de la Ectromelia/inmunología , Ectromelia Infecciosa/prevención & control , Proteínas Virales/genética , Vacunas de ARNm/administración & dosificación , Animales , Composición de Medicamentos , Ectromelia Infecciosa/inmunología , Inmunización Secundaria , Memoria Inmunológica , Liposomas , Masculino , Ratones , Nanopartículas , Péptidos/química , Péptidos/genética , Péptidos/inmunología , Seudouridina/análogos & derivados , Seudouridina/química , Proteínas Virales/química , Proteínas Virales/inmunología , Vacunas Virales/administración & dosificación , Vacunas Virales/química , Vacunas Virales/farmacología , Vacunas de ARNm/química , Vacunas de ARNm/farmacología
18.
Science ; 371(6525): 145-153, 2021 01 08.
Artículo en Inglés | MEDLINE | ID: mdl-33414215

RESUMEN

The ability to control autoreactive T cells without inducing systemic immune suppression is the major goal for treatment of autoimmune diseases. The key challenge is the safe and efficient delivery of pharmaceutically well-defined antigens in a noninflammatory context. Here, we show that systemic delivery of nanoparticle-formulated 1 methylpseudouridine-modified messenger RNA (m1Ψ mRNA) coding for disease-related autoantigens results in antigen presentation on splenic CD11c+ antigen-presenting cells in the absence of costimulatory signals. In several mouse models of multiple sclerosis, the disease is suppressed by treatment with such m1Ψ mRNA. The treatment effect is associated with a reduction of effector T cells and the development of regulatory T cell (Treg cell) populations. Notably, these Treg cells execute strong bystander immunosuppression and thus improve disease induced by cognate and noncognate autoantigens.


Asunto(s)
Efecto Espectador/inmunología , Encefalomielitis Autoinmune Experimental/terapia , Terapia de Inmunosupresión/métodos , Esclerosis Múltiple/terapia , Vacunas Sintéticas/uso terapéutico , Animales , Células Presentadoras de Antígenos , Autoantígenos/genética , Inflamación/inmunología , Ratones , Ratones Endogámicos C57BL , Seudouridina/análogos & derivados , Seudouridina/química , ARN Mensajero/efectos adversos , ARN Mensajero/química , ARN Mensajero/genética , Linfocitos T Reguladores/inmunología , Vacunas Sintéticas/efectos adversos , Vacunas de ARNm
19.
Urol Oncol ; 39(1): 63-71, 2021 01.
Artículo en Inglés | MEDLINE | ID: mdl-32712138

RESUMEN

Epitranscriptomic analysis has recently led to the profiling of modified nucleosides in cancer cell biological matrices, helping to elucidate their functional roles in cancer and reigniting interest in exploring their use as potential markers of cancer development and progression. Pseudouridine, one of the most well-known and the most abundant of the RNA nucleotide modifications, is the C5-glycoside isomer of uridine and its distinctive physiochemical properties allows it to perform many essential functions. Pseudouridine functionally (a) confers rigidity to local RNA structure by enhancing RNA stacking, engaging in a cooperative effect on neighboring nucleosides that overall contributes to RNA stabilization (b) refines the structure of tRNAs, which influences their decoding activity (c) facilitates the accuracy of decoding and proofreading during translation and efficiency of peptide bond formation, thus collectively improving the fidelity of protein biosynthesis and (e) dynamically regulates mRNA coding and translation. Biochemical synthesis of pseudouridine is carried out by pseudouridine synthases. In this review we discuss the evidence supporting an association between elevated pseudouridine levels with the incidence and progression of human prostate cancer and the translational significance of the value of this modified nucleotide as a novel biomarker in prostate cancer progression to advanced disease.


Asunto(s)
Biomarcadores de Tumor/análisis , Neoplasias de la Próstata/química , Neoplasias de la Próstata/metabolismo , Seudouridina/análisis , Predicción , Humanos , Masculino , Seudouridina/biosíntesis , Seudouridina/química , Seudouridina/fisiología
20.
Anal Chem ; 92(16): 11349-11356, 2020 08 18.
Artículo en Inglés | MEDLINE | ID: mdl-32662983

RESUMEN

Pseudouridine (Ψ) is the only "mass-silent" nucleoside produced by post-transcriptional RNA modification. We developed a mass spectrometry (MS)-based technique coupled with in vivo deuterium (D) labeling of uridines for direct determination of Ψs in cellular RNA and applied it to the comprehensive analysis of post-transcriptional modifications in human ribosomal RNAs. The method utilizes human TK6/mouse FM3A cells deficient in uridine monophosphate synthase using a CRISPR-Cas9 technique to turn off de novo uridine synthesis and fully labels uridines with D at uracil positions 5 and 6 by cultivating the cells in a medium containing uridine-5,6-D2. The pseudouridylation reaction in those cells results in the exchange of the D at the C5 of uracil with hydrogen from solvent, which produces a -1 Da mass shift, thus allowing MS-based determination of RNA Ψs. We present here the experimental details of this method and show that it allows the identification of all Ψs in human major nuclear and nucleolar RNAs, including several previously unknown Ψs. Because the method allows direct determination of Ψs at the femtomole level of RNA, it will serve as a useful tool for structure/function studies of a wide variety of noncoding RNAs.


Asunto(s)
Seudouridina/análisis , Procesamiento Postranscripcional del ARN , ARN Ribosómico/análisis , ARN Ribosómico/metabolismo , ARN Nuclear Pequeño/análisis , ARN Nuclear Pequeño/metabolismo , Animales , Línea Celular , Deuterio/química , Humanos , Marcaje Isotópico , Espectrometría de Masas , Ratones , Complejos Multienzimáticos/química , Orotato Fosforribosiltransferasa/química , Orotidina-5'-Fosfato Descarboxilasa/química , Seudouridina/química , ARN Ribosómico/química , ARN Nuclear Pequeño/química
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