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1.
Nat Cell Biol ; 26(8): 1359-1372, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-39095657

RESUMO

Circular RNA (circRNA) is covalently closed, single-stranded RNA produced by back-splicing. A few circRNAs have been implicated as functional; however, we lack understanding of pathways that are regulated by circRNAs. Here we generated a pooled short-hairpin RNA library targeting the back-splice junction of 3,354 human circRNAs that are expressed at different levels (ranging from low to high) in humans. We used this library for loss-of-function proliferation screens in a panel of 18 cancer cell lines from four tissue types harbouring mutations leading to constitutive activity of defined pathways. Both context-specific and non-specific circRNAs were identified. Some circRNAs were found to directly regulate their precursor, whereas some have a function unrelated to their precursor. We validated these observations with a secondary screen and uncovered a role for circRERE(4-10) and circHUWE1(22,23), two cell-essential circRNAs, circSMAD2(2-6), a WNT pathway regulator, and circMTO1(2,RI,3), a regulator of MAPK signalling. Our work sheds light on pathways regulated by circRNAs and provides a catalogue of circRNAs with a measurable function.


Assuntos
Proliferação de Células , RNA Circular , RNA Circular/genética , RNA Circular/metabolismo , Humanos , Proliferação de Células/genética , Linhagem Celular Tumoral , Via de Sinalização Wnt/genética , Transdução de Sinais , RNA/genética , RNA/metabolismo , Splicing de RNA , Regulação Neoplásica da Expressão Gênica , Biblioteca Gênica
2.
Nat Commun ; 15(1): 6855, 2024 Aug 10.
Artigo em Inglês | MEDLINE | ID: mdl-39127751

RESUMO

RNA interference (RNAi) is a powerful tool for sequence-specific gene knockdown in therapeutic and research applications. However, spatiotemporal control of RNAi is required to decrease nonspecific targeting, potential toxicity, and allow targeting of essential genes. Herein we describe a class of de-novo-designed RNA switches that enable sequence-specific regulation of RNAi in mammalian cells. Using cis-repressing RNA elements, we engineer RNA devices that only initiate microRNA biogenesis when binding with cognate trigger RNAs. We demonstrate that this conditional RNAi system, termed Orthogonal RNA Interference induced by Trigger RNA (ORIENTR), provides up to 14-fold increases in artificial miRNA biogenesis upon activation in orthogonal libraries. We show that integration of ORIENTR triggers with dCas13d enhances dynamic range to up to 31-fold. We further demonstrate that ORIENTR can be applied to detect endogenous RNA signals and to conditionally knockdown endogenous genes, thus enabling regulatory possibilities including cell-type-specific RNAi and rewiring of transcriptional networks via RNA profile.


Assuntos
MicroRNAs , Interferência de RNA , Ativação Transcricional , Humanos , MicroRNAs/genética , MicroRNAs/metabolismo , Células HEK293 , Animais , Técnicas de Silenciamento de Genes , RNA Interferente Pequeno/genética , RNA Interferente Pequeno/metabolismo , RNA/metabolismo , RNA/genética
3.
BMC Bioinformatics ; 25(1): 264, 2024 Aug 10.
Artigo em Inglês | MEDLINE | ID: mdl-39127625

RESUMO

Circular RNA (CircRNA)-microRNA (miRNA) interaction (CMI) is an important model for the regulation of biological processes by non-coding RNA (ncRNA), which provides a new perspective for the study of human complex diseases. However, the existing CMI prediction models mainly rely on the nearest neighbor structure in the biological network, ignoring the molecular network topology, so it is difficult to improve the prediction performance. In this paper, we proposed a new CMI prediction method, BEROLECMI, which uses molecular sequence attributes, molecular self-similarity, and biological network topology to define the specific role feature representation for molecules to infer the new CMI. BEROLECMI effectively makes up for the lack of network topology in the CMI prediction model and achieves the highest prediction performance in three commonly used data sets. In the case study, 14 of the 15 pairs of unknown CMIs were correctly predicted.


Assuntos
Biologia Computacional , MicroRNAs , RNA Circular , MicroRNAs/genética , MicroRNAs/metabolismo , MicroRNAs/química , RNA Circular/genética , RNA Circular/metabolismo , Humanos , Biologia Computacional/métodos , RNA/química , RNA/genética , RNA/metabolismo , Algoritmos , Redes Reguladoras de Genes
4.
Nat Commun ; 15(1): 7067, 2024 Aug 16.
Artigo em Inglês | MEDLINE | ID: mdl-39152130

RESUMO

RNA-binding proteins (RBPs) have pivotal functions in RNA metabolism, but current methods are limited in retrieving RBP-RNA interactions within endogenous biological contexts. Here, we develop INSCRIBE (IN situ Sensitive Capture of RNA-protein Interactions in Biological Environments), circumventing the challenges through in situ RNA labeling by precisely directing a purified APOBEC1-nanobody fusion to the RBP of interest. This method enables highly specific RNA-binding site identification across a diverse range of fixed biological samples such as HEK293T cells and mouse brain tissue and accurately identifies the canonical binding motifs of RBFOX2 (UGCAUG) and TDP-43 (UGUGUG) in native cellular environments. Applicable to any RBP with available primary antibodies, INSCRIBE enables sensitive capture of RBP-RNA interactions from ultra-low input equivalent to ~5 cells. The robust, versatile, and sensitive INSCRIBE workflow is particularly beneficial for precious tissues such as clinical samples, empowering the exploration of genuine RBP-RNA interactions in RNA-related disease contexts.


Assuntos
Proteínas de Ligação a DNA , Fatores de Processamento de RNA , Proteínas de Ligação a RNA , RNA , Humanos , Animais , Células HEK293 , Camundongos , Proteínas de Ligação a RNA/metabolismo , RNA/metabolismo , Fatores de Processamento de RNA/metabolismo , Proteínas de Ligação a DNA/metabolismo , Sítios de Ligação , Ligação Proteica , Encéfalo/metabolismo , Proteínas Repressoras
5.
J Agric Food Chem ; 72(33): 18552-18560, 2024 Aug 21.
Artigo em Inglês | MEDLINE | ID: mdl-39129495

RESUMO

Developing microorganisms with a high ribonucleic acid (RNA) content is crucial for the RNA industry. Numerous studies have been conducted to enhance RNA production in yeast cells through genetic engineering, yet precise mechanisms remain elusive. Previously, upregulation of TAL1 or PGM2 and deleting PRS5 or DBP8 individually could increase the RNA content in Saccharomyces pastorianus. In this study, within these genetically modified strains, the intracellular nucleotide levels notably increased following cell fragmentation. Deletion of PRS5 and DBP8 within the strain prompted the upregulation of genes sharing similar functions, consequently augmenting the flow of the gene pathway. Furthermore, the upregulation of genes encoding cell-cycle-dependent protein kinases (CDK) was observed in the G03-△PRS5 strain. The influence of TAL1 and PGM2 on RNA content was attributed to the pentose phosphate pathway (PPP). The RNA content of polygenic recombinant strains, G03-△PRS5+△DBP8 and G03-△PRS5+△DBP8+PGM2, displayed the most significant improvement, increasing by 71.8 and 80.1% when compared to the parental strain. Additionally, the maximum specific growth rate of cells increased in these strains. This study contributes valuable insights into the genetic mechanisms underlying high nucleic acid synthesis in S. pastorianus.


Assuntos
Saccharomyces , Saccharomyces/genética , Saccharomyces/metabolismo , Proteínas Fúngicas/genética , Proteínas Fúngicas/metabolismo , Regulação Fúngica da Expressão Gênica , RNA/genética , RNA/metabolismo , Engenharia Genética , Via de Pentose Fosfato/genética , Engenharia Metabólica , Proteínas de Saccharomyces cerevisiae/genética , Proteínas de Saccharomyces cerevisiae/metabolismo
6.
Nat Commun ; 15(1): 6607, 2024 Aug 04.
Artigo em Inglês | MEDLINE | ID: mdl-39098891

RESUMO

Delivering synthetic protein-coding RNA bypassing the DNA stage for ectopic protein functioning is a novel therapeutic strategy. Joining the linear RNA head-to-tail covalently could be a state-of-the-art strategy for functioning longer. Here we enroll a cis-acting ligase ribozyme (RzL) to generate circular RNA (circRNA) in vitro for ectopic protein expression. The RNA circularization is confirmed by masking the 5' phosphate group, resisting exonuclease RNase R digestion, failing for further tailing, and sequencing the RT-PCR products of the joined region. Interestingly, one internal ribosome entry site (IRES) renders circRNA translation competent, but two IRES in cis, not trans, hamper the translation. The circRNA with highly potent in translation is conferred for antiviral functioning. Accompanying specific guided RNA, a circRNA expressing ribonuclease Cas13 shows excellent potential against the corresponding RNA virus, further extending circRNA functioning in its growing list of applications.


Assuntos
RNA Catalítico , RNA Circular , RNA Circular/metabolismo , RNA Circular/genética , RNA Catalítico/metabolismo , RNA Catalítico/genética , Humanos , Sítios Internos de Entrada Ribossomal , Biossíntese de Proteínas , RNA/metabolismo , RNA/genética , Células HEK293 , Exorribonucleases
7.
Nat Commun ; 15(1): 6615, 2024 Aug 05.
Artigo em Inglês | MEDLINE | ID: mdl-39103360

RESUMO

RNA base editing relies on the introduction of adenosine-to-inosine changes into target RNAs in a highly programmable manner in order to repair disease-causing mutations. Here, we propose that RNA base editing could be broadly applied to perturb protein function by removal of regulatory phosphorylation and acetylation sites. We demonstrate the feasibility on more than 70 sites in various signaling proteins and identify key determinants for high editing efficiency and potent down-stream effects. For the JAK/STAT pathway, we demonstrate both, negative and positive regulation. To achieve high editing efficiency over a broad codon scope, we applied an improved version of the SNAP-ADAR tool. The transient nature of RNA base editing enables the comparably fast (hours to days), dose-dependent (thus partial) and reversible manipulation of regulatory sites, which is a key advantage over DNA (base) editing approaches. In summary, PTM interference might become a valuable field of application of RNA base editing.


Assuntos
Processamento de Proteína Pós-Traducional , Edição de RNA , Humanos , Fosforilação , Células HEK293 , Adenosina Desaminase/metabolismo , Adenosina Desaminase/genética , RNA/metabolismo , RNA/genética , Proteínas de Ligação a RNA/metabolismo , Proteínas de Ligação a RNA/genética , Acetilação
8.
Neuron ; 112(15): 2459-2461, 2024 Aug 07.
Artigo em Inglês | MEDLINE | ID: mdl-39116837

RESUMO

Aggregation of RNA binding proteins and dysregulation of RNA metabolism drives pathogenesis of multiple neurodegenerative diseases. In this issue of Neuron, Belur et al.1 identified pathological NONO/SFPQ inclusions and aberrant A-to-I-edited RNAs accumulated in nucleus, leading to dysregulation of gene expression and neurodegeneration in synucleinopathy-associated diseases.


Assuntos
Edição de RNA , Sinucleinopatias , Humanos , Sinucleinopatias/metabolismo , Sinucleinopatias/genética , Sinucleinopatias/patologia , Corpos de Inclusão/metabolismo , Corpos de Inclusão/patologia , Corpos de Inclusão/genética , Proteínas de Ligação a RNA/metabolismo , Proteínas de Ligação a RNA/genética , Animais , RNA/genética , RNA/metabolismo
9.
Int J Mol Sci ; 25(15)2024 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-39125980

RESUMO

RNA polymerase II (Pol II) dysfunction is frequently implied in human disease. Understanding its functional mechanism is essential for designing innovative therapeutic strategies. To visualize its supra-molecular interactions with genes and nascent RNA, we generated a human cell line carrying ~335 consecutive copies of a recombinant ß-globin gene. Confocal microscopy showed that Pol II was not homogeneously concentrated around these identical gene copies. Moreover, Pol II signals partially overlapped with the genes and their nascent RNA, revealing extensive compartmentalization. Using a cell line carrying a single copy of the ß-globin gene, we also tested if the binding of catalytically dead CRISPR-associated system 9 (dCas9) to different gene regions affected Pol II transcriptional activity. We assessed Pol II localization and nascent RNA levels using chromatin immunoprecipitation and droplet digital reverse transcription PCR, respectively. Some enrichment of transcriptionally paused Pol II accumulated in the promoter region was detected in a strand-specific way of gRNA binding, and there was no decrease in nascent RNA levels. Pol II preserved its transcriptional activity in the presence of DNA-bound dCas9. Our findings contribute further insight into the complex mechanism of mRNA transcription in human cells.


Assuntos
RNA Polimerase II , Transcrição Gênica , Globinas beta , Humanos , RNA Polimerase II/metabolismo , RNA Polimerase II/genética , Globinas beta/genética , Globinas beta/metabolismo , DNA/metabolismo , DNA/genética , Regiões Promotoras Genéticas , Proteína 9 Associada à CRISPR/metabolismo , Proteína 9 Associada à CRISPR/genética , Sistemas CRISPR-Cas , RNA/genética , RNA/metabolismo , RNA Guia de Sistemas CRISPR-Cas/genética , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Linhagem Celular
10.
J Nanobiotechnology ; 22(1): 414, 2024 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-39010059

RESUMO

Staphylococcus aureus (SA) poses a serious risk to human and animal health, necessitating a low-cost and high-performance analytical platform for point-of-care diagnostics. Cellulose paper-based field-effect transistors (FETs) with RNA-cleaving DNAzymes (RCDs) can fulfill the low-cost requirements, however, its high hydrophilicity and lipophilicity hinder biochemical modification and result in low sensitivity, poor mechanical stability and poor fouling performance. Herein, we proposed a controllable self-cleaning FET to simplify biochemical modification and improve mechanical stability and antifouling performance. Then, we constructed an RCD-based DNA nanotree to significantly enhance the sensitivity for SA detection. For controllable self-cleaning FET, 1 H,1 H,2 H,2 H-perfluorodecyltrimethoxysilane based-polymeric nanoparticles were synthesized to decorate cellulose paper and whole carbon nanofilm wires. O2 plasma was applied to regulate to reduce fluorocarbon chain density, and then control the hydrophobic-oleophobic property in sensitive areas. Because negatively charged DNA affected the sensitivity of semiconducting FETs, three Y-shaped branches with low-cost were designed and applied to synthesize an RCD-based DNA-Nanotree based on similar DNA-origami technology, which further improved the sensitivity. The trunk of DNA-Nanotree was composed of RCD, and the canopy was self-assembled using multiple Y-shaped branches. The controllable self-cleaning FET biosensor was applied for SA detection without cultivation, which had a wide linear range from 1 to 105 CFU/mL and could detect a low value of 1 CFU/mL.


Assuntos
Técnicas Biossensoriais , DNA Catalítico , Staphylococcus aureus , DNA Catalítico/química , DNA Catalítico/metabolismo , Técnicas Biossensoriais/métodos , Transistores Eletrônicos , RNA/metabolismo , Limite de Detecção , Celulose/química , Papel , Nanopartículas/química , Humanos
11.
RNA Biol ; 21(1): 1-13, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-39007883

RESUMO

RNA capping is a prominent RNA modification that influences RNA stability, metabolism, and function. While it was long limited to the study of the most abundant eukaryotic canonical m7G cap, the field recently went through a large paradigm shift with the discovery of non-canonical RNA capping in bacteria and ultimately all domains of life. The repertoire of non-canonical caps has expanded to encompass metabolite caps, including NAD, FAD, CoA, UDP-Glucose, and ADP-ribose, alongside alarmone dinucleoside polyphosphate caps, and methylated phosphate cap-like structures. This review offers an introduction into the field, presenting a summary of the current knowledge about non-canonical RNA caps. We highlight the often still enigmatic biological roles of the caps together with their processing enzymes, focusing on the most recent discoveries. Furthermore, we present the methods used for the detection and analysis of these non-canonical RNA caps and thus provide an introduction into this dynamic new field.


Assuntos
Capuzes de RNA , Capuzes de RNA/metabolismo , Capuzes de RNA/química , Humanos , Estabilidade de RNA , Animais , RNA/química , RNA/metabolismo , RNA/genética , Bactérias/genética , Bactérias/metabolismo
12.
RNA Biol ; 21(1): 17-31, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-39016036

RESUMO

It is likely that an RNA world existed in early life, when RNA played both the roles of the genome and functional molecules, thereby undergoing Darwinian evolution. However, even with only one type of polymer, it seems quite necessary to introduce a labour division concerning these two roles because folding is required for functional molecules (ribozymes) but unfavourable for the genome (as a template in replication). Notably, while ribozymes tend to have adopted a linear form for folding without constraints, a circular form, which might have been topologically hindered in folding, seems more suitable for an RNA template. Another advantage of involving a circular genome could have been to resist RNA's end-degradation. Here, we explore the scenario of a circular RNA genome plus linear ribozyme(s) at the precellular stage of the RNA world through computer modelling. The results suggest that a one-gene scene could have been 'maintained', albeit with rather a low efficiency for the circular genome to produce the ribozyme, which required precise chain-break or chain-synthesis. This strict requirement may have been relieved by introducing a 'noncoding' sequence into the genome, which had the potential to derive a second gene through mutation. A two-gene scene may have 'run well' with the two corresponding ribozymes promoting the replication of the circular genome from different respects. Circular genomes with more genes might have arisen later in RNA-based protocells. Therefore, circular genomes, which are common in the modern living world, may have had their 'root' at the very beginning of life.


Assuntos
RNA Catalítico , RNA Circular , RNA , RNA Circular/genética , RNA Catalítico/genética , RNA Catalítico/metabolismo , RNA/genética , RNA/metabolismo , Conformação de Ácido Nucleico , Evolução Molecular , Genoma , Simulação por Computador , Origem da Vida
13.
Sci Rep ; 14(1): 15349, 2024 07 03.
Artigo em Inglês | MEDLINE | ID: mdl-38961190

RESUMO

Precision-cut liver slices (PCLS) are increasingly used as a model to investigate anti-fibrotic therapies. However, many studies use PCLS from healthy animals treated with pro-fibrotic stimuli in culture, which reflects only the early stages of fibrosis. The effects of different culture conditions on PCLS from cirrhotic animals has not been well characterized and there is no consensus on optimal methods. In this study, we report a method for the collection and culture of cirrhotic PCLS and compare the effect of common culture conditions on viability, function, and gene expression. Additionally, we compared three methods of RNA isolation and identified a protocol with high yield and purity. We observed significantly increased albumin production when cultured with insulin-transferrin-selenium and dexamethasone, and when incubated on a rocking platform. Culturing with insulin-transferrin-selenium and dexamethasone maintained gene expression closer to the levels in fresh slices. However, despite stable viability and function up to 4 days, we found significant changes in expression of key genes by day 2. Interestingly, we also observed that cirrhotic PCLS maintain viability in culture longer than slices from healthy animals. Due to the influence of matrix stiffness on fibrosis and hepatocellular function, it is important to evaluate prospective anti-fibrotic therapies in a platform that preserves tissue biomechanics. PCLS from cirrhotic animals represent a promising tool for the development of treatments for chronic liver disease.


Assuntos
Dexametasona , Cirrose Hepática , Fígado , Animais , Ratos , Fígado/metabolismo , Fígado/patologia , Cirrose Hepática/metabolismo , Cirrose Hepática/patologia , Cirrose Hepática/genética , Dexametasona/farmacologia , Masculino , RNA/isolamento & purificação , RNA/genética , RNA/metabolismo , Insulina/metabolismo , Insulina/farmacologia , Ratos Sprague-Dawley , Selênio/farmacologia , Técnicas de Cultura de Tecidos/métodos
14.
Nat Commun ; 15(1): 5725, 2024 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-38977675

RESUMO

The rational targeting of RNA with small molecules is hampered by our still limited understanding of RNA structural and dynamic properties. Most in silico tools for binding site identification rely on static structures and therefore cannot face the challenges posed by the dynamic nature of RNA molecules. Here, we present SHAMAN, a computational technique to identify potential small-molecule binding sites in RNA structural ensembles. SHAMAN enables exploring the conformational landscape of RNA with atomistic molecular dynamics simulations and at the same time identifying RNA pockets in an efficient way with the aid of probes and enhanced-sampling techniques. In our benchmark composed of large, structured riboswitches as well as small, flexible viral RNAs, SHAMAN successfully identifies all the experimentally resolved pockets and ranks them among the most favorite probe hotspots. Overall, SHAMAN sets a solid foundation for future drug design efforts targeting RNA with small molecules, effectively addressing the long-standing challenges in the field.


Assuntos
Simulação de Dinâmica Molecular , Conformação de Ácido Nucleico , RNA Viral , RNA , Sítios de Ligação , RNA/química , RNA/metabolismo , RNA Viral/química , RNA Viral/metabolismo , RNA Viral/genética , Riboswitch , Bibliotecas de Moléculas Pequenas/química , Profissionais de Medicina Tradicional
15.
Brief Bioinform ; 25(4)2024 May 23.
Artigo em Inglês | MEDLINE | ID: mdl-38980372

RESUMO

Around 50 years ago, molecular biology opened the path to understand changes in forms, adaptations, complexity, or the basis of human diseases through myriads of reports on gene birth, gene duplication, gene expression regulation, and splicing regulation, among other relevant mechanisms behind gene function. Here, with the advent of big data and artificial intelligence (AI), we focus on an elusive and intriguing mechanism of gene function regulation, RNA editing, in which a single nucleotide from an RNA molecule is changed, with a remarkable impact in the increase of the complexity of the transcriptome and proteome. We present a new generation approach to assess the functional conservation of the RNA-editing targeting mechanism using two AI learning algorithms, random forest (RF) and bidirectional long short-term memory (biLSTM) neural networks with an attention layer. These algorithms, combined with RNA-editing data coming from databases and variant calling from same-individual RNA and DNA-seq experiments from different species, allowed us to predict RNA-editing events using both primary sequence and secondary structure. Then, we devised a method for assessing conservation or divergence in the molecular mechanisms of editing completely in silico: the cross-testing analysis. This novel method not only helps to understand the conservation of the editing mechanism through evolution but could set the basis for achieving a better understanding of the adenosine-targeting mechanism in other fields.


Assuntos
Aprendizado de Máquina , Edição de RNA , Humanos , Algoritmos , Simulação por Computador , Biologia Computacional/métodos , Redes Neurais de Computação , RNA/genética , RNA/metabolismo
16.
Nat Commun ; 15(1): 5909, 2024 Jul 13.
Artigo em Inglês | MEDLINE | ID: mdl-39003282

RESUMO

Many CRISPR-Cas immune systems generate guide (g)RNAs using trans-activating CRISPR RNAs (tracrRNAs). Recent work revealed that Cas9 tracrRNAs could be reprogrammed to convert any RNA-of-interest into a gRNA, linking the RNA's presence to Cas9-mediated cleavage of double-stranded (ds)DNA. Here, we reprogram tracrRNAs from diverse Cas12 nucleases, linking the presence of an RNA-of-interest to dsDNA cleavage and subsequent collateral single-stranded DNA cleavage-all without the RNA necessarily encoding a protospacer-adjacent motif (PAM). After elucidating nuclease-specific design rules, we demonstrate PAM-independent RNA detection with Cas12b, Cas12e, and Cas12f nucleases. Furthermore, rationally truncating the dsDNA target boosts collateral cleavage activity, while the absence of a gRNA reduces background collateral activity and enhances sensitivity. Finally, we apply this platform to detect 16 S rRNA sequences from five different bacterial pathogens using a universal reprogrammed tracrRNA. These findings extend tracrRNA reprogramming to diverse dsDNA-targeting Cas12 nucleases, expanding the flexibility and versatility of CRISPR-based RNA detection.


Assuntos
Sistemas CRISPR-Cas , RNA Guia de Sistemas CRISPR-Cas , RNA Guia de Sistemas CRISPR-Cas/metabolismo , RNA Guia de Sistemas CRISPR-Cas/genética , Proteínas Associadas a CRISPR/metabolismo , Proteínas Associadas a CRISPR/genética , RNA Ribossômico 16S/genética , RNA Ribossômico 16S/metabolismo , DNA/metabolismo , DNA/genética , RNA/metabolismo , RNA/genética , Clivagem do DNA , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas/genética , Proteínas de Bactérias/metabolismo , Proteínas de Bactérias/genética , Edição de Genes/métodos , Endodesoxirribonucleases/metabolismo , Endodesoxirribonucleases/genética , Francisella/genética
17.
Nat Commun ; 15(1): 5906, 2024 Jul 13.
Artigo em Inglês | MEDLINE | ID: mdl-39003292

RESUMO

As vast histological archives are digitised, there is a pressing need to be able to associate specific tissue substructures and incident pathology to disease outcomes without arduous annotation. Here, we learn self-supervised representations using a Vision Transformer, trained on 1.7 M histology images across 23 healthy tissues in 838 donors from the Genotype Tissue Expression consortium (GTEx). Using these representations, we can automatically segment tissues into their constituent tissue substructures and pathology proportions across thousands of whole slide images, outperforming other self-supervised methods (43% increase in silhouette score). Additionally, we can detect and quantify histological pathologies present, such as arterial calcification (AUROC = 0.93) and identify missing calcification diagnoses. Finally, to link gene expression to tissue morphology, we introduce RNAPath, a set of models trained on 23 tissue types that can predict and spatially localise individual RNA expression levels directly from H&E histology (mean genes significantly regressed = 5156, FDR 1%). We validate RNAPath spatial predictions with matched ground truth immunohistochemistry for several well characterised control genes, recapitulating their known spatial specificity. Together, these results demonstrate how self-supervised machine learning when applied to vast histological archives allows researchers to answer questions about tissue pathology, its spatial organisation and the interplay between morphological tissue variability and gene expression.


Assuntos
Aprendizado de Máquina Supervisionado , Humanos , RNA/genética , RNA/metabolismo , Perfilação da Expressão Gênica/métodos , Especificidade de Órgãos/genética , Processamento de Imagem Assistida por Computador/métodos
18.
J Agric Food Chem ; 72(28): 15971-15984, 2024 Jul 17.
Artigo em Inglês | MEDLINE | ID: mdl-38959404

RESUMO

Myristicin (MYR) mainly occurs in nutmeg and belongs to alkoxy-substituted allylbenzenes, a class of potentially toxic natural chemicals. RNA interaction with MYR metabolites in vitro and in vivo has been investigated in order to gain a better understanding of MYR toxicities. We detected two guanosine adducts (GA1 and GA2), two adenosine adducts (AA1 and AA2), and two cytosine adducts (CA1 and CA2) by LC-MS/MS analysis of total RNA extracts from cultured primary mouse hepatocytes and liver tissues of mice after exposure to MYR. An order of nucleoside adductions was found to be GAs > AAs > CAs, and the result of density functional theory calculations was in agreement with that detected by the LC-MS/MS-based approach. In vitro and in vivo studies have shown that MYR was oxidized by cytochrome P450 enzymes to 1'-hydroxyl and 3'-hydroxyl metabolites, which were then sulfated by sulfotransferases (SULTs) to form sulfate esters. The resulting sulfates would react with the nucleosides by SN1 and/or SN2 reactions, resulting in RNA adduction. The modification may alter the biochemical properties of RNA and disrupt RNA functions, perhaps partially contributing to the toxicities of MYR.


Assuntos
Ativação Metabólica , Derivados de Alilbenzenos , Sistema Enzimático do Citocromo P-450 , RNA , Sulfotransferases , Espectrometria de Massas em Tandem , Animais , Camundongos , Sulfotransferases/metabolismo , Sulfotransferases/genética , Sulfotransferases/química , Sistema Enzimático do Citocromo P-450/metabolismo , Sistema Enzimático do Citocromo P-450/genética , Sistema Enzimático do Citocromo P-450/química , Derivados de Alilbenzenos/química , Derivados de Alilbenzenos/metabolismo , RNA/metabolismo , RNA/química , Masculino , Hepatócitos/metabolismo , Dioxolanos/metabolismo , Dioxolanos/química , Dioxolanos/toxicidade , Fígado/metabolismo , Fígado/enzimologia , Dissulfetos/química , Dissulfetos/metabolismo , Myristica/química , Myristica/metabolismo
19.
Eur J Neurosci ; 60(4): 4586-4596, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-39007275

RESUMO

N6-methyladenosine (m6A) is the most abundant epitranscriptomic mark that regulates the fate of RNA molecules. Recent studies have revealed a bidirectional interaction between m6A modification and the circadian clock. However, the precise temporal dynamics of m6A global enrichment in the central circadian pacemaker have not been fully elucidated. Our study investigates the relationship between FTO demethylase and molecular clocks in primary cells of the suprachiasmatic nucleus (SCN). In addition, we examined the effects of lipopolysaccharide (LPS) on Fto expression and the role of FTO in LPS-induced reactive oxygen species (ROS) production in primary SCN cell culture. We observed circadian rhythmicity in the global m6A levels, which mirrored the rhythmic expression of the Fto demethylase. Silencing FTO using siRNA reduced the mesor of Per2 rhythmicity in SCN primary cells and extended the period of the PER2 rhythm in SCN primary cell cultures from PER2::LUC mice. When examining the immune response, we discovered that exposure to LPS upregulated global m6A levels while downregulating Fto expression in SCN primary cell cultures. Interestingly, we found a loss of circadian rhythmicity in Fto expression following LPS treatment, indicating that the decrease of FTO levels may contribute to m6A upregulation without directly regulating its circadian rhythm. To explore potential protective mechanisms against neurotoxic inflammation, we examined ROS production following LPS treatment in SCN primary cell cultures pretreated with FTO siRNA. We observed a time-dependent pattern of ROS induction, with significant peak at 32 h but not at 20 h after synchronization. Silencing the FTO demethylase abolished ROS induction following LPS exposure, supporting the hypothesis that FTO downregulation serves as a protective mechanism during LPS-induced neuroinflammation in SCN primary cell cultures.


Assuntos
Adenosina , Dioxigenase FTO Dependente de alfa-Cetoglutarato , Relógios Circadianos , Lipopolissacarídeos , Núcleo Supraquiasmático , Animais , Núcleo Supraquiasmático/metabolismo , Núcleo Supraquiasmático/efeitos dos fármacos , Adenosina/análogos & derivados , Adenosina/metabolismo , Dioxigenase FTO Dependente de alfa-Cetoglutarato/metabolismo , Dioxigenase FTO Dependente de alfa-Cetoglutarato/genética , Camundongos , Relógios Circadianos/efeitos dos fármacos , Relógios Circadianos/fisiologia , Relógios Circadianos/genética , Lipopolissacarídeos/farmacologia , Doenças Neuroinflamatórias/metabolismo , Metilação/efeitos dos fármacos , Espécies Reativas de Oxigênio/metabolismo , Masculino , Camundongos Endogâmicos C57BL , Proteínas Circadianas Period/metabolismo , Proteínas Circadianas Period/genética , Células Cultivadas , Ritmo Circadiano/efeitos dos fármacos , Ritmo Circadiano/fisiologia , RNA/genética , RNA/metabolismo , Metilação de RNA
20.
Bioorg Med Chem ; 111: 117861, 2024 Sep 01.
Artigo em Inglês | MEDLINE | ID: mdl-39079454

RESUMO

RNA modification identification is an emerging field in epigenetics due to its indispensable regulatory role in the cell life cycle. With advancements in identification methods, an increasing number of RNA modifications has been discovered, thereby driving the development of more efficient and accurate techniques for localizing modified RNAs and elucidating their functions. High-throughput sequencing approaches for modified RNA detection can be categorized into antibody-based, enzymatic-based, and chemical-labeling-based methods. Given the intrinsic chemical reactions involved in all biochemical processes, we provide a comprehensive review of recent advancements in artificial chemical labeling and transformations of ten distinct RNA modifications and their applications in sequencing. Our aim is to contribute to a deeper understanding of the mechanisms underlying these modifications. We focus on the chemical reactions associated with RNA modifications and briefly compare the advantages and disadvantages of detection methods based on these reactions. Additionally, we introduce several approaches that identify multiple modifications through chemical labeling. As the field of RNA modification research continues to expand, we anticipate that the techniques and insights presented in this review will serve as a valuable resource for future studies aimed at further elucidating the functional roles of RNA modifications in biological processes.


Assuntos
RNA , RNA/metabolismo , RNA/química , Humanos , Sequenciamento de Nucleotídeos em Larga Escala
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