MicroRNAs

Os microRNAs (miRNAs) são curtas cadeias de RNA não codificante, com cerca de 18 a 25 nucleotídeos, que regulam os níveis de mRNAs que são produzidos a partir de genes codificantes de proteínas. A descoberta dos miRNAs e a sua subsequente caracterização estrutural e funcional revelou a existência de um novo processo de regulação pós-transcricional da expressão génica em células eucarióticas que afeta uma grande variedade de funções celulares. A senescência acompanha o processo de evelhecimento dos organismos e é manifestada pela perda da capacidade proliferativa das células em resposta a diversos fatores de stress que desencadeiam alterações moleculares específicas. Na última década foram identificados e caracterizados vários miRNAs que participam na regulação do fenótipo da senescência celular, quer através da modulação de vias de sinalização endógenas que controlam a progressão do ciclo celular, quer através da secreção de factores de sinalização. Vários estudos têm também revelado a enorme potencialidade dos miRNAs como biomarcadores e alvos moleculares de novas abordagens terapêuticas. No futuro, é expectável que os avanços científicos possam ser transferidos para a prática clínica com vista a uma efetiva prevenção, vigilância e tratamento do envelhecimento prematuro e de doenças associadas ao envelhecimento.

The role of miRNAs in stroke

Stroke is currently one of the leading causes of death and disability worldwide. Despite recent advances in the treatment of stroke there is a major unmet clinical need for novel therapeutics for intervention. miRNAs are small coding RNAs which act to post-transcriptionally inhibit expression of genes. Emerging evidence has supported the view that miRNAs play an important role in the development and progression of ischaemic stroke, although understanding remains relatively poor. This research uses several models to investigate the effects of miRNAs in the context of stroke in vivo and in vitro, as well as assessment of patient serum samples in order to identify biomarkers for stroke. miR-29b was found to be significantly upregulated in SHRSP rat brain peri-infarct at 72h following stroke, and downregulated in ischaemic core at 24h and 72h following stroke, whilst miR-29c was significantly downregulated in remainder tissue at 24h following stroke and in infarct at 72h following stroke. The upreglation of miR-29b at 72h corresponded to a significant downregulation of miR-29 target genes MMP2, MMP9 and TGF-β1 in peri-infarct tissue at 72h following stroke. Modulation of miR-29b and miR-29c was achieved in a rat neuronal cell line but suppression of genes of interest was not observed following oxygen glucose deprivation. Several candidate miRNAs were then identified by microRNA Openarray analysis in stroke patient serum samples. Validation of these miRNAs was not demonstrated in the population studied, but assessment of these miRNAs in rat serum and isolated exosomes demonstrated that several of these miRNAs were significantly altered in SHRSP rats following stroke. Finally miR-21 was demonstrated to be significantly upregulated in SHRSP rat peri-infarct following stroke. This was associated with a change in miR-21 localization as determined by in situ hybridization. Modulation of miR-21 via the use of CAG-miR-21 mice demonstrated no difference in infarct size as measured by T2 -weighted MRI scan nor was any difference present in behavioural tests versus wild type. KO of miR-21 resulted in a reduction of survival rate compared with wild type. This thesis demonstrates that miR-29 and miR-21 are modulated following stroke in animal models, and these are potential candidates for therapeutic intervention in the future. Analysis of clinical samples has illustrated difficulties in the identification of serum miRNA profiles and suggests that looking at the exosomal component of serum may provide better information regarding miRNA profiles after stroke.

The role of microRNA 21 in the development of in-stent restenosis

Coronary heart disease is a major cause of morbidity and mortality worldwide. Percutaneous coronary intervention (PCI) has become the most widely used method of coronary artery revascularisation. The use of stents to hold open atherosclerosis induced arterial narrowing has significantly reduced elastic recoil and acute vessel occlusion following balloon angioplasty. However, bare metal stents have been associated with in-stent restenosis attributed to vascular smooth muscle cell (VSMC) hyperplasia and excessive neointimal formation. The resultant luminal renarrowing may manifest clinically with the return of symptoms such as chest pain or shortness of breath. The development of drug eluting stents has significantly reduced the incidence of in-stent restenosis (ISR). Unfortunately the antiproliferative medications used not only inhibit VSMC proliferation but also re-endothelialisation of the stented vessel. In addition, the drug impregnated polymer coating has been associated with a chronic inflammatory response within the vessel wall predisposing patients to stent thrombosis. Thus the identification of novel therapies which promote vessel healing without excessive proliferative or inflammatory response may improve long term outcome and reduce the need for repeated revascularisation. MicroRNAs (miRs) are short (18-25 nucleotide) non-coding RNAs acting to regulate gene expression. By binding to the 3’untranslated region of mRNA they act to fine tune gene expression either by mRNA degradation or translational repression. Originally identified in coordinating tissue development microRNAs have also been shown to play important roles coordinating the inflammatory response and in numerous cardiovascular diseases. MiR-21 has been identified in human atherosclerotic plaques, arteriosclerosis obliterans and abdominal aortic aneurysms. In addition, its up regulation has been documented in preclinical models of vascular injury. This study sought to identify the role of miR-21 in the development of ISR. Utilising a small animal model of stenting and in vitro techniques, we sought to investigate its influence upon VSMC and immune cell response following stenting. 19 The refinement of a murine stenting model within the Baker laboratory and the electrochemical dissolution of the metal stent from within harvested vascular tissues significantly improved the ability to perform detailed histological analysis. In addition, identification of miRNAs using in situ hybridisation was achieved for the first time within stented tissue. Neointimal formation and ISR was significantly reduced in mice in which miR-21 had been genetically deleted. In addition, neointimal composition was found to be altered in miR-21 KO mice with reductions in VSMC and elastin content demonstrated. Importantly, no difference in re-endothelialisation was observed. In vitro analysis demonstrated that VSMCs from miR-21 KO mice had both reduced proliferative and migratory capacity following platelet derived growth factor stimulation. Molecular analysis revealed that these differences may, at least in part, be due to de-repression of programmed cell death 4 (PDCD4). PDCD4 is a known miR-21 target within VSMCs implicated in the suppression of proliferation and promotion of apoptosis. Unfortunately, initial attempts at antimiR mediated knockdown of miR-21 in vivo, failed to produce a similar change in the suppression of ISR. Furthermore, a significant alteration in macrophage polarisation state within the neointima of miR-21 WT and KO mice was noted. Immunohistochemical staining revealed a preponderance of anti-inflammatory M2 macrophages in KO mice. Analysis of bone marrow derived macrophages from miR-21 KO mice demonstrated an increased level of the peroxisome proliferation activating receptor-γ (PPARγ) which facilitates M2 polarisation. Importantly, significant alterations in numerous pro-inflammatory cytokines, which also have mitogenic effects, were also found following genetic deletion of miR-21. In Summary, this is the first study to look at miRs in the development of ISR. MiR-21 plays an important role in the development of ISR by influencing the proliferative response of VSMCs and modulating the immune response following stent deployment. Further attempts to modulate miR-21 expression following PCI may reduce ISR and the need for repeat revascularisation while also reducing the risk of stent thrombosis.

STRUCTURAL ANALYSIS OF RIBOSOME BINDING ELEMENTS OF THE 3´ UTR IN TWO POSITIVE-STRAND PLANT RNA VIRUSES

Turnip crinkle virus (TCV) and Pea enation mosaic virus (PEMV) are two positive (+)-strand RNA viruses that are used to investigate the regulation of translation and replication due to their small size and simple genomes. Both viruses contain cap-independent translation elements (CITEs) within their 3´ untranslated regions (UTRs) that fold into tRNA-shaped structures (TSS) according to nuclear magnetic resonance and small angle x-ray scattering analysis (TCV) and computational prediction (PEMV). Specifically, the TCV TSS can directly associate with ribosomes and participates in RNA-dependent RNA polymerase (RdRp) binding. The PEMV kissing-loop TSS (kl-TSS) can simultaneously bind to ribosomes and associate with the 5´ UTR of the viral genome. Mutational analysis and chemical structure probing methods provide great insight into the function and secondary structure of the two 3´ CITEs. However, lack of 3-D structural information has limited our understanding of their functional dynamics. Here, I report the folding dynamics for the TCV TSS using optical tweezers (OT), a single molecule technique. My study of the unfolding/folding pathways for the TCV TSS has provided an unexpected unfolding pathway, confirmed the presence of Ψ3 and hairpin elements, and suggested an interconnection between the hairpins and pseudoknots. In addition, this study has demonstrated the importance of the adjacent upstream adenylate-rich sequence for the formation of H4a/Ψ3 along with the contribution of magnesium to the stability of the TCV TSS. In my second project, I report on the structural analysis of the PEMV kl-TSS using NMR and SAXS. This study has re-confirmed the base-pair pattern for the PEMV kl-TSS and the proposed interaction of the PEMV kl-TSS with its interacting partner, hairpin 5H2. The molecular envelope of the kl-TSS built from SAXS analysis suggests the kl-TSS has two functional conformations, one of which has a different shape from the previously predicted tRNA-shaped form. Along with applying biophysical methods to study the structural folding dynamics of RNAs, I have also developed a technique that improves the production of large quantities of recombinant RNAs in vivo for NMR study. In this project, I report using the wild-type and mutant E.coli strains to produce cost-effective, site-specific labeled, recombinant RNAs. This technique was validated with four representative RNAs of different sizes and complexity to produce milligram amounts of RNAs. The benefit of using site-specific labeled RNAs made from E.coli was demonstrated with several NMR techniques.

THE ROLE OF THE MECHANICAL ENVIRONMENT ON CANCER CELL TRANSMIGRATION AND MRNA LOCALIZATION

Most cancer-related deaths are due to metastasis formation, the ability of cancer cells to break away from the primary tumor site, transmigrate through the endothelium, and form secondary tumors in distant areas. Many studies have identified links between the mechanical properties of the cellular microenvironment and the behavior of cancer cells. Cells may experience heterogeneous microenvironments of varying stiffness during tumor progression, transmigration, and invasion into the basement membrane. In addition to mechanical factors, the localization of RNAs to lamellipodial regions has been proposed to play an important part in metastasis. This dissertation provides a quantitative evaluation of the biophysical effects on cancer cell transmigration and RNA localization. In the first part of this dissertation, we sought to compare cancer cell and leukocyte transmigration and investigate the impact of matrix stiffness on transmigration process. We found that cancer cell transmigration includes an additional step, ‘incorporation’, into the endothelial cell (EC) monolayer. During this phase, cancer cells physically displace ECs and spread into the monolayer. Furthermore, the effects of subendothelial matrix stiffness and endothelial activation on cancer cell incorporation are cell-specific, a notable difference from the process by which leukocytes transmigrate. Collectively, our results provide mechanistic insights into tumor cell extravasation and demonstrate that incorporation into the endothelium is one of the earliest steps. In the next part of this work, we investigated how matrix stiffness impacts RNA localization and its relevance to cancer metastasis. In migrating cells, the tumor suppressor protein, adenomatous polyposis coli (APC) targets RNAs to cellular protrusions. We observed that increasing stiffness promotes the peripheral localization of these APC-dependent RNAs and that cellular contractility plays a role in regulating this pathway. We next investigated the mechanism underlying the effect of substrate stiffness and cellular contractility. We found that contractility drives localization of RNAs to protrusions through modulation of detyrosinated microtubules, a network of modified microtubules that associate with, and are required for localization of APC-dependent RNAs. These results raise the possibility that as the matrix environment becomes stiffer during tumor progression, it promotes the localization of RNAs and ultimately induces a metastatic phenotype.

Nucleic-Acid Delivery Using Lipid Nanocapsules

International audience

Les microARNs

International audience

Alternate Conformations Regulate Ribosomal Recoding in a Positive-sense RNA Virus

Positive-sense RNA viruses are important animal, plant, insect and bacteria pathogens and constitute the largest group of RNA viruses. Due to the relatively small size of their genomes, these viruses have evolved a variety of non-canonical translation mechanisms to optimize coding capacity expanding their proteome diversity. One such strategy is codon redefinition or recoding. First described in viruses, recoding is a programmed translation event in which codon alterations are context dependent. Recoding takes place in a subset of messenger RNA (mRNAs) with some products reflecting new, and some reflecting standard, meanings. The ratio between the two is both critical and highly regulated. While a variety of recoding mechanisms have been documented, (ribosome shunting, stop-carry on, termination-reinitiation, and translational bypassing), the two most extensively employed by RNA viruses are Programmed Ribosomal Frameshifting (PRF) and Programmed Ribosomal Readthrough (PRT). While both PRT and PRF subvert normal decoding for expression of C-terminal extension products, the former involves an alteration of reading frame, and the latter requires decoding of a non-sense codon. Both processes occur at a low but defined frequency, and both require Recoding Stimulatory Elements (RSE) for regulation and optimum functionality. These stimulatory signals can be embedded in the RNA in the form of sequence or secondary structure, or trans-acting factors outside the mRNA such as proteins or micro RNAs (miRNA). Despite 40+ years of study, the precise mechanisms by which viral RSE mediate ribosome recoding for the synthesis of their proteins, or how the ratio of these products is maintained, is poorly defined. This study reveals that in addition to a long distance RNA:RNA interaction, three alternate conformations and a phylogenetically conserved pseudoknot regulate PRT in the carmovirus Turnip crinkle virus (TCV).

Études d'ingénierie du ribozyme VS de Neurospora

Les ribozymes sont des ARN catalytiques fréquemment exploités pour le développement d’outils biochimiques et d’agents thérapeutiques. Ils sont particulièrement intéressants pour effectuer l’inactivation de gènes, en permettant la dégradation d’ARNm ou d’ARN viraux associés à des maladies. Les ribozymes les plus utilisés en ce moment pour le développement d’agents thérapeutiques sont les ribozymes hammerhead et hairpin, qui permettent la reconnaissance spécifique d’ARN simple brin par la formation de structures secondaires stables. In vivo, la majorité des ARN adoptent des structures secondaires et tertiaires complexes et les régions simples brins sont parfois difficiles d’accès. Il serait intéressant de pouvoir cibler des ARN repliés et un motif d’ARN intéressant à cibler est la tige-boucle d’ARN qui peut être importante dans le repliement global des ARN et pour accomplir des fonctions biologiques. Le ribozyme VS de Neurospora fait la reconnaissance de son substrat replié en tigeboucle de façon spécifique par une interaction kissing-loop, mais il n’a jamais été exploité pour faire la reconnaissance d’un ARN cible très différent de son substrat naturel. Le but des travaux présentés dans cette thèse est de déterminer si le ribozyme VS possède l’adaptabilité nécessaire pour l’ingénierie de ribozymes qui clivent des ARN cibles différents du substrat naturel. Dans le cadre de cette thèse, le ribozyme VS a été modifié pour l’adapter à différents substrats et des études de cinétiques ont été réalisées pour évaluer l’impact de ces modifications sur l’activité de clivage du ribozyme. Dans un premier temps, le ribozyme a été modifié pour faire la reconnaissance et le clivage de substrats possédant différentes longueurs de tiges Ib. Le ribozyme a été adapté avec succès à ces substrats de différentes longueurs de tige Ib, avec une activité qui est similaire à celle du ribozyme avec un substrat sans modification. Dans un deuxième temps, c’est l’interaction kissing-loop I/V du ribozyme qui a été substituée de façon rationnelle, dans le but de savoir si un ribozyme VS mutant peut reconnaitre et cliver un substrat ayant une boucle différente de celle de son substrat naturel. L’interaction kissing-loop I/V a été substituée pour les interactions kissing-loop TAR/TAR* de l’ARN du VIH-1 et L22/L88 de l’ARN 23S de Deinococcus radiodurans. La réaction de iii clivage des ribozymes comportant ces nouvelles interactions kissing-loop est toujours observée, mais avec une activité diminuée. Finalement, la sélection in vitro (SELEX) de ribozymes a été effectuée pour permettre un clivage plus efficace d’un substrat mutant avec une nouvelle boucle. Le SELEX a permis la sélection d’un ribozyme qui clive un substrat avec une boucle terminale mutée pour celle de l’ARN TAR du VIH-1 et cela avec une activité de clivage très efficace. L’ensemble de ces études démontre que le ribozyme VS peut être modifié de diverses façons pour la reconnaissance spécifique de différents substrats, tout en conservant une bonne activité de clivage. Ces résultats montrent le grand potentiel d’ingénierie du ribozyme VS et sont prometteurs pour la poursuite d’études d’ingénierie du ribozyme VS, en vue du clivage d’ARN cibles repliés en tige-boucle complètement différents du substrat naturel du ribozyme VS.

Previsão do índice bovespa por meio de redes neurais artificiais: uma análise comparada aos métodos tradicionais de séries de tempo

Forecast is the basis for making strategic, tactical and operational business decisions. In financial economics, several techniques have been used to predict the behavior of assets over the past decades.Thus, there are several methods to assist in the task of time series forecasting, however, conventional modeling techniques such as statistical models and those based on theoretical mathematical models have produced unsatisfactory predictions, increasing the number of studies in more advanced methods of prediction. Among these, the Artificial Neural Networks (ANN) are a relatively new and promising method for predicting business that shows a technique that has caused much interest in the financial environment and has been used successfully in a wide variety of financial modeling systems applications, in many cases proving its superiority over the statistical models ARIMA-GARCH. In this context, this study aimed to examine whether the ANNs are a more appropriate method for predicting the behavior of Indices in Capital Markets than the traditional methods of time series analysis. For this purpose we developed an quantitative study, from financial economic indices, and developed two models of RNA-type feedfoward supervised learning, whose structures consisted of 20 data in the input layer, 90 neurons in one hidden layer and one given as the output layer (Ibovespa). These models used backpropagation, an input activation function based on the tangent sigmoid and a linear output function. Since the aim of analyzing the adherence of the Method of Artificial Neural Networks to carry out predictions of the Ibovespa, we chose to perform this analysis by comparing results between this and Time Series Predictive Model GARCH, developing a GARCH model (1.1).Once applied both methods (ANN and GARCH) we conducted the results' analysis by comparing the results of the forecast with the historical data and by studying the forecast errors by the MSE, RMSE, MAE, Standard Deviation, the Theil's U and forecasting encompassing tests. It was found that the models developed by means of ANNs had lower MSE, RMSE and MAE than the GARCH (1,1) model and Theil U test indicated that the three models have smaller errors than those of a naïve forecast. Although the ANN based on returns have lower precision indicator values than those of ANN based on prices, the forecast encompassing test rejected the hypothesis that this model is better than that, indicating that the ANN models have a similar level of accuracy . It was concluded that for the data series studied the ANN models show a more appropriate Ibovespa forecasting than the traditional models of time series, represented by the GARCH model

Evaluación de los perfiles de respuesta a interferón inducidos como respuesta a la infección con el virus del dengue

Introducción: El dengue es la principal enfermedad viral transmitida a humanos por artrópodos. Una de las características del cuadro clínico de la infección por el virus del dengue (DENV) es su alta variabilidad en la severidad, pronóstico y resolución de la enfermedad. Estudios recientes sugieren que diferentes cepas virales parecen inducir respuestas de interferón variables y que de ello pudiese depender la presentación clínica. No existen estudios previos que evalúen este fenómeno en cepas virales circulantes en México. Sumado a esto, se ha reportado que 80% de las infecciónes por DENV son asintomáticas: por lo tanto, los donadores de sangre virémicos son un riesgo para la seguridad en transfusiones. También nos propusimos estudiar si la seroprevalencia de anticuerpos anti-DENV permanecía constante en donadores de sangre con respecto al tiempo. Objetivo: Conocer la contribución epidemiológica e impacto del dengue en Nuevo León, así como establecer si existe una asociación entre la patogénesis y la variabilidad genética de los serotipos 1 y 2 del DENV, mediante la evaluación de los perfiles de expresión y respuesta a interferón, en cultivos celulares infectados con cepas virales aisladas a partir de sujetos mexicanos virémicos. Materiales y métodos: Se hizo un estudio retrospectivo de los registros semanales de CENAVECE para conocer el panorama actual oficial del dengue en Nuevo León. En colaboración con el banco de sangre HU y el Centro Estatal de la Transfusión se recolectaron 285000 donaciones de sangre en el periodo de enero 2010 a diciembre 2012, con carta de consentimiento informado. A 2061 donadores sanos se les realizó ELISA para buscar anticuerpos contra Brucella, VHC, VDRL, HBsAg, HIV1 y 2, WNV, DENV IgM-IgG. Los sueros positivos a DENV se confirmaron por detección de NS1-DENV y RT-qPCR. A la par en colaboración con LESP-NL se recolectaron 1079 sueros NS1-DENV positivos de Nuevo León los cuales se analizaron por PCR en tiempo real para identificar serotipos, y fueron sembrados en células C6/36 para aislar partículas virales. Los virus aislados se titularon en células BHK-21. Posteriormente, se infectaron células Huh-7 a una m.o.i. de 0.1 durante 36h. Se usaron como control virus prototipo inactivados con luz UV. Transcurrido el tiempo de infección, las células se trataron 1h con IFNα (1000UI/mL). Los RNAs totales se montaron sobre arreglos de PCR tiempo real (PAHS-016Z, QIAGEN) para evaluar la respuesta de interferón de las cepas aisladas de pacientes. Resultados: Se encontró que en el transcurso de 5 años, el estado de Nuevo León pasó del lugar 12 al 5º con mayor incidencia de dengue a nivel nacional, y que la seroprevalencia de anticuerpos anti-DENV en donadores asintomáticos fue del 2.6%. Se aislaron 13 virus a partir de cutivos celulares infectados con sueros NS1 positivos y los virus tuvieron la capacidad de infectar otras líneas celulares, generar partículas infecciosas funcionales y de generar enfermedad en un sistema In vivo. Al infectar células Huh-7 se observó que las cepar virales tenían una capacidad diferente para modular la respuesta de interferón, regulando con diferente intensidad diferentes genes involucrados en el establecimiento del estado antiviral intracelular. Los virus serotipo 2 indujeron niveles de expresión más altos que los virus serotipo 1.

Identifying cancer-related microRNAs based on gene expression data

International audience

Pronóstico de demanda por medio de redes neuronales artificiales

En este trabajo se describe la utilización de Redes Neuronales Artificiales (RNAs) para pronóstico de demanda. Se propone además un método para definir los parámetros de las RNAs de una manera integrada y repetible y se prueba con una aplicación real.

Differential expression in “rogue” paramutation in peas (Pisum sativum L.)

Dissertação de Mestrado, Engenharia Biológica, Faculdade de Ciências e Tecnologia, Universidade do Algarve, 2014

Aplicações biotecnológicas do supressor de silenciamento de cucumber mosaic virus

Tese de Doutoramento, Ciências Agrárias, Faculdade de Ciências e Tecnologia, Universidade do Algarve, 2015