The discovery of RNA in 1868 by Friedrich Miescher was meant to be the prologue to an exciting new era in Biology full of scientific breakthroughs and accomplishments. Since then, RNAs have been proven to play an indispensable role in biological processes such as coding, decoding, regulation and expression of genes. In particular, the discovery of small non-coding RNAs and especially miRNAs, in C. elegans first and thereafter to almost all animals and plants, started to fill in the puzzle of a complex gene regulatory network present within cells. The aim of this thesis is to shed more light on the features and functionality of small RNAs. In particular, we will focus on the function and biogenesis of miRNAs and piRNAs, across multiple species, by employing advanced computational methods and machine learning. We first introduce a novel method (Chimira) for the identification of miRNAs from sets of animal and plant hairpin precursors along with post-transcriptional terminal modifications that are not encoded by the genome. This method allows the characterisation of the prevalence of miRNA isoforms within different cell types and/or conditions. We have applied Chimira within a larger study that examines the effect of terminal uridylation in RNA degradation in oocytes and cells in either embryonic or adult stage. This study showed that uridylation is the predominant transcriptional regulation mechanism in oocytes while it does not retain the same functionality on mRNAs and miRNAs, both in embryonic and adult cells. We then move on to a large-scale analysis of small RNA-Seq datasets in order to identify potential modification signatures across specific conditions and cell types or tissues in Human and Mouse. We extracted the full modification profiles across 461 samples, unveiling the high prevalence of modification signatures of mainly 1 to 4 nucleotides. Additionally, samples of the same cell type and/or condition tend to cluster together based on their miRNA modification profiles while miRNA gene precursors with close genomic proximity showed a significant degree of co-expression. Finally, we elucidate the determinant factors in strand selection during miRNA biogenesis as well as update the miRBase annotation with corrected miRNA isoform sequences. Next, we introduce a novel computational method (mirnovo) for miRNA prediction from RNA-Seq data with or without a reference genome using machine learning. We demonstrate its efficiency by applying it to multiple datasets, including single cells and RNaseIII deficient samples, supporting previous studies for the existence of non-canonical miRNA biogenesis pathways. Following this, we explore and justify a novel piRNA biogenesis pathway in Mouse which is independent of the MILI enzyme. Finally, we explore the efficiency of CRISPR/Cas9 induced editing of miRNA targets based on the computationally predicted accessibility of the targeted regions in the genome. We have publicly released two web-based novel computational methods and one on-line resource with results regarding miRNA biogenesis and function. All findings presented in this study comprise another step forward within the journey of elucidation of RNA functionality and we believe they will be of benefit to the scientific community.

Cardiovascular disease is a major cause of morbidity and mortality around the globe, which is linked to athero-thrombosis. The risk factors for atherothrombosis, thus cardiovascular disease is impaired anti-thrombotic and antiinflammatory functions of the endothelium. Thrombosis is a hallmark of cardiovascular disease/complications characterised by increased platelet activation and increased secretion of platelet micro-particles that induce angiogenesis. This study determined the role of platelet micro-particles derived microRNA in the regulation of angiogenesis and migration, with a focus on the regulation of thrombospondin-1 release by platelet micro-particles delivered Let- 7a. The role of thrombospondin-1 receptors (integrin beta-1 and integrin associated protein) and downstream caspase-3 activation were explored by Let-7a inhibition prior to PMP treatment. MicroRNA dependent modulation of proangiogenic proteins including monocyte chemoattractant protein-1 and placental growth factor, and recruitment of activating transcription factor-4 protein to their promoter regions were explored. Main findings are: 1. Platelet micro-particles induce angiogenesis, migration, and release of novel cytokine subsets specific to platelet micro-particle’s RNA content. 2. The targeting of thrombospondin-1 mRNA by platelet micro-particles’ transferred Let-7a chiefly modulate the angiogenic effect on endothelial cells. 3. The inhibition of thrombospondin-1 translation enable platelet micro-particles to increase angiogenesis and migration in the presence of functional integrin beta-1 and integrin associated protein, and reduced cleaving of caspase-3. 4. Platelet micro-particle modulate the transcription of monocyte chemoattractant protein-1 and placental growth factor in a Let-7a dependent manner. 5. Let-7a induce angiogenesis ii independent of other platelet micro-particle’s microRNAs. Platelet micro-particle derived Let-7a is a master regulator of endothelial cell function in this model, which presents an opportunity for the development of new biomarkers and therapeutic approaches in the management of cardiovascular disease. Future studies should aim to confirm these findings in-vivo.

There is a huge unmet clinical need to treat damaged articular cartilage such as that caused by osteoarthritis (OA) with an estimated 8.75 million people in the UK having sought treatment for OA (ARUK 2013). Embryonic stem cells (ESCs) offer a promising alternative therapeutic approach, potentially providing an unlimited source of chondrocytes capable of regenerating the damaged cartilage however this is limited by the efficiency of the chondrogenic differentiation protocol. An improved understanding of the posttranscriptional regulation of chondrogenesis by microRNAs (miRNAs) may enable us to improve hESC chondrogenesis. Also the recent discovery that miRNAs are selectively packaged into exosomes which can then be transferred to and be functionally active within neighbouring cells suggests they may have a role in cell-cell communication. This project investigated the regulation of miRNA expression in relation to the transcriptome during hESCs-directed chondrogenesis and the possible role for exosomes during differentiation and in stem cell maintenance of hESCs. Small RNA-seq and whole transcriptome sequencing was performed on distinct stages of hESC-directed chondrogenesis using the Directed Differentiation Protocol (DDP) developed in our lab. Also small RNA-seq was performed on exosomes isolated from hESCs and chondroprogenitors along with the donor cells that the exosomes originated from. This revealed significant changes in the expression of several miRNAs during hESC-directed chondrogenesis including: upregulation of miRNAs transcribed from the four Hox complexes, known cartilage associated miRNAs and the downregulation of pluripotency associated miRNAs. Overall miRome and transcriptome analysis revealed the two hESC lines exhibited slightly different miRome and transcriptome profiles during chondrogenesis, with Man7 displaying larger changes in miRNA and mRNA expression as it progressed through the DDP suggesting it may be more predisposed to undergo chondrogenesis. Integration of miRomes and transcriptomes generated during hESC-directed chondrogenesis identified four key functionally related clusters of co-expressed miRNAs and protein coding genes: pluripotency associated cluster, primitive streak cluster, limb development cluster and an extracellular matrix cluster. Further investigation of these gene/miRNA clusters allowed the identification of several potential novel regulators of hESC-directed chondrogenesis. In accordance with the reported literature the exosomal miRNAs from hESCs and hESC-chondroprogenitors were enriched with a guanine rich motif. Notably, several of these were enriched with targets associated with embryonic skeletal system development suggesting they may play a role in regulating differentiation. Preliminary functional experiments examining pluripotency-associated exosomes suggests they may have a role in regulating hESC stem cell maintenance. However the molecular mechanism by which this is achieved has not been investigated. This research identified main miRome and transcriptome changes during hESC-directed chondrogenesis leading to the identification of several potential novel regulators of chondrogenesis and pluripotency which can be further investigated. This project has also highlighted the potential of exosomal miRNAs to regulate hESC stem cell maintenance and differentiation.

As plantas são organismos sésseis que continuamente enfrentam situações ambientais adversas, o que acarreta em reduções significativas da biomassa e da produtividade. O trabalho, aqui exposto, teve como objetivo avaliar o papel dos fatores de transcrição ASR (do ingles ABA, stress and ripening) na resposta a estresses abióticos em plantas de arroz. Também teve como objetivo avaliar as respostas de plantas de Arabidopsis thaliana ao estresse produzido nos momentos iniciais da exposição ao metal alumínio. O capítulo 1 da presente tese, compara a expressão de miRNAs entre plantas silenciadas para o gene ASR5 (ASR5_RNAi) e plantas não transformadas (controle). De um total de 279 miRNAs maduros identificados, distribuídos em 60 famílias, 159 foram diferencialmente expressos quando as duas bibliotecas foram comparadas. Uma correlação negativa entre o MIR167 e seu gene alvo (LOC_Os07g29820) também foi confirmada por PCR em tempo real. Este é o primeiro trabalho sugerindo o envolvimento das proteínas ASR na regulação da expressão de miRNAs em planta. O segundo capítulo apresenta o estudo das proteínas ASR na manutenção da homeostase do pH em plantas de arroz. Verificou-se uma diminuição do crescimento radicular em plantas silenciadas em solução ácida, quando comparadas com plantas não transformadas nas mesmas condições. Também foi analisada a viabilidade da ponta de raízes quanto ao dano causado pelo baixo pH e diferentes concentrações de Ca+2, demonstrando que a adição de CaCl2 é capaz de aliviar o efeito tóxico do excesso de protons H+. Diversos genes reprimidos nas plantas silenciadas e envolvidos no mecanismo de manutenção do pH em células vegetais, também foram investigados. O terceiro e último capítulo é dedicado ao estudo da resposta inicial de plantas de Arabidopsis thaliana ao estresse por alumínio. Plantas com 7 dias de idade foram expostas a uma concentração de 25 μM de AlCl3 durante 3 horas e modificações na abundância de proteínas foi investigada com a técnica de espectrometria de massa. Um total de 3.213 proteínas foram identificadas, sendo que destas, 293 apresentaram variação no nível de expressão. Diversas proteínas com expressão induzida são funcionalmente associadas com a detoxificação de espécies reativas de oxigênio (ROS), indicando que o tratamento ocasionou estresse oxidativo nas raízes de A. thaliana. Também foram identificadas uma proteína mitocondrial carreadora de substrato e uma acyl-CoA oxidase com possível papel nos mecanismos de defesa em resposta a alumínio e com potencial para futuros estudos funcionais na planta modelo. De uma maneira geral, os resultados aqui apresentados mostram, pela primeira vez, que ASR5 está envolvida na regulação de miRNAs e na homeostase do pH em plantas de arroz, além de identificar proteínas responsivas ao estresse por alumínio em A. thaliana. / Plants are sessile organisms that continuously face adverse environmental situations, leading to a significant reduction in biomass and yield. The aim of the present work was to further study the ASR (ABA, stress and ripening) transcription factors in rice plants. Moreover, the responses of Arabidopsis thaliana to aluminum stress were also analyzed. The chapter 1 of this thesis compares the expression of mature miRNAs in the ASR5 silenced plants (ASR5_RNAi) and in non-transformed plants (control). From a total of 279 mature miRNA of 60 families, 159 were differentially expressed. A negative correlation of MIR167 and its target gene (LOC_Os07g29820) was also confirmed by real time RT-qPCR. This is the first report showing the involvement of ASR proteins in miRNA gene expression regulation. The second chapter presents the study of participation of ASR proteins in the maintenance of pH homeostasis in rice plants. The evaluation of root growth in ASR5_RNAi plants upon acid solution showed inhibition of root growth when compared to non-transformed plants in the same condition. Root tip feasibility and damage caused by low pH and different concentrations of Ca+2 was also analyzed. The results indicate that addition of CaCl2 is capable of alleviating the toxic effects of H+ protons. Several genes downregulated in silenced plants and involved in pH maintenance in plant cells have also been investigated. This work demonstrates the importance of ASR transcription factors in a biological process not yet described. The third and final chapter describes the study of the initial response of Arabidopsis thaliana to aluminum stress. Seven-day old seedlings were treated with 25 μM AlCl3 for 3 hours and submitted to quantitative analyses by mass spectrometry. A total of 3,213 proteins were identified, from which 293 proteins were differentially responsive upon aluminum treatment. Several proteins with increased expression in response to the treatment are functionally associated with reactive oxygen species (ROS), indicating that the Al3+ exposure caused oxidative stress in the roots of A. thaliana. A mitochondrial substrate carrier (At1g78180) and an acyl-CoA oxidase (At3g51840) with a putative role in Al defense were also up-regulated and constitute interesting targets for functional studies of aluminum toxicity in the model plant. Overall, the results here presented show for the first time that ASR5 is involved in miRNA and pH homeostases regulation in rice plants and also identify proteins responsive to aluminum stress in A. thaliana.

As plantas são organismos sésseis que continuamente enfrentam situações ambientais adversas, o que acarreta em reduções significativas da biomassa e da produtividade. O trabalho, aqui exposto, teve como objetivo avaliar o papel dos fatores de transcrição ASR (do ingles ABA, stress and ripening) na resposta a estresses abióticos em plantas de arroz. Também teve como objetivo avaliar as respostas de plantas de Arabidopsis thaliana ao estresse produzido nos momentos iniciais da exposição ao metal alumínio. O capítulo 1 da presente tese, compara a expressão de miRNAs entre plantas silenciadas para o gene ASR5 (ASR5_RNAi) e plantas não transformadas (controle). De um total de 279 miRNAs maduros identificados, distribuídos em 60 famílias, 159 foram diferencialmente expressos quando as duas bibliotecas foram comparadas. Uma correlação negativa entre o MIR167 e seu gene alvo (LOC_Os07g29820) também foi confirmada por PCR em tempo real. Este é o primeiro trabalho sugerindo o envolvimento das proteínas ASR na regulação da expressão de miRNAs em planta. O segundo capítulo apresenta o estudo das proteínas ASR na manutenção da homeostase do pH em plantas de arroz. Verificou-se uma diminuição do crescimento radicular em plantas silenciadas em solução ácida, quando comparadas com plantas não transformadas nas mesmas condições. Também foi analisada a viabilidade da ponta de raízes quanto ao dano causado pelo baixo pH e diferentes concentrações de Ca+2, demonstrando que a adição de CaCl2 é capaz de aliviar o efeito tóxico do excesso de protons H+. Diversos genes reprimidos nas plantas silenciadas e envolvidos no mecanismo de manutenção do pH em células vegetais, também foram investigados. O terceiro e último capítulo é dedicado ao estudo da resposta inicial de plantas de Arabidopsis thaliana ao estresse por alumínio. Plantas com 7 dias de idade foram expostas a uma concentração de 25 μM de AlCl3 durante 3 horas e modificações na abundância de proteínas foi investigada com a técnica de espectrometria de massa. Um total de 3.213 proteínas foram identificadas, sendo que destas, 293 apresentaram variação no nível de expressão. Diversas proteínas com expressão induzida são funcionalmente associadas com a detoxificação de espécies reativas de oxigênio (ROS), indicando que o tratamento ocasionou estresse oxidativo nas raízes de A. thaliana. Também foram identificadas uma proteína mitocondrial carreadora de substrato e uma acyl-CoA oxidase com possível papel nos mecanismos de defesa em resposta a alumínio e com potencial para futuros estudos funcionais na planta modelo. De uma maneira geral, os resultados aqui apresentados mostram, pela primeira vez, que ASR5 está envolvida na regulação de miRNAs e na homeostase do pH em plantas de arroz, além de identificar proteínas responsivas ao estresse por alumínio em A. thaliana. / Plants are sessile organisms that continuously face adverse environmental situations, leading to a significant reduction in biomass and yield. The aim of the present work was to further study the ASR (ABA, stress and ripening) transcription factors in rice plants. Moreover, the responses of Arabidopsis thaliana to aluminum stress were also analyzed. The chapter 1 of this thesis compares the expression of mature miRNAs in the ASR5 silenced plants (ASR5_RNAi) and in non-transformed plants (control). From a total of 279 mature miRNA of 60 families, 159 were differentially expressed. A negative correlation of MIR167 and its target gene (LOC_Os07g29820) was also confirmed by real time RT-qPCR. This is the first report showing the involvement of ASR proteins in miRNA gene expression regulation. The second chapter presents the study of participation of ASR proteins in the maintenance of pH homeostasis in rice plants. The evaluation of root growth in ASR5_RNAi plants upon acid solution showed inhibition of root growth when compared to non-transformed plants in the same condition. Root tip feasibility and damage caused by low pH and different concentrations of Ca+2 was also analyzed. The results indicate that addition of CaCl2 is capable of alleviating the toxic effects of H+ protons. Several genes downregulated in silenced plants and involved in pH maintenance in plant cells have also been investigated. This work demonstrates the importance of ASR transcription factors in a biological process not yet described. The third and final chapter describes the study of the initial response of Arabidopsis thaliana to aluminum stress. Seven-day old seedlings were treated with 25 μM AlCl3 for 3 hours and submitted to quantitative analyses by mass spectrometry. A total of 3,213 proteins were identified, from which 293 proteins were differentially responsive upon aluminum treatment. Several proteins with increased expression in response to the treatment are functionally associated with reactive oxygen species (ROS), indicating that the Al3+ exposure caused oxidative stress in the roots of A. thaliana. A mitochondrial substrate carrier (At1g78180) and an acyl-CoA oxidase (At3g51840) with a putative role in Al defense were also up-regulated and constitute interesting targets for functional studies of aluminum toxicity in the model plant. Overall, the results here presented show for the first time that ASR5 is involved in miRNA and pH homeostases regulation in rice plants and also identify proteins responsive to aluminum stress in A. thaliana.

As plantas são organismos sésseis que continuamente enfrentam situações ambientais adversas, o que acarreta em reduções significativas da biomassa e da produtividade. O trabalho, aqui exposto, teve como objetivo avaliar o papel dos fatores de transcrição ASR (do ingles ABA, stress and ripening) na resposta a estresses abióticos em plantas de arroz. Também teve como objetivo avaliar as respostas de plantas de Arabidopsis thaliana ao estresse produzido nos momentos iniciais da exposição ao metal alumínio. O capítulo 1 da presente tese, compara a expressão de miRNAs entre plantas silenciadas para o gene ASR5 (ASR5_RNAi) e plantas não transformadas (controle). De um total de 279 miRNAs maduros identificados, distribuídos em 60 famílias, 159 foram diferencialmente expressos quando as duas bibliotecas foram comparadas. Uma correlação negativa entre o MIR167 e seu gene alvo (LOC_Os07g29820) também foi confirmada por PCR em tempo real. Este é o primeiro trabalho sugerindo o envolvimento das proteínas ASR na regulação da expressão de miRNAs em planta. O segundo capítulo apresenta o estudo das proteínas ASR na manutenção da homeostase do pH em plantas de arroz. Verificou-se uma diminuição do crescimento radicular em plantas silenciadas em solução ácida, quando comparadas com plantas não transformadas nas mesmas condições. Também foi analisada a viabilidade da ponta de raízes quanto ao dano causado pelo baixo pH e diferentes concentrações de Ca+2, demonstrando que a adição de CaCl2 é capaz de aliviar o efeito tóxico do excesso de protons H+. Diversos genes reprimidos nas plantas silenciadas e envolvidos no mecanismo de manutenção do pH em células vegetais, também foram investigados. O terceiro e último capítulo é dedicado ao estudo da resposta inicial de plantas de Arabidopsis thaliana ao estresse por alumínio. Plantas com 7 dias de idade foram expostas a uma concentração de 25 μM de AlCl3 durante 3 horas e modificações na abundância de proteínas foi investigada com a técnica de espectrometria de massa. Um total de 3.213 proteínas foram identificadas, sendo que destas, 293 apresentaram variação no nível de expressão. Diversas proteínas com expressão induzida são funcionalmente associadas com a detoxificação de espécies reativas de oxigênio (ROS), indicando que o tratamento ocasionou estresse oxidativo nas raízes de A. thaliana. Também foram identificadas uma proteína mitocondrial carreadora de substrato e uma acyl-CoA oxidase com possível papel nos mecanismos de defesa em resposta a alumínio e com potencial para futuros estudos funcionais na planta modelo. De uma maneira geral, os resultados aqui apresentados mostram, pela primeira vez, que ASR5 está envolvida na regulação de miRNAs e na homeostase do pH em plantas de arroz, além de identificar proteínas responsivas ao estresse por alumínio em A. thaliana. / Plants are sessile organisms that continuously face adverse environmental situations, leading to a significant reduction in biomass and yield. The aim of the present work was to further study the ASR (ABA, stress and ripening) transcription factors in rice plants. Moreover, the responses of Arabidopsis thaliana to aluminum stress were also analyzed. The chapter 1 of this thesis compares the expression of mature miRNAs in the ASR5 silenced plants (ASR5_RNAi) and in non-transformed plants (control). From a total of 279 mature miRNA of 60 families, 159 were differentially expressed. A negative correlation of MIR167 and its target gene (LOC_Os07g29820) was also confirmed by real time RT-qPCR. This is the first report showing the involvement of ASR proteins in miRNA gene expression regulation. The second chapter presents the study of participation of ASR proteins in the maintenance of pH homeostasis in rice plants. The evaluation of root growth in ASR5_RNAi plants upon acid solution showed inhibition of root growth when compared to non-transformed plants in the same condition. Root tip feasibility and damage caused by low pH and different concentrations of Ca+2 was also analyzed. The results indicate that addition of CaCl2 is capable of alleviating the toxic effects of H+ protons. Several genes downregulated in silenced plants and involved in pH maintenance in plant cells have also been investigated. This work demonstrates the importance of ASR transcription factors in a biological process not yet described. The third and final chapter describes the study of the initial response of Arabidopsis thaliana to aluminum stress. Seven-day old seedlings were treated with 25 μM AlCl3 for 3 hours and submitted to quantitative analyses by mass spectrometry. A total of 3,213 proteins were identified, from which 293 proteins were differentially responsive upon aluminum treatment. Several proteins with increased expression in response to the treatment are functionally associated with reactive oxygen species (ROS), indicating that the Al3+ exposure caused oxidative stress in the roots of A. thaliana. A mitochondrial substrate carrier (At1g78180) and an acyl-CoA oxidase (At3g51840) with a putative role in Al defense were also up-regulated and constitute interesting targets for functional studies of aluminum toxicity in the model plant. Overall, the results here presented show for the first time that ASR5 is involved in miRNA and pH homeostases regulation in rice plants and also identify proteins responsive to aluminum stress in A. thaliana.

O Diabetes Mellitus é uma das maiores causas de morte no mundo. O desenvolvimento do Diabetes Mellitus tipo 2 (DM2) está relacionado com uma série de fatores genéticos e ambientais, culminando com o desenvolvimento do DM2. Já a hiperglicemia, característica marcante da doença, está associada a uma série de complicações metabólicas e comorbidades. No entanto, nào se sabe a influência de um controle apropriado da doença, com menores níveis glicêmicos. No presente trabalho, foi utilizada a técnica de microarrays para comparar os perfis transcricionais (mRNA e microRNA) de células mononucleares de sangue periférico (PBMCs) em três grupos distintos: um grupo de pacientes DM2 descompensados (DM2-D, n=13); um grupo de pacientes DM2 compensados (DM2-C, n=14), e um grupo controle (n=10). Os dados foram analisados por meio de duas linguagens de programação: R e PERL. Após a extração dos dados utilizando-se o software Feature Extraction, versão 10.7 (Agilent Techonologies), foram realizadas correção do background, exclusão dos outliers, normalização dos dados pelo método quantile e, por fim, o ajuste de variações nãobiológicas. Os dados foram então submetidos a análise estatística rank products, sendo identificados 415 mRNAs diferencialmente expressos no grupo DM2-C relativamente aos controles, 285 no grupo DM2-D em comparação aos controles e 478 em pacientes DM2-D comparados aos DM2-C. Posteriormente, os genes diferencialmente expressos foram submetidos à analise de enriquecimento funcional (DAVID). Foram encontrados 22 e 56 termos biológicos enriquecidos (p-corrigido Benjamini-Hochberg < 0,05) para as comparações DM2-C versus controle e pacientes DM2-D versus DM2-C, respectivamente. Em ambas as comparações, um processo biológico foi considerado de interesse para o presente trabalho: resposta inflamatória. Na análise por GSEA e GSA, foram identificados 110 grupos gênicos diferencialmente expressos na comparação DM2-C versus controle. Já para a comparação DM2-D versus controles foram encontrados 297 grupos gênicos diferencialmente expressos, enquanto que na comparação DM2-D versus DM2-C, 161 grupos gênicos diferencialmente expressos. Dentre os grupos gênicos diferencialmente expressos, três merecem destaque: regulação do reparo do DNA (GO: 0006282), resposta ao superóxido (GO: 0000303) e resposta ao estresse do retículo endoplasmático (GO: 0034976). Ainda, 97 microRNAs foram diferencialmente expressos na comparação DM2-C versus controles, 54 na comparação DM2-D versus controles e 101 na comparação DM2-D versus DM2-C. Assim, diferentes grupos gênicos provavelmente foram modulados pela hiperglicemia, além de terem sido descobertos novos microRNAs relacionados a altos níveis de glicose. / Diabetes mellitus is a major cause of death worldwide. The development of type 2 Diabetes Mellitus (T2D) is associated with a number of genetic and environmental factors, culminating in the development of T2D. Hyperglycemia, a hallmark of the disease, is associated with a number of metabolic complications and comorbidities. However, the influence of a proper control of the disease, with lower glucose levels is unknown. In this study, we used the microarrays technique to compare the transcriptional profiles (mRNA and microRNA) of peripheral blood mononuclear cells (PBMCs) in three distinct groups: a group of patients with uncontrolled T2D patients (T2D-U, n = 13) a group of controlled T2D patients (T2D-C, n = 14) and control group (n = 10). Data were analyzed using two programming languages: R and PERL. After extracting the data using the Feature Extraction software, version 10.7 (Agilent Technologies), background correction, outliers exclusion, data normalization by quantile and adjustmesnt of non-biological variations were performed. The data were then statistically analyzed by the rank products test, which identified 415 differentially expressed mRNAs in T2D-C group compared to controls, 285 in group T2D-U in comparison with controls and 478 when T2D-U and T2D-C are compared. Thereafter, the differentially expressed genes were subjected to functional enrichment analysis (DAVID). 22 and 56 biologically enriched terms were found (Benjamini-Hochberg-corrected p value<0.05), when comparing T2D-C with controls and T2D-U with T2D-C, respectively. In both comparisons, inflammatory response was selected as a biological process of interest. The analysis by GSEA and GSA identified 110 differentially expressed gene sets in comparison T2D-C versus control. As for the comparison T2D-U versus control, 297 gene sets were found differentially expressed, whereas in comparison T2D-U versus T2D-C, 161 differentially expressed gene sets were found. Among the differentially expressed gene sets, three stand out: regulation of DNA repair (GO: 0006282), superoxide response (GO: 0000303) and response to endoplasmic reticulum stress (GO: 0034976). Still, 97 microRNAs were differentially expressed in the T2D-C versus controls comparison, 54 when comparing T2D-U versus controls and 101 in the comparison of T2D-U versus T2D-C. Thus, different gene sets were probably modulated by hyperglycemia, and new microRNAs related to high levels of glucose were discovered.

La mucine MUC1 est une oncoprotéine transmembranaire dont la surexpression dans 90% des adénocarcinomes pancréatiques a été associée à un mauvais pronostic. MUC1 est impliquée dans la transduction des signaux intracellulaires et dans les interactions cellulaires permettant de conférer aux cellules tumorales des propriétés accrues en termes de prolifération et d’invasion cellulaire. De plus il a été montré un rôle important de MUC1 dans la chimiorésistance à la gemcitabine, et dans la transition épithélio-mésenchymateuse des cellules cancéreuses pancréatiques. De manière intéressante il a pu être montré que MUC1 pouvait être internalisée et localisée dans le compartiment nucléaire afin d’agir comme un co-activateur transcriptionnel permettant de moduler l’expression de nombreux gènes comme ceux de la voie Wnt/&#946;-caténine, les cibles de Stat1/3 ou le cluster miR-200c/miR141. De plus, il a été démontré que MUC1 pouvait être régulé de façon épigénétique, par méthylation de son promoteur, par acétylation des histones et par les miARN.Notre objectif a été d’étudier l'inhibition de MUC1 par des miARN dérégulés dans le cancer pancréatique, afin de proposer une nouvelle stratégie thérapeutique innovante dans le but de ralentir la progression de ce cancer. Nous avons sélectionné des miARN pouvant cibler la mucine MUC1 aussi bien au niveau de son 3’UTR, de son 5’UTR ou de sa région codante par l'utilisation des bases de données miRanda, miRWalk et TargetScan. Afin d’affiner cette sélection, nous avons ensuite retenu seulement ceux étant dérégulés dans le cancer pancréatique en étudiant leur expression dans des lignées cellulaires cancéreuses pancréatiques humaines ainsi que dans un modèle murin transgénique de cancérogenèse pancréatique et dans les tissus de patients atteints d'adénocarcinome pancréatique.Nous avons dans un premier temps mis en évidence que parmi les miARN sélectionnés, la surexpression de miR-29a, miR-183, miR-200a, miR-330-5p, miR-876-3p et miR-939 entraînait une diminution de l'expression protéique de MUC1. En établissant le profil d'expression des miARN dans les trois modèles de cancer pancréatique dont nous disposions, nous avons pu mettre en évidence une dérégulation globale de miR-29a et miR-330-5p dans les lignées cellulaires cancéreuses pancréatiques humaines ainsi que chez les patients atteints d'adénocarcinome pancréatique, et une dérégulation plus spécifique pour les autres miARN. Nous avons alors pu mettre en évidence que parmi l'ensemble des miARN sélectionnés, seuls les miARN miR-29a et miR-330-5p avaient la capacité d’interagir avec l'ARNm de MUC1 au niveau de son 3’UTR. Nous avons donc entrepris dans un second temps d’étudier le rôle de miR-29a et miR-330-5p dans le cancer du pancréas. Pour cela, nous avons utilisé une stratégie transitoire de surexpression et d'inhibition des miARN et une stratégie stable en réalisant des lignées surexprimant les miARN ainsi qu’une lignée déficiente en MUC1. Nous avons pu mettre en évidence que la surexpression de miR-29a et miR-330-5p, permettait de ralentir la prolifération cellulaire, la migration, l'invasion cellulaire, la croissance tumorale et augmentait la chimiosensibilité des cellules cancéreuses pancréatiques à la gemcitabine. En conclusion, l'ensemble de ces données a permis de mettre en évidence un ensemble de miARN dérégulés dans le cancer du pancréas ayant la capacité de réguler négativement l'expression protéique de la mucine MUC1. Nous avons également montré que miR-29a et miR-330-5p étaient les seuls à réguler directement l'expression de MUC1 et qu’ils agissaient comme des suppresseurs de tumeurs en altérant les propriétés biologiques des cellules cancéreuses pancréatiques, in vitro et in vivo. Ces données nous permettent de proposer ces deux miARN comme une nouvelle piste thérapeutique potentielle pour le traitement de ce cancer. / The mucin MUC1 is a transmembrane oncoprotein overexpressed in 90% of pancreatic adenocarcinoma and associated with a poor prognosis. MUC1 is involved in cell signaling and cell interaction to enhanced tumor cell properties like cell proliferation and invasion. Furthermore it has been shown an important role of MUC1 in chemoresistance to gemcitabine, the basic treatment of pancreatic cancer, and in the epithelial-mesenchymal transition of pancreatic cancer cells. Interestingly it has been shown that MUC1 could be internalized and localized in the nuclear compartment to act as a transcriptional coactivator to modulate the expression of many genes such as the Wnt/&#946;-catenin, the targets of Stat1/3 or the miR-200c/miR141 cluster. Furthermore, it has been shown that MUC1 is regulated by epigenetics: by methylation of the promoter, histone acetylation and by miRNAs in breast and ovarian cancer.Our aim was to study the inhibition of MUC1 by miRNAs deregulated in pancreatic cancer, to propose a new innovative therapeutic strategy to slow down progression of this cancer.We selected miRNAs targeting the mucin MUC1, in its 3\\\'UTR, its 5\\\'UTR or its coding region by using databases such as Miranda, miRWalk and TargetScan. To refine this selection, we then selected only those being deregulated in pancreatic cancer by studying their expression in human pancreatic cancer cell lines, tissues from patients with pancreatic adenocarcinoma and transgenic mouse model of early pancreatic carcinogenesis.We initially demonstrated that among the selected miRNAs, overexpression of miR-29a, miR-183, miR-200a, miR-330-5p, miR-and miR-939 876-3p led to a decrease of MUC1 protein expression. By establishing the miRNA expression profile in the three models of pancreatic cancer that we had, we were able to demonstrate an overall deregulation of miR-29a and miR-330-5p in human pancreatic cancer cell lines and in patients with a pancreatic adenocarcinoma, and a more specifically deregulation for the other miRNAs.We were then able to show that among the selected miRNAs, only miRNAs miR-29a and miR-330-5p had the ability to interact with MUC1 mRNA on its 3\\\'UTR. We therefore undertook to study the role of miR-29a and miR-330-5p in pancreatic cancer. For this, we used a transient strategy to overexpress or inhibit miRNAs and stable cell lines overexpressing the miRNA as well as a deficient cell line for MUC1. We were able to show that overexpression of miR-29a and miR-330-5p slowed down cell proliferation, migration, cell invasion, tumor growth and increased chemosensitivity of pancreatic cancer cells to gemcitabine.In conclusion, all these data allowed us to identify a set of deregulated miRNAs in pancreatic cancer which have the ability to decrease the mucin MUC1 protein expression level. We also showed that miR-29a and miR-330-5p were the only ones that can regulate the expression of MUC1 directly and act as tumor suppressors by altering the biological properties of pancreatic cancer cells in vitro and in vivo. These data allow us to propose these two miRNAs as a new potential therapeutic approach for the treatment of this cancer.

Le facteur nutritionnel affecte de façon significative la sécrétion et la composition des constituants du lait qui conditionnent sa qualité nutritionnelle. Dans la glande mammaire, ces processus font intervenir de nombreux gènes dont l’expression est modulée par l’alimentation, cependant les mécanismes de régulation sous-jacents ne sont pas connus. Les microARNs (miARN) sont des petits ARN non codants qui se lient sur leurs ARNm cibles pour en réguler l’expression. Ils ouvrent donc des pistes d’investigation pour la compréhension de ces mécanismes. La première partie de mon travail de thèse a consisté à obtenir une meilleure connaissance des miARN exprimés dans la glande mammaire, notamment en dressant les miRNomes de référence par séquençage haut débit chez la souris, la vache et la chèvre. Ensuite, pour la première fois, l’impact de la nutrition sur l’expression des miARN mammaires a été étudié. Deux modèles ruminants, un modèle dit « extrême » et un modèle de supplémentation lipidique proche des conditions d’élevage, ont permis d’identifier 30 et 2 miARN, respectivement, dont l’expression est nutrirégulée. L’analyse in silico des cibles des miARN nutrirégulés a révélé un rôle potentiel de ceux-ci dans le métabolisme des lipides. Certaines des cibles sont effectivement différentiellement exprimées dans ces modèles, parmi celles-ci certains gènes sont essentiels pour la lactation tels que ESR1. Enfin, une étude pilote de la fonction de trois miARN nutrigulés a été initiée in vitro dans des cellules épithéliales mammaires bovines. Ces travaux permettent donc d’apporter des premiers éléments pour la compréhension de la régulation de l’expression des gènes en réponse à la nutrition et de l’impact des miARN sur la lactation. / Nutrition significantly affects the secretion and the composition of milk which determine its nutritional quality. In the mammary gland, regulation of these processes involves numerous genes which expression can be affected by nutrition. However, their regulations remain unclear. MicroRNAs (miRNA) are small non coding RNA which can bind mRNAs and regulate their expression of target genes. Consequently, they offer opportunities to understand the regulation of gene expression in response to nutrition. The first step of my PhD aimed to obtain a better knowledge of miRNA expressed in the mammary gland. Mammary miRNome were established from the lactating mouse, cow and goat using high-throughput sequencing. Later, the effect of nutrition on the expression of miRNA in the mammary gland was analyzed for the first time. Two models in ruminants, a food deprivation (“extreme” model) and a lipid supplementation (model similar to breeding conditions) highlighted 30 and 2 nutriregulated miRNA, respectively. The analysis of nutriregulated miRNA’s predicted targets, in silico, revealed their potential role in lipid metabolism. Some of those target genes have been previously identified as differently expressed in the same conditions and could thus be involved in the regulation of the expression of genes essential for the mammary gland function, such as ESR1. Finally, three nutriregulated miRNA were selected and used in a preliminary study of their functions in vitro in bovine mammary epithelial cells. These works bring first evidences in understanding the nutritional regulation of gene expression in the mammary gland as well as the role of miRNA in lactation.

Charles University, Faculty of Pharmacy in Hradec Králové Department of pharmacology and toxicology Candidate: Bc. Petra Vicherková Supervisor: prof. PharmDr. Petr Pávek, Ph.D. Title of master thesis: Pharmacogenetics in rheumatology - role of miRNA Rheumatoid arthritis (RA) is a systemic inflammatory autoimmune disease that causes progressive joint damage and can result in to life-long depreciation of life. The influence on the onset and course of the disease is not only genetic, but due to the heterogeneous character of the disease, it is also strongly influenced by lifestyle. This disease, based on the malfunction of our immune system in RA, is still incurable. The treatment of RA uses conventional synthetic drugs as well as biological treatment. To diagnose the effect of anti-rheumatic therapy, monitoring and evaluating the response to treatment is necessary. Important indicators of RA activity, functional status, quality of life, and structural progression of the disease are important. In clinical practice, we use DAS 28 composite system according to recommendation of ČRS. Recent discoveries in the area of diagnostics raise the question of whether some miRNAs could be appropriate biomarkers of RA progression. In my diploma thesis, I summarize available knowledge in this field, obtained from...