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Analysis of the relation between RNA and RBPs using machine learning / Analys av relationen mellan RNA och RBPs med hjälp av maskininlärningWassbjer, Mattias January 2021 (has links)
The study of RNA-binding proteins has recently increased in importance due to discoveries of their larger role in cellular processes. One study currently conducted at Umeå University involves constructing a model that will be able to improve our knowledge about T-cells by explaining how these cells work in different diseases. But before this model can become a reality, Umeå Univerity needs to investigate the relation between RNA and RNA-binding proteins and find proteins of which highly contribute to the activity of the RNA-binding proteins. To do so, they have decided to use four penalized regression Machine Learning models to analyse protein sequences from CD4 cells. These models consist of a ridge penalized model, an elastic net model, a neural network model, and a Bayesian model. The results show that the models have a number of RNA-binding protein sequences in common which they list as highly decisive in their predictions.
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A Characterization of Substrates and Factors Involved in Yeast Nonsense-Mediated mRNA Decay: A DissertationBelk, Jonathan Philip 08 January 2002 (has links)
Many intricate and highly conserved mechanisms have evolved to safeguard organisms against errors in gene expression. The nonsense-mediated mRNA decay pathway (NMD) exemplifies one such mechanism, specifically by eliminating mRNAs containing premature translation termination codons within their protein coding regions, thereby limiting the synthesis of potentially deleterious truncated polypeptides. Studies in Saccharomyces Cerevisiae have found that the activity of at least three trans-acting factors, known as UPF1, UPF2/NMD2, and UPF3is necessary for the proper function of the NMD pathway. Further research conducted in yeast indicates that the degradation of substrates of the NMD pathway is dependent on their translation, and that the sub-cellular site of their degradation in the cytoplasm.
Although most evidence in yeast suggests that substrates of the NMD pathway are degraded in the cytoplasm while in association with the translation apparatus, some mammalian studies have found several mRNAs whose decay appears to occur within the nucleus or before their transport to the cytoplasm has been completed. In addition, study of the mammalian TPI mRNA found that this transcript was unavailable as a substrate for the NMD pathway once it had been successfully exported to the cytoplasm, further supporting the notion that the degradation of mammalian substrates of the NMD pathway occurs in association with the nucleus, or during export from the nucleus to the cytoplasm.
To determine if yeast cytoplasmic nonsense-containing mRNA can become immune to the NMD pathway we examined the decay kinetics of two NMDS substrate mRNAs in response to repressing or activating the NMD pathway. Both the ade2-1 and pgk1-UAG-2nonsense-containing mRNAs were stabilized by repressing this pathway, while activation of NMD resulted in the rapid and immediate degradation of each transcripts. These findings demonstrate that nonsense-containing mRNAs residing in the nucleus are potentially susceptible to NMD at each round of translation.
The remainder of this thesis utilizes protein overexpression studies to gain understanding into the function of factors related to the processes of nonsense-mediated mRNA decay and translation in Saccharomyces cerevisiae. Overexpression of a C-terminal truncated form of Nmd3p was found to be dominant-negative for cell viability, translation and the normal course of rRNA biogenesis.
Overexpression studies conducted with mutant forms of the nonsense-mediated mRNA decay protein Upf1p, found that overexpression of mutants in the ATP binding and ATP hydrolysis region ofUpflp were dominant-negative for growth in an otherwise wild-type yeast strain. Furthermore, overexpression of the ATP hydrolysis mutant of Upf1p (DE572AA), resulted in the partial inhibition of NMD and a general perturbation of the translation apparatus. These results support previous studies suggesting a general role for Upf1p function in translation.
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SCF-mediated degradation of the two translational regulators, CPB-3 and GLD-1, during oogenesis in C. elegansKisielnicka, Edyta 05 August 2017 (has links)
The development of an organism and its adult homeostasis rely on regulatory mechanisms that control the underlying gene expression programs. In certain biological contexts, such as germ cell development, gene expression regulation is largely executed at the post-‐transcriptional level. This relies on RNA-‐binding proteins (RBPs), whose activity and expression are also heavily controlled. While the RNA-‐binding potential of RBPs is currently of intense scrutiny, surprisingly little is known to date about the molecular mechanisms that control RNA-‐binding proteins abundance in the context of germ cell development.
This work identifies the molecular mechanisms that shape expression patterns of two evolutionarily conserved RNA-‐binding proteins, CPB-‐3 and GLD-‐ 1, which belong to CPEB and STAR protein family, respectively. By focusing on their regulation in the C. elegans germ line, this work reveals an involvement of the proteasome in reducing levels of CPB-‐3/CPEB and GLD-‐1/STAR at the pachytene-‐to-‐diplotene transition during meiotic prophase I. Furthermore, it documents that CPB-‐3 and GLD-‐1 are targeted to proteasomal degradation by a conserved SCF ubiquitin ligase complex that utilises SEL-‐10/Fbxw7 as a substrate recognition subunit. Importantly, destabilisation of both RBPs is likely triggered by their phosphorylation, which is regulated by the mitogen-‐activated protein kinase, MPK-‐1, and restricted to the meiotic timepoint of pachytene exit. Lastly, this work investigates the potential consequences of target mRNA regulation upon delayed RBP degradation. Altogether, the collected data characterise a molecular pathway of CPEB and STAR protein turnover, and suggest that MPK-‐1 signaling may couple RBP-‐mediated regulation of gene expression to progression through meiosis during oogenesis.
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Understanding the Sequence-Specificity and RNA Target Recognition Properties of the Oocyte Maturation Factor, OMA-1, in Caenorhabditis elegans: A DissertationKaymak, Ebru 28 April 2016 (has links)
Maternally supplied mRNAs encode for necessary developmental regulators that pattern early embryos in many species until zygotic transcription is activated. In Caenorhabditis elegans, post-transcriptional regulatory mechanisms guide early development during embryogenesis. Maternal transcripts remain in a translationally silenced state until fertilization. A suite of RNA-binding proteins (RBP’s) regulate these maternally supplied mRNAs during oogenesis, the oocyte-to-embryo transition, and early embryogenesis. Identifying the target specificity of these RNA-binding proteins will reveal their contribution to patterning of the embryo. We are studying post-transcriptional regulation of maternal mRNAs during oocyte maturation, which is an essential part of meiosis that prepares oocytes for fertilization. Although the physiological events taking place during oocyte maturation have been well studied, the molecular mechanisms that regulate oocyte maturation are not well understood.
OMA-1 and OMA-2 are essential CCCH-type tandem zinc finger (TZF) RBP’s that function redundantly during oocyte maturation. This dissertation shows that I defined the RNA-binding specificity of OMA-1, and demonstrated that OMA-1/2 are required to repress the expression of 3ʹUTR reporters in developing oocytes. The recovered sequences from in vitro selection demonstrated that OMA-1 binds UAA and UAU repeats in a cooperative fashion. Interestingly, OMA-1 binds with high affinity to a conserved region of the glp-1 3ʹUTR that is rich in UAA and UAU repeats. Multiple RNA-binding proteins regulate translation of GLP-1 protein, a homolog of Notch receptor. In addition to previously identified RBP’s, we showed that OMA-1 and OMA-2 repress glp-1 reporter expression in C. elegans oocytes.
Mapping the OMA-1 dependent regulatory sites in the glp-1 mRNA and characterizing the interplay between OMA-1 and other factors will help reveal how multiple regulatory signals coordinate the transition from oocyte to embryo but the abundance of OMA-1 binding motifs within the glp-1 3ʹUTR makes it infeasible to identify sites with a functional consequence. I therefore first developed a strategy that allowed us to generate transgenic strains efficiently using a library adaptation of MosSCI transgenesis in combination with rapid RNAi screening to identify RBP-mRNA interactions with a functional consequence. This allowed me to identify five novel mRNA targets of OMA-1 with an in vivo regulatory connection. In conclusion, the findings in this dissertation provide new insights into OMA-1 mediated mRNA regulation and provide new tools for C. elegans transgenesis. Development of library MosSCI will advance functional mapping of OMA-1 dependent regulatory sites in the target mRNAs. Extending this strategy to map functional interactions between mRNA targets and RNAbinding proteins in will help reveal how multiple regulatory binding events coordinate complex cellular events such as oocyte to embryo transition and cell-fate specification.
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Studies on the Regulation of Cytoplasmic Polyadenylation Element-Binding Protein: A DissertationLin, Chien-Ling 11 January 2012 (has links)
Post-transcriptional regulation of gene expression sits at the core of proteomic complexity; trans-acting factors that regulate RNA localization and translation capacity are thus indispensible. In this thesis, I present studies of the cytoplasmic polyadenylation element binding protein (CPEB), a sequence specific RNA-binding protein important for cell cycle progression and neural synaptic plasticity. I focus on CPEB because the activity of RNA-binding proteins affects the destiny of their mRNA substrates. As presented in Chapter II, CPEB, though mostly cytoplasmic at steady state, shuttles between the nucleus and the cytoplasm. Surprisingly, the RNA recognition motifs are essential for the nuclear localization. CPEB associates with the polyadenylation machinery in both compartments, suggesting it is involved in both nuclear mRNA processing and cytoplasmic translational regulation. Moreover, the nuclear translocalization is critical to relay a tight translation repression on CPE-containing mRNAs. Chapter III focuses on the regulation of CPEB dimerization. CPEB dimerizes through the RNA-binding domains to inhibit its own RNA binding ability in a cell cycle-dependent manner. By dimerizing, CPEB has enhanced binding to protein destruction factors so that robust active degradation occurs in the later cell cycle. The degradation of CPEB is required for translation activation of a subset of mRNAs and cell cycle progression. In addition, dimerization protects cells from being overloaded with excess CPEB. In sum, the localization and dimerization status of CPEB is dynamic and highly regulated; they in turn regulate the activity of CPEB, which results in responsive translation control. These studies provide a strong foundation to decipher CPEB-mediated gene expression.
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RNA Recognition by the Caenorhabditis elegans Embryonic Determinants MEX-5 and MEX-3: A DissertationPagano, John M., Jr. 01 June 2010 (has links)
Post-transcriptional regulation of gene expression is a mechanism that governs developmental and cellular events in metazoans. In early embryogenesis, transcriptionally quiescent cells depend upon maternally supplied factors such as RNA binding proteins and RNA that control key decisions. Morphogen gradients form and in turn pattern the early embryo generating different cell types and spatial order. In the nematode Caenorhabditis elegans, the early embryo relies upon several RNA binding proteins that control mRNA stability, translation efficiency, and/or mRNA localization of cell fate determinants essential for proper development.
MEX-5 and MEX-3 are two conserved RNA-binding proteins required to pattern the anterior/posterior axis and early embryo. Mutation of either gene results in a maternal effect lethal phenotype with proliferating posterior muscle into the anterior blastomeres (Muscle EXcess). Several cell-fate determinants are aberrantly expressed in mex-5 and mex-3 embryos. Both proteins are thought to interact with cis-regulatory elements present in 3’-UTRs of target RNAs controlling their metabolism. However, previous studies failed to demonstrate that these proteins regulate maternal transcripts directly.
This dissertation presents a thorough assessment of the RNA binding properties of MEX-5 and MEX-3. Quantitative biochemical approaches were used to determine the RNA binding specificity of both proteins. MEX-5 has a relaxed specificity, binding with high affinity to linear RNA containing a tract of six or more uridines within an eight-nucleotide window. This is very different from its mammalian homologs Tristetraprolin (TTP) and ERF-2. I was able to identify two amino acids present within the MEX-5 RNA binding domain that are required for the differential RNA recognition observed between MEX-5 and TTP. MEX-3 on the other hand is a specific RNA binding protein, recognizing a bipartite element with flexible spacing between two four-nucleotide half-sites. I demonstrate that this element is required for MEX-3 dependent regulation in vivo. Previous studies only identify a small number of candidate regulatory targets of MEX-5 and MEX-3. The defined sequence specificity of both proteins is used to predict new putative targets that may be regulated by either protein. Collectively, this study examines the RNA binding properties of MEX-5 and MEX-3 to clarify their role as post-transcriptional regulators in nematode development.
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Translational Control of M Phase Progression: a dissertationPadmanabhan, Kiran 30 May 2006 (has links)
A cell integrates mitogenic signals received at the plasma membrane with intracellular biochemical changes to direct the events of cell division. Oocytes from Xenopus laevis offer a system that allows molecular dissection of pathways controlling cell growth and division in response to extracellular cues. Xenopus oocytes, physiologically arrested in a G2 like state, respond to the hormone progesterone to reinitiate meiosis and mature into a fertilizable egg. Signals received at the oocyte membrane induce translation of dormant maternal mRNAs that not only drive meiotic entry but also maintain the cell cycle arrest in an egg. A major pathway controlling the translation of these mRNAs is cytoplasmic polyadenylation, facilitated by the Cytoplasmic Polyadenylation Element Binding protein (CPEB) through cis-acting elements in their 3'untranslated regions (3'UTRs). Cytoplasmic polyadenylation requires the phosphorylation of serine174 on CPEB by Aurora-A as well as the translation of a hitherto unknown mRNA. The transcript of the RINGO/Spy gene is a putative candidate for this unknown upstream regulator of CPEB function. RINGO/Spy mRNA is translationally repressed in immature oocytes by a ribonucleoprotein (RNP) complex consisting of the repressor Pumilio-2, the putative activator Deleted in Azoospermia-like (DAZl) and embryonic poly A binding protein (ePAB). Progesterone signaling leads to the dissociation of Pumilio-2 from the mRNP and the ensuing RINGO/Spy protein synthesis, in turn, promotes cytoplasmic polyadenylation and oocyte maturation.
Pumilio and its associated proteins, such as Drosophila Brain tumor (Brat) and DAZl, in addition to their cytoplasmic roles have ill-defined functions within the nucleus. We detected DAZl within the nucleoli of telomerase-immortalized human retinal pigment epithelial (RPE) cells in interphase and on acrocentric chromosomes during mitosis. DAZl colocalizes with the RNA polymerase I associated Upstream Binding transcription Factor (UBF), most likely through pre-ribosomal RNA and is a likely component of the Nucleolar Organization Region (NOR). Stably knocking down DAZl in RPEs using short hairpin RNAs results in loss of nucleolar segregation, the physiological outcome of which is under investigation. These preliminary findings indicate an additional role for DAZl within the nucleolus, one likely to be independent from cytoplasmic translational control.
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Post-Transcriptional Control of Human Cellular Senescence: A DissertationBurns, David M. 15 July 2010 (has links)
The central dogma of biology asserts that DNA is transcribed into RNA and RNA is translated into protein. However, this overtly simplistic assertion fails to portray the highly orchestrated and regulated mechanisms of transcription and translation. During the process of transcription, RNA provides the template for translation and protein synthesis as well as the structural and sequence specificity of many RNA and protein-based machines. While only 1-5% of the genome will escape the nucleus to be translated as mRNAs, complex, parallel, highly-conserved mechanisms have evolved to regulate specific mRNAs. Trans-acting factors bind cis-elements in both the 5" and 3" untranslated regions of mRNA to regulate their stability, localization, and translation. While a few salient examples have been elucidated over the last few decades, mRNA translation can be reversibly regulated by the shortening and lengthening of the 3" polyadenylate tail of mRNA. CPEB, an important factor that nucleates a complex of proteins to regulate the polyadenylate tail of mRNA, exemplifies a major paradigm of translational control during oocyte maturation and early development. CPEB function is also conserved in neurons and somatic foreskin fibroblasts where it plays an important role in protein synthesis dependent synaptic plasticity and senescence respectively. Focusing on the function of CPEB and its role in mRNA polyadenylation during human cellular senescence, the following dissertation documents the important finding that CPEB is required for the normal polyadenylation of p53 mRNA necessary for its normal translation and onset of senescence. Cells that lack CPEB have abnormal levels of mitochondria and ROS production, which are demonstrated to arise from the direct result of hypomorphic p53 levels. Finally, in an attempt to recapitulate the model of CPEB complex polyadenylation in human somatic cells, I unexpectedly find that Gld-2, a poly(A) polymerase required for CPEB-mediated polyadenylation in Xenopus laevis oocytes, is not required for p53 polyadenylation, but instead regulates the stability of a microRNA that in turn regulates CPEB mRNA translation. Furthermore, I demonstrate that CPEB requires Gld-4 for the normal polyadenylation and translation of p53 mRNA.
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Characterizing the Disorder in Tristetraprolin and its Contribution to Post-Transcriptional Gene Regulation: A DissertationDeveau, Laura M. 05 May 2016 (has links)
RNA-binding proteins (RBPs) are important for a wide variety of biological processes involved in gene regulation. However, the structural and dynamic contributions to their biological activity are poorly understood. The tristetraprolin (TTP) family of RBPs, including TTP, TIS11b and TIS11d, regulate the stability of mRNA transcripts encoding for key cancer-related proteins, such as tumor necrosis factor- and vascular endothelial growth factor. Biophysical studies have shown that the RNA binding domain, consisting of two CCCH zinc fingers (ZFs), is folded in the absence of RNA in TIS11d and TIS11b. In TTP, however, only ZF1 adopts a stable fold, while RNA is required to completely fold the tandem zinc finger (TZF). The focus of this research was to understand the origin and biological significance of the structural differences observed for the TZF domains of TTP and TIS11d. Three residues were shown to control the affinity for the structural Zn2+ and determine the folding of ZF2 in the absence of RNA. The partially-folded TZF domain of TTP has greater selectivity for RNA sequences than the fully folded TZF domain of TIS11d. The mRNA destabilizing activity of TTP was increased when the partially disordered RBD of TTP was replaced with the fully structured TZF domain of TIS11d. Disruption of the structure and/or dynamics of the TZF domain observed in the disease-associated mutations of TIS11d, P190L and D219E, results in aberrant cytoplasmic localization. This work demonstrates that the extent of RBD folding in the TTP family is important for differential RNA recognition, mRNA turnover, and protein localization in vivo.
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Investigation of RNA Binding Protein Pumilio as a Genetic Modifier of Mutant CHMP2B in Frontotemporal Dementia (FTD): A Masters ThesisDu, Xing 14 August 2016 (has links)
Frontotemporal dementia (FTD) is the second most common early-onset dementia. A rare mutation in CHMP2B gene was found to be associated with FTD linked to chromosome 3. Previous studies have shown that mutant CHMP2B could lead to impaired autophagy pathway and altered RNA metabolism. However, it is still unknown what genes mediate the crosstalk between different pathways affected by mutant CHMP2B. Genetic screens designed to identify genes interacting with mutant CHMP2B represents a key approach in solving the puzzle. Expression of mutant CHMP2B (CHMP2Bintron5) in Drosophila eyes leads to a neurodegenerative phenotype including melanin deposition and disrupted internal structure of ommatidia. The phenotype is easily quantified by estimating the percentage of black dots on the surface of the eyes. Using this established Drosophila model, I searched for genes encoding RNA binding proteins that genetically modify CHMP2Bintron5 toxicity. I found that partial loss of Pumilio, a translation repressor, mitigates CHMP2Bintron5 induced toxicity in the fly eyes. Western blot analysis showed that down regulation of Pumilio does not significantly decrease CHMP2Bintron5 protein level, indicating indirect regulation involved in suppression of the phenotype. The molecular targets regulated by Pumilio and the mechanism underlying CHMP2Bintron5 toxicity suppression by Pumilio down-regulation requires further investigation.
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