885 resultados para Deep sequencing


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Pós-graduação em Medicina Veterinária - FMVZ

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The aim of this work was to identify markers associated with production traits in the pig genome using different approaches. We focused the attention on Italian Large White pig breed using Genome Wide Association Studies (GWAS) and applying a selective genotyping approach to increase the power of the analyses. Furthermore, we searched the pig genome using Next Generation Sequencing (NSG) Ion Torrent Technology to combine selective genotyping approach and deep sequencing for SNP discovery. Other two studies were carried on with a different approach. Allele frequency changes for SNPs affecting candidate genes and at Genome Wide level were analysed to identify selection signatures driven by selection program during the last 20 years. This approach confirmed that a great number of markers may affect production traits and that they are captured by the classical selection programs. GWAS revealed 123 significant or suggestively significant SNP associated with Back Fat Thickenss and 229 associated with Average Daily Gain. 16 Copy Number Variant Regions resulted more frequent in lean or fat pigs and showed that different copies of those region could have a limited impact on fat. These often appear to be involved in food intake and behavior, beside affecting genes involved in metabolic pathways and their expression. By combining NGS sequencing with selective genotyping approach, new variants where discovered and at least 54 are worth to be analysed in association studies. The study of groups of pigs undergone to stringent selection showed that allele frequency of some loci can drastically change if they are close to traits that are interesting for selection schemes. These approaches could be, in future, integrated in genomic selection plans.

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Small non-protein-coding RNA (ncRNA) molecules have been recognized recently as major contributors to regulatory networks in controlling gene expression in a highly efficient manner. While the list of validated ncRNAs that regulate crucial cellular processes grows steadily, not a single ncRNA has been identified that directly interacts and regulates the ribosome during protein biosynthesis (with the notable exceptions of 7SL RNA and tmRNA). All of the recently discovered regulatory ncRNAs that act on translation (e.g. microRNAs, siRNAs or antisense RNAs) target the mRNA rather than the ribosome. This is unexpected, given the central position the ribosome plays during gene expression. Furthermore it is strongly assumed that the primordial translation system in the ‘RNA world’ most likely received direct regulatory input from ncRNA-like cofactors. The fundamental question that we would like to ask is: Does the ‘RNA world still communicate’ with the ribosome? To address this question, we have analyzed the small ncRNA interactomes of ribosomes of prokaryotic (H. volcanii, S. aureus) and unicellular eukaryotic model organisms. Deep-sequencing and subsequent bioinformatic analyses revealed thousands of putative ribosome-associated ncRNAs. For a subset of these ncRNA candidates we have gathered experimental evidence that they are expressed in a stress-dependent manner and indeed directly target the ribosome. In the archaeon H. volcanii a tRNA-derived fragment was identified to target the small ribosomal subunit upon alkaline stress in vitro and in vivo. As a consequence of ribosome binding, this tRNA-fragment reduces protein synthesis by interfering with the peptidyl transferase activity. Our data reveal the ribosome as a novel target for small regulatory ncRNAs in all domains of life. Ribosome-bound ncRNAs are capable of fine tuning translation and might represent a so far largely unexplored class of regulatory sRNAs.

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Small non-protein-coding RNA (ncRNA) molecules have been recognized recently as major contributors to regulatory networks in controlling gene expression in a highly efficient manner. While the list of validated ncRNAs that regulate crucial cellular processes grows steadily, not a single ncRNA has been identified that directly interacts and regulates the ribosome during protein biosynthesis (with the notable exceptions of 7SL RNA and tmRNA). All of the recently discovered regulatory ncRNAs that act on translation (e.g. microRNAs, siRNAs or antisense RNAs) target the mRNA rather than the ribosome. This is unexpected, given the central position the ribosome plays during gene expression. Furthermore it is strongly assumed that the primordial translation system in the ‘RNA world’ most likely received direct regulatory input from ncRNA-like cofactors. The fundamental question that we would like to ask is: Does the ‘RNA world still communicate’ with the ribosome? To address this question, we have analyzed the small ncRNA interactomes of ribosomes of organisms from all three domains of life. Deep-sequencing and subsequent bioinformatic analyses revealed thousands of putative ribosome-associated ncRNAs.1,2 For a subset of these ncRNA candidates we have gathered experimental evidence that they are expressed in a stress-dependent manner and indeed directly target the ribosome. We show that some of these ribosome-bound small ncRNAs are capable of fine tuning protein synthesis in vitro and in vivo. Our data therefore reveal the ribosome as a novel target for small regulatory ncRNAs in all domains of life and suggest the existence of a so far largely unexplored mechanism of translation regulation.

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FUS/TLS (fused in sarcoma/translocated in liposarcoma) protein, a ubiquitously expressed RNA-binding protein, has been linked to a variety of cellular processes, such as RNA metabolism, microRNA biogenesis and DNA repair. However, the precise role of FUS protein remains unclear. Recently, FUS has been linked to Amyotrophic Lateral Sclerosis (ALS), a neurodegenerative disorder characterized by the dysfunction and death of motor neurons. Based on the observation that some mutations in the FUS gene induce cytoplasmic accumulation of FUS aggregates, we decided to explore a loss-of-function situation (i.e. inhibition of FUS’ nuclear function) to unravel the role of this protein. To this purpose, we have generated a SH-SY5Y human neuroblastoma cell line which expresses a doxycycline induced shRNA targeting FUS and that specifically depletes the protein. In order to characterize this cell line, we have performed a whole transcriptome analysis by RNA deep sequencing. Preliminary results show that FUS depletion affects both expression and alternative splicing levels of several RNAs. When FUS is depleted we observed 330 downregulated and 81 upregulated genes. We also found that 395 splicing isoforms were downregulated, while 426 were upregulated. Currently, we are focusing our attention on the pathways which are mostly affected by FUS depletion. In addition, to further characterize the FUS-depleted cell line we have performed growth proliferation and survival assays. From these experiments emerge that FUS-depleted cells display growth proliferation alteration. In order to explain this observation, we have tested different hypothesis (e.g. apoptosis, senescence or slow-down growth). We observed that FUS-depleted cells growth slower than controls. Currently, we are looking for putative candidate targets causing this phenotype. Finally, since MEFs and B-lymphocytes derived from FUS knockdown mice display major sensitivity to ionizing radiation and chromosomal aberrations [1,2], we are exploring the effects of DNA damage in FUS-depleted cells by monitoring important components of DNA Damage Response (DDR). Taken together, these studies may contribute to our knowledge of the role of FUS in these cellular processes and will allow us to draw a clearer picture of mechanisms of neurodegenerative diseases.

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ALS is the most common adult neurodegenerative disease that specifically affects upper and lower neurons leading to progressive paralysis and death. There is currently no effective treatment. Thus, identification of the signaling pathways and cellular mediators of ALS remains a major challenge in the search for novel therapeutics. Recent studies have shown that noncoding RNA molecules have a significant impact on normal CNS development and on causes and progression of human neurological disorders. To investigate the hypothesis that expression of the mutant SOD1 protein, which is one of the genetic causes of ALS, may alter expression of miRNAs thereby contributing to the pathogenesis of familial ALS, we compared miRNA expression in SH-SY5Y expressing either the wild type or the SOD1 protein using small RNA deep-sequencing followed by RT-PCR validation. This strategy allowed us to find a group of up and down regulated miRNAs, which are predicted to play a role in the motorneurons physiology and pathology. The aim of my work is to understand if these modulators of gene expression may play a causative role in disease onset or progression. To this end I have checked the expression level of these misregulated miRNAs derived from RNA-deep sequencing by qPCR on cDNA derived from ALS mice models at early onset of the disease. Thus, I’m looking for the most up-regulated one even in Periferal Blood Mononuclear Cell (PBMC) of sporadic ALS patients. Furthermore I’m functionally characterizing the most up-regulated miRNAs through the validation of bioinformatic-predicted targets by analyzing endogenous targets levels after microRNA transfection and by UTR-report luciferase assays. Thereafter I’ll analyze the effect of misregulated targets on pathogenesis or progression of ALS by loss of functions or gain of functions experiments, based on the identified up/down-regulation of the specific target by miRNAs. In the end I would define the mechanisms responsible for the miRNAs level misregulation, by silencing or stimulating the signal transduction pathways putatively involved in miRNA regulation.

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FUS/TLS (fused in sarcoma/translocated in liposarcoma) protein, a ubiquitously expressed and highly conserved RNA binding protein, has been linked to a variety of cellular processes from mRNA processing to DNA repair. However, the precise function of FUS is not well understood. Recently, mutations in the FUS gene have been identified in familial and sporadic patients of Amyotrophic Lateral Sclerosis, a fatal neurodegenerative disorder characterized by dysfunction and death of motor neurons. Based on the observation that some mutations in the FUS gene induce cytoplasmic accumulation of FUS aggregates, we decided to explore a loss-of-function situation (i.e. inhibition of FUS’ nuclear function) to unravel the role of this protein. To this purpose, we have generated a SH-SY5Y human neuroblastoma cell line which expresses a doxycycline induced shRNA targeting FUS that efficiently depletes the protein. In order to characterize this cell line, we have characterized the poly(A) fraction by RNA deep sequencing. Preliminary results show that FUS depletion affects both mRNA expression and alternative splicing. Upon FUS depletion 330 genes are downregulated and 81 are upregulated. We also found that 395 splicing isoforms were downregulated, while 426 were upregulated. Currently, we are focusing our attention on the pathways which are mostly affected by FUS depletion. In addition, we are currently characterizing how FUS depletion affects cell proliferation and survival. We find that the lack of FUS impairs cell proliferation but does not induce apoptosis. Finally, since MEFs and B-lymphocytes derived from FUS knockdown mice display major sensitivity to ionizing radiation and chromosomal aberrations [1,2], we are exploring the effects of DNA damage in FUS-depleted cells by monitoring important components of DNA Damage Response (DDR). Taken together, these studies may contribute to our knowledge of the role of FUS in these cellular processes and will allow us to draw a clearer picture of mechanisms of neurodegenerative diseases.

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ALS is a neurodegenerative disease that specifically affects upper and lower motor neurons leading to progressive paralysis and death. There is currently no effective treatment. Thus, identification of the signaling pathways and cellular mediators of ALS remains a major challenge in the search for novel therapeutic approaches. Recent studies have shown that non-coding RNAs have a significant impact on normal CNS development and onset and progression of neurological disorders. Based on this evidence we specifically test the hypothesis that misregulation of miRNA expression is a common feature in familiar ALS. Hence, we are exploiting human neuroblastoma cell lines either expressing the SOD1(G93A) mutation or depleted from Fused in Sarcoma (FUS) as tools to investigate the role of miRNAs in familiar ALS. To this end we performed a genome-wide scale miRNA expression on these cells, using whole-genome small RNA deep-sequencing followed by quantitative real time validation (qPCR). This strategy allowed us to find a group of dysregulated miRNAs, which are predicted to play a role in the motorneurons physiology and pathology. We verified our data on cDNA derived from SOD1-ALS mice models at early stage of the disease and on cDNA derived from lymphocytes from a small group of ALS patients. In the future, we plan to define the mechanisms responsible for the miRNA dysregulation, by silencing or stimulating the signal transduction pathways putatively involved in miRNA expression and regulation.

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Small non-protein-coding RNA (ncRNA) molecules represent major contributors to regulatory networks in controlling gene expression in a highly efficient manner. All of the recently discovered regulatory ncRNAs that act on translation (e.g. microRNAs, siRNAs or antisense RNAs) target the mRNA rather than the ribosome. To address the question, whether small ncRNA regulators exist that are capable of modulating the rate of protein production by directly interacting with the ribosome, we have analyzed the small ncRNA interactomes of ribosomes Deep-sequencing and subsequent bioinformatic analyses revealed thousands of putative ribosome-associated ncRNAs in various model organisms (1,2). For a subset of these ncRNA candidates we have gathered experimental evidence that they associate with ribosomes in a stress-dependent manner and are capable of regulating gene expression by fine-tuning the rate of protein biosynthesis (3,4). Many of the investigated ribosome-bound small ncRNA appear to be processing products from larger functional RNAs, such as tRNAs (2,3) or mRNAs (3). Post-transcriptional cleavage of RNA molecules to generate smaller fragments is a widespread mechanism that enlarges the structural and functional complexity of cellular RNomes. Our data reveal the ribosome as a target for small regulatory ncRNAs and demonstrate the existence of a yet unknown mechanism of translation regulation. Ribosome-associated ncRNAs (rancRNAs) are found in all domains of life and represent a prevalent but so far largely unexplored class of regulatory molecules (5). Future work on the small ncRNA interactomes of ribosomes in a variety of model systems will allow deeper insight into the conservation and functional repertoire of this emerging class of regulatory ncRNA molecules.

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Small non-protein-coding RNA (ncRNA) molecules represent major contributors to regulatory networks in controlling gene expression in a highly efficient manner. Most of the recently discovered regulatory ncRNAs acting on translation target the mRNA rather than the ribosome (e.g.: miRNAs, siRNAs, antisense RNAs). To address the question, whether ncRNA regulators exist that are capable of modulating the rate of protein production by directly interacting with the ribosome, we have analyzed the small ncRNA interactomes of ribosomes. Deep-sequencing analyses revealed thousands of putative rancRNAs in various model organisms (1,2). For a subset of these ncRNA candidates we have gathered experimental evidence that they associate with ribosomes in a stress-dependent manner and fine-tune the rate of protein biosynthesis (3,4). Many of the investigated rancRNAs appear to be processing products of larger functional RNAs, such as tRNAs (2,3), mRNAs (3), or snoRNAs (2). Post-transcriptional cleavage of RNA to generate smaller fragments is a widespread mechanism that enlarges the structural and functional complexity of cellular RNomes. Our data disclose the ribosome as target for small regulatory RNAs. rancRNAs are found in all domains of life and represent a prevalent but so far largely unexplored class of regulatory molecules (5). Ongoing work in our lab revealed first insight into rancRNA processing and mechanism of this emerging class of translation regulators.

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In-depth molecular investigation of familial leukemia has been limited by the rarity of recognized cases. This study examines the genetic events initiating leukemia and details the clinical progression of disease across multiple families harboring germ-line CEBPA mutations. Clinical data were collected from 10 CEBPA-mutated families, representing 24 members with acute myeloid leukemia (AML). Whole-exome (WES) and deep sequencing were performed to genetically profile tumors and define patterns of clonal evolution. Germline CEBPA mutations clustered within the N-terminal and were highly penetrant, with AML presenting at a median age of 24.5 years (range, 1.75-46 years). In all diagnostic tumors tested (n = 18), double CEBPA mutations (CEBPAdm) were detected, with acquired (somatic) mutations preferentially targeting the C-terminal. Somatic CEBPA mutations were unstable throughout the disease course, with different mutations identified at recurrence. Deep sequencing of diagnostic and relapse paired samples confirmed that relapse-associated CEBPA mutations were absent at diagnosis, suggesting recurrence was triggered by novel, independent clones. Integrated WES and deep sequencing subsequently revealed an entirely new complement of mutations at relapse, verifying the presentation of a de novo leukemic episode. The cumulative incidence of relapse in familial AML was 56% at 10 years (n = 11), and 3 patients experienced ≥3 disease episodes over a period of 17 to 20 years. Durable responses to secondary therapies were observed, with prolonged median survival after relapse (8 years) and long-term overall survival (10-year overall survival, 67%). Our data reveal that familial CEBPA-mutated AML exhibits a unique model of disease progression, associated with favorable long-term outcomes.

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Replacement of growth hormone (GH) in patients suffering from GH deficiency (GHD) offers clinical benefits on body composition, exercise capacity, and skeletal integrity. However, GH replacement therapy (GHRT) is also associated with insulin resistance, but the mechanisms are incompletely understood. We demonstrate that in GH-deficient mice (growth hormone-releasing hormone receptor (Ghrhr)(lit/lit)), insulin resistance after GHRT involves the upregulation of the extracellular matrix (ECM) and the downregulation of microRNA miR-29a in skeletal muscle. Based on RNA deep sequencing of skeletal muscle from GH-treated Ghrhr(lit/lit) mice, we identified several upregulated genes as predicted miR-29a targets that are negative regulators of insulin signaling or profibrotic/proinflammatory components of the ECM. Using gain- and loss-of-function studies, five of these genes were confirmed as endogenous targets of miR-29a in human myotubes (PTEN, COL3A1, FSTL1, SERPINH1, SPARC). In addition, in human myotubes, IGF1, but not GH, downregulated miR-29a expression and upregulated COL3A1. These results were confirmed in a group of GH-deficient patients after 4 months of GHRT. Serum IGF1 increased, skeletal muscle miR-29a decreased, and miR-29a targets were upregulated in patients with a reduced insulin response (homeostatic model assessment of insulin resistance (HOMA-IR)) after GHRT. We conclude that miR-29a could contribute to the metabolic response of muscle tissue to GHRT by regulating ECM components and PTEN. miR-29a and its targets might be valuable biomarkers for muscle metabolism following GH replacement. KEY MESSAGES GHRT most significantly affects the ECM cluster in skeletal muscle from mice. GHRT downregulates miR-29a and upregulates miR-29a targets in skeletal muscle from mice. PTEN, COL3A1, FSTL1, SERPINH1, and SPARC are endogenous miR-29a targets in human myotubes. IGF1 decreases miR-29a levels in human myotubes. miR-29a and its targets are regulated during GHRT in skeletal muscle from humans.

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Studies in the fission yeast Schizosaccharomyces pombe (S. pombe) have done much to inform the view of heterochromatin and its control by the RNA interference (RNAi) machinery. Using cDNA synthesised from poly(A)-enriched RNA samples, numerous novel ncRNA loci were discovered, and the 50 and 30 ends of many other genes were refined in previous studies. Although some of these transcripts may encode novel proteins the function of the majority is yet to be determined. The authors have used strand-specific deep sequencing of RNA, irrespective of poly(A) status, to reveal a highly structured antisense programme that modulates gene expression to dictate cell fate decisions during sexual differentiation. They show that an extensive and elaborate array of ncRNA production accompanies sexual differentiation in the fission yeast S. pombe. Experimental manipulation suggests that these transcripts specifically regulate the function of the target genes.

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Hairy cell leukemia (HCL) is marked by near 100% mutational frequency of BRAFV600E mutations. Recurrent cooperating genetic events that may contribute to HCL pathogenesis or affect the clinical course of HCL are currently not described. Therefore, we performed whole exome sequencing to explore the mutational landscape of purine analog refractory HCL. In addition to the disease-defining BRAFV600E mutations, we identified mutations in EZH2, ARID1A, and recurrent inactivating mutations of the cell cycle inhibitor CDKN1B (p27). Targeted deep sequencing of CDKN1B in a larger cohort of HCL patients identify deleterious CDKN1B mutations in 16% of patients with HCL (n = 13 of 81). In 11 of 13 patients the CDKN1B mutation was clonal, implying an early role of CDKN1B mutations in the pathogenesis of HCL. CDKN1B mutations were not found to impact clinical characteristics or outcome in this cohort. These data identify HCL as having the highest frequency of CDKN1B mutations among cancers and identify CDNK1B as the second most common mutated gene in HCL. Moreover, given the known function of CDNK1B, these data suggest a novel role for alterations in regulation of cell cycle and senescence in HCL with CDKN1B mutations.

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Heme is an essential cofactor in numerous proteins, but is also cytotoxic. Thus, directed pathways must exist for regulating heme homeostasis. C. elegans is a powerful genetic animal model for elucidating these pathways because it is a heme auxotroph. Worms acquire dietary heme though HRG-1-related importers, and intestinal export was demonstrated to be mediated by the ABC transporter MRP-5. Loss of mrp-5 results in embryonic lethality. Although heme transporters have been identified, there are significant gaps in our understanding for the heme trafficking beyond HRG-1 and MRP-5. To identify additional components, we conducted a forward genetic screen utilizing the null allele mrp-5(ok2067). Screening of 160,000 haploid genomes yielded thirty-two mrp-5(ok2067) suppressor mutants. Deep-sequencing variant analysis revealed three of the suppressors subunits of adapter protein complex 3 (AP-3). We now seek to identify mechanisms for how adaptor protein deficiencies bypass a defect in MRP-5-mediated heme export.