1
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Todisco M, Ding D, Szostak JW. Transient states during the annealing of mismatched and bulged oligonucleotides. Nucleic Acids Res 2024; 52:2174-2187. [PMID: 38348869 PMCID: PMC10954449 DOI: 10.1093/nar/gkae091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 01/19/2024] [Accepted: 01/29/2024] [Indexed: 03/22/2024] Open
Abstract
Oligonucleotide hybridization is crucial in various biological, prebiotic and nanotechnological processes, including gene regulation, non-enzymatic primer extension and DNA nanodevice assembly. Although extensive research has focused on the thermodynamics and kinetics of nucleic acid hybridization, the behavior of complex mixtures and the outcome of competition for target binding remain less well understood. In this study, we investigate the impact of mismatches and bulges in a 12 bp DNA or RNA duplex on its association (kon) and dissociation (koff) kinetics. We find that such defects have relatively small effects on the association kinetics, while the dissociation kinetics vary in a position-dependent manner by up to 6 orders of magnitude. Building upon this observation, we explored a competition scenario involving multiple oligonucleotides, and observed a transient low specificity of probe hybridization to fully versus partially complementary targets in solution. We characterize these long-lived metastable states and their evolution toward equilibrium, and show that sufficiently long-lived mis-paired duplexes can serve as substrates for prebiotically relevant chemical copying reactions. Our results suggest that transient low accuracy states may spontaneously emerge within all complex nucleic acid systems comprising a large enough number of competing strands, with potential repercussions for gene regulation in the realm of modern biology and the prebiotic preservation of genetic information.
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Affiliation(s)
- Marco Todisco
- Howard Hughes Medical Institute, Department of Chemistry, The University of Chicago, Chicago, IL 60637, USA
| | - Dian Ding
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, MA 02138, USA
- Department of Molecular Biology and Center for Computational and Integrative Biology, Massachusetts General Hospital, 185 Cambridge Street, Boston, MA 02114, USA
| | - Jack W Szostak
- Howard Hughes Medical Institute, Department of Chemistry, The University of Chicago, Chicago, IL 60637, USA
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2
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Backofen R, Gorodkin J, Hofacker IL, Stadler PF. Comparative RNA Genomics. Methods Mol Biol 2024; 2802:347-393. [PMID: 38819565 DOI: 10.1007/978-1-0716-3838-5_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2024]
Abstract
Over the last quarter of a century it has become clear that RNA is much more than just a boring intermediate in protein expression. Ancient RNAs still appear in the core information metabolism and comprise a surprisingly large component in bacterial gene regulation. A common theme with these types of mostly small RNAs is their reliance of conserved secondary structures. Large-scale sequencing projects, on the other hand, have profoundly changed our understanding of eukaryotic genomes. Pervasively transcribed, they give rise to a plethora of large and evolutionarily extremely flexible non-coding RNAs that exert a vastly diverse array of molecule functions. In this chapter we provide a-necessarily incomplete-overview of the current state of comparative analysis of non-coding RNAs, emphasizing computational approaches as a means to gain a global picture of the modern RNA world.
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Affiliation(s)
- Rolf Backofen
- Bioinformatics Group, Department of Computer Science, University of Freiburg, Freiburg, Germany
- Center for Non-coding RNA in Technology and Health, University of Copenhagen, Frederiksberg, Denmark
| | - Jan Gorodkin
- Center for Non-coding RNA in Technology and Health, Department of Veterinary and Animal Sciences, University of Copenhagen, Frederiksberg, Denmark
| | - Ivo L Hofacker
- Institute for Theoretical Chemistry, University of Vienna, Wien, Austria
- Bioinformatics and Computational Biology research group, University of Vienna, Vienna, Austria
- Center for Non-coding RNA in Technology and Health, University of Copenhagen, Frederiksberg, Denmark
| | - Peter F Stadler
- Bioinformatics Group, Department of Computer Science, University of Leipzig, Leipzig, Germany.
- Interdisciplinary Center for Bioinformatics, University of Leipzig, Leipzig, Germany.
- Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany.
- Universidad National de Colombia, Bogotá, Colombia.
- Institute for Theoretical Chemistry, University of Vienna, Wien, Austria.
- Center for Non-coding RNA in Technology and Health, University of Copenhagen, Frederiksberg, Denmark.
- Santa Fe Institute, Santa Fe, NM, USA.
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3
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Han JH, Lee EJ, Park W, Ha KT, Chung HS. Natural compounds as lactate dehydrogenase inhibitors: potential therapeutics for lactate dehydrogenase inhibitors-related diseases. Front Pharmacol 2023; 14:1275000. [PMID: 37915411 PMCID: PMC10616500 DOI: 10.3389/fphar.2023.1275000] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 09/27/2023] [Indexed: 11/03/2023] Open
Abstract
Lactate dehydrogenase (LDH) is a crucial enzyme involved in energy metabolism and present in various cells throughout the body. Its diverse physiological functions encompass glycolysis, and its abnormal activity is associated with numerous diseases. Targeting LDH has emerged as a vital approach in drug discovery, leading to the identification of LDH inhibitors among natural compounds, such as polyphenols, alkaloids, and terpenoids. These compounds demonstrate therapeutic potential against LDH-related diseases, including anti-cancer effects. However, challenges concerning limited bioavailability, poor solubility, and potential toxicity must be addressed. Combining natural compounds with LDH inhibitors has led to promising outcomes in preclinical studies. This review highlights the promise of natural compounds as LDH inhibitors for treating cancer, cardiovascular, and neurodegenerative diseases.
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Affiliation(s)
- Jung Ho Han
- Korean Medicine (KM)-Application Center, Korea Institute of Oriental Medicine (KIOM), Daegu, Republic of Korea
| | - Eun-Ji Lee
- Korean Medicine (KM)-Application Center, Korea Institute of Oriental Medicine (KIOM), Daegu, Republic of Korea
| | - Wonyoung Park
- Korean Convergence Medical Science Major, KIOM Campus, University of Science and Technology (UST), Daegu, Republic of Korea
| | - Ki-Tae Ha
- Korean Convergence Medical Science Major, KIOM Campus, University of Science and Technology (UST), Daegu, Republic of Korea
| | - Hwan-Suck Chung
- Korean Medicine (KM)-Application Center, Korea Institute of Oriental Medicine (KIOM), Daegu, Republic of Korea
- Department of Korean Medical Science, School of Korean Medicine, Pusan National University, Yangsan, Republic of Korea
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4
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Babalola BA, Akinsuyi OS, Folajimi EO, Olujimi F, Otunba AA, Chikere B, Adewumagun IA, Adetobi TE. Exploring the future of SARS-CoV-2 treatment after the first two years of the pandemic: A comparative study of alternative therapeutics. Biomed Pharmacother 2023; 165:115099. [PMID: 37406505 DOI: 10.1016/j.biopha.2023.115099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 06/27/2023] [Accepted: 06/27/2023] [Indexed: 07/07/2023] Open
Abstract
One of the most pressing challenges associated with SARS-CoV-2 treatment is the emergence of new variants that may be more transmissible, cause more severe disease, or be resistant to current treatments and vaccines. The emergence of SARS-CoV-2 has led to a global pandemic, resulting in millions of deaths worldwide. Various strategies have been employed to combat the virus, including neutralizing monoclonal antibodies (mAbs), CRISPR/Cas13, and antisense oligonucleotides (ASOs). While vaccines and small molecules have proven to be an effective means of preventing severe COVID-19 and reducing transmission rates, the emergence of new virus variants poses a challenge to their effectiveness. Monoclonal antibodies have shown promise in treating early-stage COVID-19, but their effectiveness is limited in severe cases and the emergence of new variants may reduce their binding affinity. CRISPR/Cas13 has shown potential in targeting essential viral genes, but its efficiency, specificity, and delivery to the site of infection are major limitations. ASOs have also been shown to be effective in targeting viral RNA, but they face similar challenges to CRISPR/Cas13 in terms of delivery and potential off-target effects. In conclusion, a combination of these strategies may provide a more effective means of combating SARS-CoV-2, and future research should focus on improving their efficiency, specificity, and delivery to the site of infection. It is evident that the continued research and development of these alternative therapies will be essential in the ongoing fight against SARS-CoV-2 and its potential future variants.
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Affiliation(s)
| | | | | | - Folakemi Olujimi
- Department of Biochemistry, Mountain Top University, Prayer-City, Ogun State, Nigeria
| | | | - Bruno Chikere
- Department of Biochemistry, Covenant University, Ogun State, Nigeria
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5
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Waldl M, Spicher T, Lorenz R, Beckmann IK, Hofacker IL, Löhneysen SV, Stadler PF. Local RNA folding revisited. J Bioinform Comput Biol 2023; 21:2350016. [PMID: 37522173 DOI: 10.1142/s0219720023500166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/01/2023]
Abstract
Most of the functional RNA elements located within large transcripts are local. Local folding therefore serves a practically useful approximation to global structure prediction. Due to the sensitivity of RNA secondary structure prediction to the exact definition of sequence ends, accuracy can be increased by averaging local structure predictions over multiple, overlapping sequence windows. These averages can be computed efficiently by dynamic programming. Here we revisit the local folding problem, present a concise mathematical formalization that generalizes previous approaches and show that correct Boltzmann samples can be obtained by local stochastic backtracing in McCaskill's algorithms but not from local folding recursions. Corresponding new features are implemented in the ViennaRNA package to improve the support of local folding. Applications include the computation of maximum expected accuracy structures from RNAplfold data and a mutual information measure to quantify the sensitivity of individual sequence positions.
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Affiliation(s)
- Maria Waldl
- Institute for Theoretical Chemistry, University of Vienna, Währingerstraße 17, 1090 Wien, Austria
| | - Thomas Spicher
- Institute for Theoretical Chemistry, University of Vienna, Währingerstraße 17, 1090 Wien, Austria
| | - Ronny Lorenz
- Institute for Theoretical Chemistry, University of Vienna, Währingerstraße 17, 1090 Wien, Austria
| | - Irene K Beckmann
- Institute for Theoretical Chemistry, University of Vienna, Währingerstraße 17, 1090 Wien, Austria
| | - Ivo L Hofacker
- Institute for Theoretical Chemistry, University of Vienna, Währingerstraße 17, 1090 Wien, Austria
| | - Sarah Von Löhneysen
- Institute of Computer Science and Interdisciplinary Center for Bioinformatics, Leipzig University, Härtelstraße 16-18, D-04107 Leipzig, Germany
| | - Peter F Stadler
- Institute of Computer Science and Interdisciplinary Center for Bioinformatics, Leipzig University, Härtelstraße 16-18, D-04107 Leipzig, Germany
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6
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Hartmann D, Booth MJ. Accessible light-controlled knockdown of cell-free protein synthesis using phosphorothioate-caged antisense oligonucleotides. Commun Chem 2023; 6:59. [PMID: 37005479 PMCID: PMC10067960 DOI: 10.1038/s42004-023-00860-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 03/22/2023] [Indexed: 04/04/2023] Open
Abstract
Controlling cell-free expression of a gene to protein with non-invasive stimuli is vital to the future application of DNA nanodevices and synthetic cells. However, little emphasis has been placed on developing light-controlled 'off' switches for cell-free expression. Light-activated antisense oligonucleotides have been developed to induce gene knockdown in living cells; however, they are complicated to synthesise and have not been tested in cell-free systems. Developing simple, accessible methods to produce light-activated antisense oligonucleotides will be crucial for allowing their application in cell-free biology and biotechnology. Here, we report a mild, one-step method for selectively attaching commercially-available photoremovable protecting groups, photocages, onto phosphorothioate linkages of antisense oligonucleotides. Using this photocaging method, upon illumination, the original phosphorothioate antisense oligonucleotide is reformed. Photocaged antisense oligonucleotides, containing mixed phosphorothioate and phosphate backbones, showed a drastic reduction in duplex formation and RNase H activity, which was recovered upon illumination. We then demonstrated that these photocaged antisense oligonucleotides can be used to knock down cell-free protein synthesis using light. This simple and accessible technology will have future applications in light-controlled biological logic gates and regulating the activity of synthetic cells.
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Affiliation(s)
- Denis Hartmann
- Department of Chemistry, University of Oxford, Mansfield Road, OX1 3TA, Oxford, UK
| | - Michael J Booth
- Department of Chemistry, University of Oxford, Mansfield Road, OX1 3TA, Oxford, UK.
- Department of Chemistry, University College London, 20 Gordon Street, WC1H 0AJ, London, UK.
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7
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Bezzecchi E, Pagani G, Forte B, Percio S, Zaffaroni N, Dolfini D, Gandellini P. MIR205HG/LEADR Long Noncoding RNA Binds to Primed Proximal Regulatory Regions in Prostate Basal Cells Through a Triplex- and Alu-Mediated Mechanism. Front Cell Dev Biol 2022; 10:909097. [PMID: 35784469 PMCID: PMC9247157 DOI: 10.3389/fcell.2022.909097] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 05/31/2022] [Indexed: 01/11/2023] Open
Abstract
Aside serving as host gene for miR-205, MIR205HG transcribes for a chromatin-associated long noncoding RNA (lncRNA) able to restrain the differentiation of prostate basal cells, thus being reannotated as LEADR (Long Epithelial Alu-interacting Differentiation-related RNA). We previously showed the presence of Alu sequences in the promoters of genes modulated upon MIR205HG/LEADR manipulation. Notably, an Alu element also spans the first and second exons of MIR205HG/LEADR, suggesting its possible involvement in target selection/binding. Here, we performed ChIRP-seq to map MIR205HG/LEADR chromatin occupancy at genome-wide level in prostate basal cells. Our results confirmed preferential binding to regions proximal to gene transcription start site (TSS). Moreover, enrichment of triplex-forming sequences was found upstream of MIR205HG/LEADR-bound genes, peaking at −1,500/−500 bp from TSS. Triplexes formed with one or two putative DNA binding sites within MIR205HG/LEADR sequence, located just upstream of the Alu element. Notably, triplex-forming regions of bound genes were themselves enriched in Alu elements. These data suggest, from one side, that triplex formation may be the prevalent mechanism by which MIR205HG/LEADR selects and physically interacts with target DNA, from the other that direct or protein-mediated Alu (RNA)/Alu (DNA) interaction may represent a further functional requirement. We also found that triplex-forming regions were enriched in specific histone modifications, including H3K4me1 in the absence of H3K27ac, H3K4me3 and H3K27me3, indicating that in prostate basal cells MIR205HG/LEADR may preferentially bind to primed proximal regulatory elements. This may underscore the need for basal cells to keep MIR205HG/LEADR target genes repressed but, at the same time, responsive to differentiation cues.
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Affiliation(s)
- Eugenia Bezzecchi
- Department of Biosciences, University of Milan, Milan, Italy
- Center for Omics Sciences, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Giulia Pagani
- Department of Biosciences, University of Milan, Milan, Italy
| | - Barbara Forte
- Molecular Pharmacology Unit, Fondazione IRCSS Istituto Nazionale dei Tumori, Milan, Italy
| | - Stefano Percio
- Molecular Pharmacology Unit, Fondazione IRCSS Istituto Nazionale dei Tumori, Milan, Italy
| | - Nadia Zaffaroni
- Molecular Pharmacology Unit, Fondazione IRCSS Istituto Nazionale dei Tumori, Milan, Italy
| | - Diletta Dolfini
- Department of Biosciences, University of Milan, Milan, Italy
| | - Paolo Gandellini
- Department of Biosciences, University of Milan, Milan, Italy
- *Correspondence: Paolo Gandellini,
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8
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Quemener AM, Centomo ML, Sax SL, Panella R. Small Drugs, Huge Impact: The Extraordinary Impact of Antisense Oligonucleotides in Research and Drug Development. Molecules 2022; 27:536. [PMID: 35056851 PMCID: PMC8781596 DOI: 10.3390/molecules27020536] [Citation(s) in RCA: 33] [Impact Index Per Article: 16.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Revised: 12/15/2021] [Accepted: 12/18/2021] [Indexed: 01/27/2023] Open
Abstract
Antisense oligonucleotides (ASOs) are an increasingly represented class of drugs. These small sequences of nucleotides are designed to precisely target other oligonucleotides, usually RNA species, and are modified to protect them from degradation by nucleases. Their specificity is due to their sequence, so it is possible to target any RNA sequence that is already known. These molecules are very versatile and adaptable given that their sequence and chemistry can be custom manufactured. Based on the chemistry being used, their activity may significantly change and their effects on cell function and phenotypes can differ dramatically. While some will cause the target RNA to decay, others will only bind to the target and act as a steric blocker. Their incredible versatility is the key to manipulating several aspects of nucleic acid function as well as their process, and alter the transcriptome profile of a specific cell type or tissue. For example, they can be used to modify splicing or mask specific sites on a target. The entire design rather than just the sequence is essential to ensuring the specificity of the ASO to its target. Thus, it is vitally important to ensure that the complete process of drug design and testing is taken into account. ASOs' adaptability is a considerable advantage, and over the past decades has allowed multiple new drugs to be approved. This, in turn, has had a significant and positive impact on patient lives. Given current challenges presented by the COVID-19 pandemic, it is necessary to find new therapeutic strategies that would complement the vaccination efforts being used across the globe. ASOs may be a very powerful tool that can be used to target the virus RNA and provide a therapeutic paradigm. The proof of the efficacy of ASOs as an anti-viral agent is long-standing, yet no molecule currently has FDA approval. The emergence and widespread use of RNA vaccines during this health crisis might provide an ideal opportunity to develop the first anti-viral ASOs on the market. In this review, we describe the story of ASOs, the different characteristics of their chemistry, and how their characteristics translate into research and as a clinical tool.
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Affiliation(s)
- Anais M. Quemener
- University Rennes, CNRS, IGDR (Institute of Genetics and Development of Rennes)-UMR 6290, F-35000 Rennes, France;
| | - Maria Laura Centomo
- Department of Oncology, University of Turin, 10124 Turin, Italy;
- Center for Genomic Medicine, Desert Research Institute, Reno, NV 89512, USA;
| | - Scott L. Sax
- Center for Genomic Medicine, Desert Research Institute, Reno, NV 89512, USA;
| | - Riccardo Panella
- Center for Genomic Medicine, Desert Research Institute, Reno, NV 89512, USA;
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9
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Rahman A, Gupta SD, Rahman MA, Tamanna S. An in-silico approach to design potential siRNAs against the ORF57 of Kaposi's sarcoma-associated herpesvirus. Genomics Inform 2021; 19:e47. [PMID: 35012290 PMCID: PMC8752988 DOI: 10.5808/gi.21057] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 11/25/2021] [Accepted: 12/09/2021] [Indexed: 12/21/2022] Open
Abstract
Kaposi's sarcoma-associated herpesvirus (KSHV) is one of the few human oncogenic viruses, which causes a variety of malignancies, including Kaposi's sarcoma, multicentric Castleman disease, and primary effusion lymphoma, particularly in human immunodeficiency virus patients. The currently available treatment options cannot always prevent the invasion and dissemination of this virus. In recent times, siRNA-based therapeutics are gaining prominence over conventional medications as siRNA can be designed to target almost any gene of interest. The ORF57 is a crucial regulatory protein for lytic gene expression of KSHV. Disruption of this gene translation will inevitably inhibit the replication of the virus in the host cell. Therefore, the ORF57 of KSHV could be a potential target for designing siRNA-based therapeutics. Considering both sequence preferences and target site accessibility, several online tools (i-SCORE Designer, Sfold web server) had been utilized to predict the siRNA guide strand against the ORF57. Subsequently, off-target filtration (BLAST), conservancy test (fuzznuc), and thermodynamics analysis (RNAcofold, RNAalifold, and RNA Structure web server) were also performed to select the most suitable siRNA sequences. Finally, two siRNAs were identified that passed all of the filtration phases and fulfilled the thermodynamic criteria. We hope that the siRNAs predicted in this study would be helpful for the development of new effective therapeutics against KSHV.
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Affiliation(s)
- Anisur Rahman
- Department of Biotechnology and Genetic Engineering, Faculty of Science, Noakhali Science and Technology University, Noakhali 3814, Bangladesh
| | - Shipan Das Gupta
- Department of Biotechnology and Genetic Engineering, Faculty of Science, Noakhali Science and Technology University, Noakhali 3814, Bangladesh
| | - Md. Anisur Rahman
- Department of Biotechnology and Genetic Engineering, Faculty of Science, Noakhali Science and Technology University, Noakhali 3814, Bangladesh
| | - Saheda Tamanna
- Department of Biotechnology and Genetic Engineering, Faculty of Science, Noakhali Science and Technology University, Noakhali 3814, Bangladesh
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10
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Queiroz AL, Lessard SJ, Ouchida AT, Araujo HN, Gonçalves DA, Simões Fróes Guimarães DSP, Teodoro BG, So K, Espreafico EM, Hirshman MF, Alberici LC, Kettelhut IDC, Goodyear LJ, Silveira LR. The MicroRNA miR-696 is regulated by SNARK and reduces mitochondrial activity in mouse skeletal muscle through Pgc1α inhibition. Mol Metab 2021; 51:101226. [PMID: 33812060 PMCID: PMC8121711 DOI: 10.1016/j.molmet.2021.101226] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Revised: 03/16/2021] [Accepted: 03/25/2021] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVE MicroRNAs (miRNA) are known to regulate the expression of genes involved in several physiological processes including metabolism, mitochondrial biogenesis, proliferation, differentiation, and cell death. METHODS Using "in silico" analyses, we identified 219 unique miRNAs that potentially bind to the 3'UTR region of a critical mitochondrial regulator, the peroxisome proliferator-activated receptor gamma coactivator (PGC) 1 alpha (Pgc1α). Of the 219 candidate miRNAs, miR-696 had one of the highest interactions at the 3'UTR of Pgc1α, suggesting that miR-696 may be involved in the regulation of Pgc1α. RESULTS Consistent with this hypothesis, we found that miR-696 was highly expressed in the skeletal muscle of STZ-induced diabetic mice and chronic high-fat-fed mice. C2C12 muscle cells exposed to palmitic acid also exhibited a higher expression of miR-696. This increased expression corresponded with a reduced expression of oxidative metabolism genes and reduced mitochondrial respiration. Importantly, reducing miR-696 reversed decreases in mitochondrial activity in response to palmitic acid. Using C2C12 cells treated with the AMP-activated protein kinase (AMPK) activator AICAR and skeletal muscle from AMPKα2 dominant-negative (DN) mice, we found that the signaling mechanism regulating miR-696 did not involve AMPK. In contrast, overexpression of SNF1-AMPK-related kinase (SNARK) in C2C12 cells increased miR-696 transcription while knockdown of SNARK significantly decreased miR-696. Moreover, muscle-specific transgenic mice overexpressing SNARK exhibited a lower expression of Pgc1α, elevated levels of miR-696, and reduced amounts of spontaneous activity. CONCLUSIONS Our findings demonstrate that metabolic stress increases miR-696 expression in skeletal muscle cells, which in turn inhibits Pgc1α, reducing mitochondrial function. SNARK plays a role in this process as a metabolic stress signaling molecule inducing the expression of miR-696.
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Affiliation(s)
- André L Queiroz
- Department of Biochemistry and Immunology, Ribeirão Preto Medical School, USP, Ribeirão Preto, Brazil; Research Division, Joslin Diabetes Center, and Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Sarah J Lessard
- Research Division, Joslin Diabetes Center, and Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Amanda T Ouchida
- Department of Biochemistry and Immunology, Ribeirão Preto Medical School, USP, Ribeirão Preto, Brazil
| | - Hygor N Araujo
- Obesity and Comorbidities Research Center, OCRC, IB, UNICAMP, Campinas, Brazil
| | - Dawit A Gonçalves
- Department of Biochemistry and Immunology, Ribeirão Preto Medical School, USP, Ribeirão Preto, Brazil
| | | | - Bruno G Teodoro
- Department of Biochemistry and Immunology, Ribeirão Preto Medical School, USP, Ribeirão Preto, Brazil; Department of Physics and Chemistry, Faculty of Pharmaceutical Science, USP, Ribeirão Preto, Brazil
| | - Kawai So
- Research Division, Joslin Diabetes Center, and Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Enilza M Espreafico
- Department of Cell Biology, Ribeirão Preto Medical School, USP, Ribeirão Preto, Brazil
| | - Michael F Hirshman
- Research Division, Joslin Diabetes Center, and Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Luciane C Alberici
- Department of Physics and Chemistry, Faculty of Pharmaceutical Science, USP, Ribeirão Preto, Brazil
| | - Isis do Carmo Kettelhut
- Department of Biochemistry and Immunology, Ribeirão Preto Medical School, USP, Ribeirão Preto, Brazil
| | - Laurie J Goodyear
- Research Division, Joslin Diabetes Center, and Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
| | - Leonardo R Silveira
- Obesity and Comorbidities Research Center, OCRC, IB, UNICAMP, Campinas, Brazil.
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11
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Duarte SOD, Martins MC, Andrade SM, Prazeres DMF, Monteiro GA. Plasmid Copy Number of pTRKH3 in Lactococcus lactis is Increased by Modification of the repDE Ribosome-Binding Site. Biotechnol J 2019; 14:e1800587. [PMID: 31009171 DOI: 10.1002/biot.201800587] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Revised: 04/02/2019] [Indexed: 01/08/2023]
Abstract
Plasmids for DNA vaccination are exclusively produced in the Gram-negative Escherichia coli. One important drawback of this system is the presence of lipopolysaccharides. The generally recognized as safe Lactococcus lactis (L. lactis) would constitute a safer alternative for plasmid production. A key requirement for the establishment of a cost-effective L. lactis-based plasmid manufacturing is the availability of high-copy number plasmids. Unfortunately, the highest copy number reported in Gram-positive bacteria for the pAMβ1 replicon is around 100 copies. The purpose of this work is to engineer the repDE ribosome-binding site (RBS) of the pTRKH3 plasmid by site-directed mutagenesis in order to increase the plasmid copy number in L. lactis LMG19460 cells. The pTRKH3-b mutant is the most promising candidate, achieving 215 copies of plasmid per chromosome, a 3.5-fold increase when compared to the nonmodified pTRKH3, probably due to a stronger RBS sequence, a messenger RNA secondary structure that promotes the RepDE expression, an ideal intermediate amount of transcriptional repressors and the presence of a duplicated region that added an additional RBS sequence and one new in-frame start codon. pTRKH3-b is a promising high-copy number shuttle plasmid that will contribute to turn lactic acid bacteria into a safer and economically viable alternative as DNA vaccines producers.
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Affiliation(s)
- Sofia O D Duarte
- iBB-Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisboa, Portugal
| | - Maria C Martins
- iBB-Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisboa, Portugal
| | - Sílvia M Andrade
- iBB-Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisboa, Portugal
| | - Duarte M F Prazeres
- iBB-Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisboa, Portugal.,Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisboa, Portugal
| | - Gabriel A Monteiro
- iBB-Institute for Bioengineering and Biosciences, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisboa, Portugal.,Department of Bioengineering, Instituto Superior Técnico, Universidade de Lisboa, 1049-001, Lisboa, Portugal
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12
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Abstract
Over the last two decades it has become clear that RNA is much more than just a boring intermediate in protein expression. Ancient RNAs still appear in the core information metabolism and comprise a surprisingly large component in bacterial gene regulation. A common theme with these types of mostly small RNAs is their reliance of conserved secondary structures. Large scale sequencing projects, on the other hand, have profoundly changed our understanding of eukaryotic genomes. Pervasively transcribed, they give rise to a plethora of large and evolutionarily extremely flexible noncoding RNAs that exert a vastly diverse array of molecule functions. In this chapter we provide a-necessarily incomplete-overview of the current state of comparative analysis of noncoding RNAs, emphasizing computational approaches as a means to gain a global picture of the modern RNA world.
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Affiliation(s)
- Rolf Backofen
- Bioinformatics Group, Department of Computer Science, University of Freiburg, Georges-Köhler-Allee 106, D-79110 Freiburg, Germany.,Center for non-coding RNA in Technology and Health, Department of Veterinary and Animal Sciences, University of Copenhagen, Grønnegårdsvej 3, DK-1870 Frederiksberg C, Denmark
| | - Jan Gorodkin
- Center for non-coding RNA in Technology and Health, Department of Veterinary and Animal Sciences, University of Copenhagen, Grønnegårdsvej 3, DK-1870 Frederiksberg C, Denmark
| | - Ivo L Hofacker
- Center for non-coding RNA in Technology and Health, Department of Veterinary and Animal Sciences, University of Copenhagen, Grønnegårdsvej 3, DK-1870 Frederiksberg C, Denmark.,Institute for Theoretical Chemistry, University of Vienna, Währingerstraße 17, A-1090 Wien, Austria.,Bioinformatics and Computational Biology Research Group, University of Vienna, Währingerstraße 17, A-1090 Vienna, Austria
| | - Peter F Stadler
- Center for non-coding RNA in Technology and Health, Department of Veterinary and Animal Sciences, University of Copenhagen, Grønnegårdsvej 3, DK-1870 Frederiksberg C, Denmark. .,Institute for Theoretical Chemistry, University of Vienna, Währingerstraße 17, A-1090 Wien, Austria. .,Bioinformatics Group, Department of Computer Science, Interdisciplinary Center for Bioinformatics, University of Leipzig, Härtelstraße 16-18, D-04107 Leipzig, Germany. .,Max Planck Institute for Mathematics in the Sciences, Inselstraße 22, D-04103 Leipzig, Germany. .,Fraunhofer Institute for Cell Therapy and Immunology, Perlickstraße 1, D-04103 Leipzig, Germany. .,Santa Fe Institute, 1399 Hyde Park Rd, Santa Fe, NM 87501, USA.
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13
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Vazquez-Anderson J, Mihailovic MK, Baldridge KC, Reyes KG, Haning K, Cho SH, Amador P, Powell WB, Contreras LM. Optimization of a novel biophysical model using large scale in vivo antisense hybridization data displays improved prediction capabilities of structurally accessible RNA regions. Nucleic Acids Res 2017; 45:5523-5538. [PMID: 28334800 PMCID: PMC5435917 DOI: 10.1093/nar/gkx115] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2015] [Accepted: 02/14/2017] [Indexed: 11/17/2022] Open
Abstract
Current approaches to design efficient antisense RNAs (asRNAs) rely primarily on a thermodynamic understanding of RNA–RNA interactions. However, these approaches depend on structure predictions and have limited accuracy, arguably due to overlooking important cellular environment factors. In this work, we develop a biophysical model to describe asRNA–RNA hybridization that incorporates in vivo factors using large-scale experimental hybridization data for three model RNAs: a group I intron, CsrB and a tRNA. A unique element of our model is the estimation of the availability of the target region to interact with a given asRNA using a differential entropic consideration of suboptimal structures. We showcase the utility of this model by evaluating its prediction capabilities in four additional RNAs: a group II intron, Spinach II, 2-MS2 binding domain and glgC 5΄ UTR. Additionally, we demonstrate the applicability of this approach to other bacterial species by predicting sRNA–mRNA binding regions in two newly discovered, though uncharacterized, regulatory RNAs.
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Affiliation(s)
- Jorge Vazquez-Anderson
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E. Dean Keeton St., Stop C0400, Austin, TX 78712, USA
| | - Mia K Mihailovic
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E. Dean Keeton St., Stop C0400, Austin, TX 78712, USA
| | - Kevin C Baldridge
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E. Dean Keeton St., Stop C0400, Austin, TX 78712, USA
| | - Kristofer G Reyes
- Department of Operations Research and Financial Engineering, Princeton University, Sherrerd Hall, Charlton St., Princeton, NJ 08544, USA
| | - Katie Haning
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E. Dean Keeton St., Stop C0400, Austin, TX 78712, USA
| | - Seung Hee Cho
- Institute for Cellular & Molecular Biology, The University of Texas at Austin, 2500 Speedway, Stop A4800, Austin, TX 78712, USA
| | - Paul Amador
- Institute for Cellular & Molecular Biology, The University of Texas at Austin, 2500 Speedway, Stop A4800, Austin, TX 78712, USA
| | - Warren B Powell
- Department of Operations Research and Financial Engineering, Princeton University, Sherrerd Hall, Charlton St., Princeton, NJ 08544, USA
| | - Lydia M Contreras
- McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E. Dean Keeton St., Stop C0400, Austin, TX 78712, USA
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14
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Ferry QRV, Lyutova R, Fulga TA. Rational design of inducible CRISPR guide RNAs for de novo assembly of transcriptional programs. Nat Commun 2017; 8:14633. [PMID: 28256578 PMCID: PMC5339017 DOI: 10.1038/ncomms14633] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2016] [Accepted: 01/18/2017] [Indexed: 02/06/2023] Open
Abstract
CRISPR-based transcription regulators (CRISPR-TRs) have transformed the current synthetic biology landscape by allowing specific activation or repression of any target gene. Here we report a modular and versatile framework enabling rapid implementation of inducible CRISPR-TRs in mammalian cells. This strategy relies on the design of a spacer-blocking hairpin (SBH) structure at the 5' end of the single guide RNA (sgRNA), which abrogates the function of CRISPR-transcriptional activators. By replacing the SBH loop with ligand-controlled RNA-cleaving units, we demonstrate conditional activation of quiescent sgRNAs programmed to respond to genetically encoded or externally delivered triggers. We use this system to couple multiple synthetic and endogenous target genes with specific inducers, and assemble gene regulatory modules demonstrating parallel and orthogonal transcriptional programs. We anticipate that this 'plug and play' approach will be a valuable addition to the synthetic biology toolkit, facilitating the understanding of natural gene circuits and the design of cell-based therapeutic strategies.
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Affiliation(s)
- Quentin R. V. Ferry
- Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Radostina Lyutova
- Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 9DS, UK
| | - Tudor A. Fulga
- Weatherall Institute of Molecular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford OX3 9DS, UK
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15
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George TP, Thomas T. Novel Approach to Analyzing MFE of Noncoding RNA Sequences. GENOMICS INSIGHTS 2016; 9:41-49. [PMID: 27695341 PMCID: PMC5029481 DOI: 10.4137/gei.s39995] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2016] [Revised: 08/01/2016] [Accepted: 08/04/2016] [Indexed: 12/30/2022]
Abstract
Genomic studies have become noncoding RNA (ncRNA) centric after the study of different genomes provided enormous information on ncRNA over the past decades. The function of ncRNA is decided by its secondary structure, and across organisms, the secondary structure is more conserved than the sequence itself. In this study, the optimal secondary structure or the minimum free energy (MFE) structure of ncRNA was found based on the thermodynamic nearest neighbor model. MFE of over 2600 ncRNA sequences was analyzed in view of its signal properties. Mathematical models linking MFE to the signal properties were found for each of the four classes of ncRNA analyzed. MFE values computed with the proposed models were in concordance with those obtained with the standard web servers. A total of 95% of the sequences analyzed had deviation of MFE values within ±15% relative to those obtained from standard web servers.
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Affiliation(s)
- Tina P George
- Research Scholar, Department of Electronics, Cochin University of Science and Technology (CUSAT), Kochi, Kerala, India
| | - Tessamma Thomas
- Professor, Department of Electronics, Cochin University of Science and Technology (CUSAT), Kochi, Kerala, India
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16
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Zhao Y, Li L, Ma D, Luo J, Ma Z, Wang X, Pan Y, Chen J, Xi J, Yang J, Qiu L, Bai C, Jiang L, Shan X, Sun Q. Molecular Characterization and Viral Origin of the 2015 Dengue Outbreak in Xishuangbanna, Yunnan, China. Sci Rep 2016; 6:34444. [PMID: 27681163 PMCID: PMC5041078 DOI: 10.1038/srep34444] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2016] [Accepted: 09/13/2016] [Indexed: 11/17/2022] Open
Abstract
A total of 1067 serum samples were collected from febrile patients in Xishuangbanna, Yunnan, 2015. Of these, 852 cases were confirmed to be dengue NS1-positive. 76 structural protein genes were sequenced through RT-PCR based on the viral RNAs extracted from serum samples. Phylogenetic analysis revealed that all strains were classified as cosmopolitan genotype of DENV-2. After comparing with the DENV-2SS, 173 base substitutions were found in 76 sequences, resulting in 43 nonsynonymous mutations, of which 22 mutations existed among all samples. According to secondary structure prediction, 8 new possible nucelotide/protein binding sites were found and another 4 sites were lost among the 775 amino acids of DENV structural proteins as compared with DENV-2SS. Meanwhile, 6 distinct amino acid changes were found in the helix and strand regions, and the distribution of the exposed and buried regions was slightly altered. The results indicated that the epidemic dengue strains of Xishuangbanna in 2015 are most similar to the Indian strain in 2001 and the Sri Lankan strain in 2004. Moreover, it also show a very strong similarity to the epidemic strains of Fujian province in 1999 and 2010, which show that there is an internal recycling epidemic trend of DENV in China.
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Affiliation(s)
- Yujiao Zhao
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
| | - Lihua Li
- Xishuangbanna Dai Autonomous Prefecture People's Hospital, Jinghong 666100, PR China
| | - Dehong Ma
- Xishuangbanna Dai Autonomous Prefecture People's Hospital, Jinghong 666100, PR China
| | - Jia Luo
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
- Kunming Medical University, Kunming 650500, PR China
| | - Zhiqiang Ma
- Xishuangbanna Dai Autonomous Prefecture People's Hospital, Jinghong 666100, PR China
| | - Xiaodan Wang
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
| | - Yue Pan
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
| | - Junying Chen
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
| | - Juemin Xi
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
| | - Jiajia Yang
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
| | - Lijuan Qiu
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
| | - Chunhai Bai
- Xishuangbanna Dai Autonomous Prefecture People's Hospital, Jinghong 666100, PR China
| | - Liming Jiang
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
| | - Xiyun Shan
- Xishuangbanna Dai Autonomous Prefecture People's Hospital, Jinghong 666100, PR China
| | - Qiangming Sun
- Institute of Medical Biology, Chinese Academy of Medical Sciences, and Peking Union Medical College, Kunming 650118, PR China
- Yunnan Key Laboratory of Vaccine Research &Development on Severe Infectious Diseases, Kunming 650118, PR China
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17
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Nariman-Saleh-Fam Z, Bastami M, Somi MH, Samadi N, Abbaszadegan MR, Behjati F, Ghaedi H, Tavakkoly-Bazzaz J, Masotti A. In silico dissection of miRNA targetome polymorphisms and their role in regulating miRNA-mediated gene expression in esophageal cancer. Cell Biochem Biophys 2016; 74:483-497. [PMID: 27518186 DOI: 10.1007/s12013-016-0754-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2015] [Accepted: 07/09/2016] [Indexed: 12/14/2022]
Abstract
Esophageal cancer is the eighth most common cancer worldwide. Also middle-aged obese adults with higher body mass index during childhood have a greater risk to develop esophageal cancer. The contribution of microRNAs to esophageal cancer has been extensively studied and it became clear that these noncoding RNAs may play crucial roles in pathogenesis, diagnosis and prognosis of the disease. Increasing evidences have suggested that polymorphisms perturbing microRNA targetome (i.e., the compendium of all microRNA target sites) are associated with cancers including esophageal cancer. However, the extent to which such variants contribute to esophageal cancer is still unclear. In this study, we applied an in silico approach to systematically identify polymorphisms perturbing microRNA targetome in esophageal cancer and performed various analyses to predict the functional consequences of the occurrence of these variants. The computational results were integrated to provide a prioritized list of the most potentially disrupting esophageal cancer-implicated microRNA targetome polymorphisms along with the in silico insight into the mechanisms with which such variations may modulate microRNA-mediated regulation. The results of this study will be valuable for future functional experiments aimed at dissecting the roles of microRNA targetome polymorphisms in the onset and progression of esophageal cancer.
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Affiliation(s)
- Ziba Nariman-Saleh-Fam
- Medical Genetics Department, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Milad Bastami
- Department of Medical Genetics, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Mohammad Hossein Somi
- Liver and Gastrointestinal Disease Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Naser Samadi
- Faculty of Advanced Biomedical Sciences, Tabriz University of Medical Sciences, Tabriz, Iran.,Department of Biochemistry and Medical Laboratories, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Mohammad Reza Abbaszadegan
- Division of Human Genetics, Immunology Research Center, Avicenna Research Institute, Mashhad University of Medical Sciences, Mashhad, 9196773117, Iran
| | - Farkhondeh Behjati
- Genetics Research Center, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
| | - Hamid Ghaedi
- Medical Genetics Department, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Javad Tavakkoly-Bazzaz
- Medical Genetics Department, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran.
| | - Andrea Masotti
- Bambino Gesù Children's Hospital-IRCCS, Gene Expression - Microarrays Laboratory, Viale di San Paolo 15, Rome, 00146, Italy.
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18
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Seenprachawong K, Nuchnoi P, Nantasenamat C, Prachayasittikul V, Supokawej A. Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblasts. PeerJ 2016; 4:e1976. [PMID: 27168985 PMCID: PMC4860310 DOI: 10.7717/peerj.1976] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Accepted: 04/05/2016] [Indexed: 12/20/2022] Open
Abstract
MicroRNAs (miRNAs) are small endogenous noncoding RNAs that play an instrumental role in post-transcriptional modulation of gene expression. Genes related to osteogenesis (i.e., RUNX2, COL1A1 and OSX) is important in controlling the differentiation of mesenchymal stem cells (MSCs) to bone tissues. The regulated expression level of miRNAs is critically important for the differentiation of MSCs to preosteoblasts. The understanding of miRNA regulation in osteogenesis could be applied for future applications in bone defects. Therefore, this study aims to shed light on the mechanistic pathway underlying osteogenesis by predicting miRNAs that may modulate this pathway. This study investigates RUNX2, which is a major transcription factor for osteogenesis that drives MSCs into preosteoblasts. Three different prediction tools were employed for identifying miRNAs related to osteogenesis using the 3’UTR of RUNX2 as the target gene. Of the 1,023 miRNAs, 70 miRNAs were found by at least two of the tools. Candidate miRNAs were then selected based on their free energy values, followed by assessing the probability of target accessibility. The results showed that miRNAs 23b, 23a, 30b, 143, 203, 217, and 221 could regulate the RUNX2 gene during the differentiation of MSCs to preosteoblasts.
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Affiliation(s)
- Kanokwan Seenprachawong
- Department of Clinical Microscopy, Faculty of Medical Technology, Mahidol University , Bangkok , Thailand
| | - Pornlada Nuchnoi
- Center for Research and Innovation, Faculty of Medical Technology, Mahidol University , Bangkok , Thailand
| | - Chanin Nantasenamat
- Center of Data Mining and Biomedical Informatics, Faculty of Medical Technology, Mahidol University , Bangkok , Thailand
| | - Virapong Prachayasittikul
- Department of Clinical Microbiology and Applied Technology, Faculty of Medical Technology, Mahidol University , Bangkok , Thailand
| | - Aungkura Supokawej
- Department of Clinical Microscopy, Faculty of Medical Technology, Mahidol University , Bangkok , Thailand
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19
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Lorenz R, Wolfinger MT, Tanzer A, Hofacker IL. Predicting RNA secondary structures from sequence and probing data. Methods 2016; 103:86-98. [PMID: 27064083 DOI: 10.1016/j.ymeth.2016.04.004] [Citation(s) in RCA: 66] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2015] [Revised: 03/29/2016] [Accepted: 04/04/2016] [Indexed: 01/08/2023] Open
Abstract
RNA secondary structures have proven essential for understanding the regulatory functions performed by RNA such as microRNAs, bacterial small RNAs, or riboswitches. This success is in part due to the availability of efficient computational methods for predicting RNA secondary structures. Recent advances focus on dealing with the inherent uncertainty of prediction by considering the ensemble of possible structures rather than the single most stable one. Moreover, the advent of high-throughput structural probing has spurred the development of computational methods that incorporate such experimental data as auxiliary information.
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Affiliation(s)
- Ronny Lorenz
- University of Vienna, Faculty of Chemistry, Department of Theoretical Chemistry, Währingerstrasse 17, 1090 Vienna, Austria.
| | - Michael T Wolfinger
- University of Vienna, Faculty of Chemistry, Department of Theoretical Chemistry, Währingerstrasse 17, 1090 Vienna, Austria; Medical University of Vienna, Center for Anatomy and Cell Biology, Währingerstraße 13, 1090 Vienna, Austria.
| | - Andrea Tanzer
- University of Vienna, Faculty of Chemistry, Department of Theoretical Chemistry, Währingerstrasse 17, 1090 Vienna, Austria.
| | - Ivo L Hofacker
- University of Vienna, Faculty of Chemistry, Department of Theoretical Chemistry, Währingerstrasse 17, 1090 Vienna, Austria; University of Vienna, Faculty of Computer Science, Research Group Bioinformatics and Computational Biology, Währingerstr. 29, 1090 Vienna, Austria.
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20
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Yan K, Arfat Y, Li D, Zhao F, Chen Z, Yin C, Sun Y, Hu L, Yang T, Qian A. Structure Prediction: New Insights into Decrypting Long Noncoding RNAs. Int J Mol Sci 2016; 17:ijms17010132. [PMID: 26805815 PMCID: PMC4730372 DOI: 10.3390/ijms17010132] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2015] [Revised: 12/18/2015] [Accepted: 01/12/2016] [Indexed: 12/31/2022] Open
Abstract
Long noncoding RNAs (lncRNAs), which form a diverse class of RNAs, remain the least understood type of noncoding RNAs in terms of their nature and identification. Emerging evidence has revealed that a small number of newly discovered lncRNAs perform important and complex biological functions such as dosage compensation, chromatin regulation, genomic imprinting, and nuclear organization. However, understanding the wide range of functions of lncRNAs related to various processes of cellular networks remains a great experimental challenge. Structural versatility is critical for RNAs to perform various functions and provides new insights into probing the functions of lncRNAs. In recent years, the computational method of RNA structure prediction has been developed to analyze the structure of lncRNAs. This novel methodology has provided basic but indispensable information for the rapid, large-scale and in-depth research of lncRNAs. This review focuses on mainstream RNA structure prediction methods at the secondary and tertiary levels to offer an additional approach to investigating the functions of lncRNAs.
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Affiliation(s)
- Kun Yan
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
| | - Yasir Arfat
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
| | - Dijie Li
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
| | - Fan Zhao
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
| | - Zhihao Chen
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
| | - Chong Yin
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
| | - Yulong Sun
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
| | - Lifang Hu
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
| | - Tuanmin Yang
- Department of Bone Disease Oncology, Hong-Hui Hospital, Xi'an Jiaotong University College of Medicine, South Door slightly Friendship Road 555, Xi'an 710054, China.
| | - Airong Qian
- Key Laboratory for Space Bioscience & Biotechnology, Institute of Special Environmental Biophysics, School of Life Sciences, Northwestern Polytechnical University, 127 Youyi Xilu, Xi'an 710072, China.
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21
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Wang J, Rennie W, Liu C, Carmack CS, Prévost K, Caron MP, Massé E, Ding Y, Wade JT. Identification of bacterial sRNA regulatory targets using ribosome profiling. Nucleic Acids Res 2015; 43:10308-20. [PMID: 26546513 PMCID: PMC4666370 DOI: 10.1093/nar/gkv1158] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2014] [Accepted: 10/19/2015] [Indexed: 12/30/2022] Open
Abstract
Bacteria express large numbers of non-coding, regulatory RNAs known as ‘small RNAs’ (sRNAs). sRNAs typically regulate expression of multiple target messenger RNAs (mRNAs) through base-pairing interactions. sRNA:mRNA base-pairing often results in altered mRNA stability and/or altered translation initiation. Computational identification of sRNA targets is challenging due to the requirement for only short regions of base-pairing that can accommodate mismatches. Experimental approaches have been applied to identify sRNA targets on a genomic scale, but these focus only on those targets regulated at the level of mRNA stability. Here, we utilize ribosome profiling (Ribo-seq) to experimentally identify regulatory targets of the Escherichia coli sRNA RyhB. We not only validate a majority of known RyhB targets using the Ribo-seq approach, but also discover many novel ones. We further confirm regulation of a selection of known and novel targets using targeted reporter assays. By mutating nucleotides in the mRNA of a newly discovered target, we demonstrate direct regulation of this target by RyhB. Moreover, we show that Ribo-seq distinguishes between mRNAs regulated at the level of RNA stability and those regulated at the level of translation. Thus, Ribo-seq represents a powerful approach for genome-scale identification of sRNA targets.
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Affiliation(s)
- Jing Wang
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA
| | - William Rennie
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA
| | - Chaochun Liu
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA
| | - Charles S Carmack
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA
| | - Karine Prévost
- RNA Group, Department of Biochemistry, University of Sherbrooke, Sherbrooke, Quebec, J1H 5N4, Canada
| | - Marie-Pier Caron
- RNA Group, Department of Biochemistry, University of Sherbrooke, Sherbrooke, Quebec, J1H 5N4, Canada
| | - Eric Massé
- RNA Group, Department of Biochemistry, University of Sherbrooke, Sherbrooke, Quebec, J1H 5N4, Canada
| | - Ye Ding
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA Department of Biomedical Sciences, University at Albany, Albany, NY 12201, USA
| | - Joseph T Wade
- Wadsworth Center, New York State Department of Health, Albany, NY 12208, USA Department of Biomedical Sciences, University at Albany, Albany, NY 12201, USA
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22
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Zheng L, Li X, Zhu L, Li W, Bi J, Yang G, Yin G, Liu J. Inhibition of porcine reproductive and respiratory syndrome virus replication in vitro using DNA-based short antisense oligonucleotides. BMC Vet Res 2015; 11:199. [PMID: 26265453 PMCID: PMC4534064 DOI: 10.1186/s12917-015-0518-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2015] [Accepted: 07/30/2015] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Porcine reproductive and respiratory syndrome (PRRS) is caused by porcine reproductive and respiratory syndrome virus (PRRSV) and is an economically important disease in swine-producing areas. The objective of this study was to screen for effective antisense oligonucleotides (AS-ONs) which could inhibit PRRSV replication in MARC-145 cells and in pulmonary alveolar macrophages (PAM). RESULTS Nine short AS-ON sequences against the well-conserved regions of PRRSV (5'-UTR, NSP9, ORF5 and ORF7) were selected. When MARC-145 cells or PAM were infected with PRRSV followed by transfection with AS-ONs, four AS-ON sequences targeting 5'-UTR, ORF5 or NSP9 were found to be the most effective oligonucleotides in decreasing the cytopathic effect (CPE) induced by PRRSV infection. Quantitative PCR and indirect immunofluorescence staining confirmed that ORF7 levels were significantly reduced both at RNA and protein levels. The PRRSV titration data furthermore indicated that transfection with AS-ON YN8 could reduce the PRRSV titer by 1000-fold compared with controls. CONCLUSION The results presented here indicate that DNA-based antisense oligonucleotides can effectively inhibit PRRSV replication in MARC-145 cells and in PAM. Furthermore, comparing with the reported hit rates (approximately 10-30 %), we achieved a higher success rate (44 %). The strategy we took to design the antisense sequences might be applied to select AS-ONs that more efficiently reduce the expression of target genes.
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Affiliation(s)
- Longlong Zheng
- Department of Veterinary Medicine, College of Animal Science and Technology, Yunnan Agricultural University, Kunming, China.
| | - Xiang Li
- Present address: Wulan Institute for Animal Health, Lingyuan, Chaoyang City, Liaoning province, China.
| | - Lingyun Zhu
- Department of Veterinary Medicine, College of Animal Science and Technology, Yunnan Agricultural University, Kunming, China.
| | - Wengui Li
- Department of Veterinary Medicine, College of Animal Science and Technology, Yunnan Agricultural University, Kunming, China.
| | - Junlong Bi
- Present address: Center for Animal Disease Control and Prevention of Chuxiong City, Chuxiong City, Yunnan province, China.
| | - Guishu Yang
- Department of Veterinary Medicine, College of Animal Science and Technology, Yunnan Agricultural University, Kunming, China.
| | - Gefen Yin
- Department of Veterinary Medicine, College of Animal Science and Technology, Yunnan Agricultural University, Kunming, China.
| | - Jianping Liu
- Present address: Karolinska Institute, Department of Biosciences and Nutrition, Novum, Huddinge, Sweden.
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Stone JW, Bleckley S, Lavelle S, Schroeder SJ. A parallel implementation of the Wuchty algorithm with additional experimental filters to more thoroughly explore RNA conformational space. PLoS One 2015; 10:e0117217. [PMID: 25695434 PMCID: PMC4335019 DOI: 10.1371/journal.pone.0117217] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2014] [Accepted: 12/15/2014] [Indexed: 12/26/2022] Open
Abstract
We present new modifications to the Wuchty algorithm in order to better define and explore possible conformations for an RNA sequence. The new features, including parallelization, energy-independent lonely pair constraints, context-dependent chemical probing constraints, helix filters, and optional multibranch loops, provide useful tools for exploring the landscape of RNA folding. Chemical probing alone may not necessarily define a single unique structure. The helix filters and optional multibranch loops are global constraints on RNA structure that are an especially useful tool for generating models of encapsidated viral RNA for which cryoelectron microscopy or crystallography data may be available. The computations generate a combinatorially complete set of structures near a free energy minimum and thus provide data on the density and diversity of structures near the bottom of a folding funnel for an RNA sequence. The conformational landscapes for some RNA sequences may resemble a low, wide basin rather than a steep funnel that converges to a single structure.
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Affiliation(s)
- Jonathan W. Stone
- Department of Chemistry and Biochemistry, University of Oklahoma, Norman, Oklahoma, United States of America
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, Oklahoma, United States of America
| | - Samuel Bleckley
- Department of Chemistry and Biochemistry, University of Oklahoma, Norman, Oklahoma, United States of America
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, Oklahoma, United States of America
| | - Sean Lavelle
- Department of Chemistry and Biochemistry, University of Oklahoma, Norman, Oklahoma, United States of America
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, Oklahoma, United States of America
| | - Susan J. Schroeder
- Department of Chemistry and Biochemistry, University of Oklahoma, Norman, Oklahoma, United States of America
- Department of Microbiology and Plant Biology, University of Oklahoma, Norman, Oklahoma, United States of America
- * E-mail:
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24
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Gyssels E, Carrette LLG, Vercruysse E, Stevens K, Madder A. Triplex crosslinking through furan oxidation requires perturbation of the structured triple-helix. Chembiochem 2015; 16:651-8. [PMID: 25630588 DOI: 10.1002/cbic.201402602] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2014] [Indexed: 01/08/2023]
Abstract
Short oligonucleotides can selectively recognize duplexes by binding in the major groove thereby forming triplexes. Based on the success of our recently developed strategy for furan-based crosslinking in DNA duplexes, we here investigated for the first time the use of the furan-oxidation crosslink methodology for the covalent locking of triplex structures by an interstrand crosslink. It was shown that in a triplex context, although crosslinking yields are surprisingly low (to nonexistent) when targeting fully complementary duplexes, selective crosslinking can be achieved towards mismatched duplex sites at the interface of triplex to duplex structures. We show the promising potential of furan-containing probes for the selective detection of single-stranded regions within nucleic acids containing a variety of structural motifs.
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Affiliation(s)
- Ellen Gyssels
- Organic and Biomimetic Chemistry Research Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281, S4, 9000 Gent (Belgium)
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25
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Schroeder SJ. Probing viral genomic structure: alternative viewpoints and alternative structures for satellite tobacco mosaic virus RNA. Biochemistry 2014; 53:6728-37. [PMID: 25320869 DOI: 10.1021/bi501051k] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Viral RNA structure prediction is a valuable tool for development of drugs against viral disease. This work discusses different approaches to predicting encapsidated viral RNA and highlights satellite tobacco mosaic virus (STMV) RNA as a model system with excellent crystallography data. Fundamentally important issues for debate include thermodynamic versus kinetic control of virus assembly and the possible consequences of quasi-species in the primary structure on RNA secondary structure prediction of a single structure or an ensemble of structures. Multiple computational tools and chemical reagents are now available for improved viral RNA structure prediction. Two different predicted structures for encapsidated STMV RNA result from differences in three main areas: a different approach and philosophy to studying encapsidated viral RNA, an emphasis on different RNA motifs, and technical differences in computational methods and chemical reagents. The experiments with traditional chemical probing and SHAPE reagents are compared in terms of chemistry, results, and interpretation for STMV RNA as well as other RNA protein assemblies, such as the 5'UTR of HIV and the ribosome. This discussion of the challenges of viral RNA structure prediction will lead to new experiments and improved future predictions for viral RNA.
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Affiliation(s)
- Susan J Schroeder
- Department of Chemistry and Biochemistry and Department of Microbiology and Plant Biology, University of Oklahoma , Norman, Oklahoma 73019, United States
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26
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Liu C, Rennie WA, Carmack CS, Kanoria S, Cheng J, Lu J, Ding Y. Effects of genetic variations on microRNA: target interactions. Nucleic Acids Res 2014; 42:9543-52. [PMID: 25081214 PMCID: PMC4150780 DOI: 10.1093/nar/gku675] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Genetic variations within microRNA (miRNA) binding sites can affect miRNA-mediated gene regulation, which may lead to phenotypes and diseases. We perform a transcriptome-scale analysis of genetic variants and miRNA:target interactions identified by CLASH. This analysis reveals that rare variants tend to reside in CDSs, whereas common variants tend to reside in the 3′ UTRs. miRNA binding sites are more likely to reside within those targets in the transcriptome with lower variant densities, especially target regions in which nucleotides have low mutation frequencies. Furthermore, an overwhelming majority of genetic variants within or near miRNA binding sites can alter not only the potential of miRNA:target hybridization but also the structural accessibility of the binding sites and flanking regions. These suggest an interpretation for certain associations between genetic variants and diseases, i.e. modulation of miRNA-mediated gene regulation by common or rare variants within or near miRNA binding sites, likely through target structure alterations. Our data will be valuable for discovering new associations among miRNAs, genetic variations and human diseases.
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Affiliation(s)
- Chaochun Liu
- Wadsworth Center, New York State Department of Health, Center for Medical Science, 150 New Scotland Avenue, Albany, NY 12208, USA
| | - William A Rennie
- Wadsworth Center, New York State Department of Health, Center for Medical Science, 150 New Scotland Avenue, Albany, NY 12208, USA
| | - C Steven Carmack
- Wadsworth Center, New York State Department of Health, Center for Medical Science, 150 New Scotland Avenue, Albany, NY 12208, USA
| | - Shaveta Kanoria
- Wadsworth Center, New York State Department of Health, Center for Medical Science, 150 New Scotland Avenue, Albany, NY 12208, USA
| | - Jijun Cheng
- Department of Genetics and Yale Stem Cell Center, Yale University, New Haven, CT 06520, USA
| | - Jun Lu
- Department of Genetics and Yale Stem Cell Center, Yale University, New Haven, CT 06520, USA
| | - Ye Ding
- Wadsworth Center, New York State Department of Health, Center for Medical Science, 150 New Scotland Avenue, Albany, NY 12208, USA
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27
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Liu C, Rennie WA, Mallick B, Kanoria S, Long D, Wolenc A, Carmack CS, Ding Y. MicroRNA binding sites in C. elegans 3' UTRs. RNA Biol 2014; 11:693-701. [PMID: 24827614 DOI: 10.4161/rna.28868] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
MicroRNAs (miRNAs) are post-transcriptional regulators of gene expression. Since the discovery of lin-4, the founding member of the miRNA family, over 360 miRNAs have been identified for Caenorhabditis elegans (C. elegans). Prediction and validation of targets are essential for elucidation of regulatory functions of these miRNAs. For C. elegans, crosslinking immunoprecipitation (CLIP) has been successfully performed for the identification of target mRNA sequences bound by Argonaute protein ALG-1. In addition, reliable annotation of the 3' untranslated regions (3' UTRs) as well as developmental stage-specific expression profiles for both miRNAs and 3' UTR isoforms are available. By utilizing these data, we developed statistical models and bioinformatics tools for both transcriptome-scale and developmental stage-specific predictions of miRNA binding sites in C. elegans 3' UTRs. In performance evaluation via cross validation on the ALG-1 CLIP data, the models were found to offer major improvements over established algorithms for predicting both seed sites and seedless sites. In particular, our top-ranked predictions have a substantially higher true positive rate, suggesting a much higher likelihood of positive experimental validation. A gene ontology analysis of stage-specific predictions suggests that miRNAs are involved in dynamic regulation of biological functions during C. elegans development. In particular, miRNAs preferentially target genes related to development, cell cycle, trafficking, and cell signaling processes. A database for both transcriptome-scale and stage-specific predictions and software for implementing the prediction models are available through the Sfold web server at http://sfold.wadsworth.org.
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Affiliation(s)
- Chaochun Liu
- Wadsworth Center; New York State Department of Health; Center for Medical Science; Albany, NY USA
| | - William A Rennie
- Wadsworth Center; New York State Department of Health; Center for Medical Science; Albany, NY USA
| | - Bibekanand Mallick
- Wadsworth Center; New York State Department of Health; Center for Medical Science; Albany, NY USA
| | - Shaveta Kanoria
- Wadsworth Center; New York State Department of Health; Center for Medical Science; Albany, NY USA
| | - Dang Long
- Wadsworth Center; New York State Department of Health; Center for Medical Science; Albany, NY USA
| | - Adam Wolenc
- Wadsworth Center; New York State Department of Health; Center for Medical Science; Albany, NY USA
| | - C Steven Carmack
- Wadsworth Center; New York State Department of Health; Center for Medical Science; Albany, NY USA
| | - Ye Ding
- Wadsworth Center; New York State Department of Health; Center for Medical Science; Albany, NY USA
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28
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Sheng J, Huang L, Zhu X, Cai J, Xu Z. Reconstitution of the peptidoglycan cytoplasmic precursor biosynthetic pathway in cell-free system and rapid screening of antisense oligonucleotides for Mur enzymes. Appl Microbiol Biotechnol 2014; 98:1785-94. [PMID: 24389752 DOI: 10.1007/s00253-013-5467-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2013] [Revised: 12/09/2013] [Accepted: 12/10/2013] [Indexed: 10/25/2022]
Abstract
Bacterial peptidoglycan is the cell wall component responsible for various biological activities. Its cytoplasmic precursor UDP-N-acetylmuramyl pentapeptide is biosynthesized by the first six enzymes of peptidoglycan synthetic pathways (Mur enzymes), which are all proved to be important targets for antibiotic screening. In our present work, the genes encoding Mur enzymes from Escherichia coli were co-expressed in the cell-free protein synthesis (CFPS) system, and the activities of Mur enzymes derived from CFPS system were validated by the synthesis of the final product UDP-N-acetylmuramyl pentapeptide. Then this in vitro reconstituted Mur biosynthetic pathway was used to screen a panel of specific antisense oligonucleotides for MurA and MurB. The selected oligonucleotides were proved to eliminate the expression of Mur enzymes, and thus inhibit the Mur biosynthetic pathway. The present work not only developed a rapid method to reconstruct and regulate a biosynthetic pathway in vitro, but also may provide insight into the development of novel antibiotics targeting on peptidoglycan biosynthetic pathway.
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Affiliation(s)
- Jiayuan Sheng
- Department of Chemical and Biological Engineering, Zhejiang University, 38 Zheda Road, Hangzhou, Zhejiang, 310027, China
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29
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Abstract
RNA interference mediated by small interfering RNAs is a powerful tool for investigation of gene functions and is increasingly used as a therapeutic agent. However, not all siRNAs are equally potent, and although simple rules for the selection of good siRNAs were proposed early on, siRNAs are still plagued with widely fluctuating efficiency. Recently, new design tools incorporating both the structural features of the targeted RNAs and the sequence features of the siRNAs substantially improved the efficacy of siRNAs. In this chapter we will present a review of sequence and structure-based algorithms behind them.
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Affiliation(s)
- Hakim Tafer
- Institut fur Informatik, Universitat Leipzig, Leipzig, Germany
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30
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Gendron TF, Bieniek KF, Zhang YJ, Jansen-West K, Ash PEA, Caulfield T, Daughrity L, Dunmore JH, Castanedes-Casey M, Chew J, Cosio DM, van Blitterswijk M, Lee WC, Rademakers R, Boylan KB, Dickson DW, Petrucelli L. Antisense transcripts of the expanded C9ORF72 hexanucleotide repeat form nuclear RNA foci and undergo repeat-associated non-ATG translation in c9FTD/ALS. Acta Neuropathol 2013; 126:829-44. [PMID: 24129584 PMCID: PMC3830741 DOI: 10.1007/s00401-013-1192-8] [Citation(s) in RCA: 441] [Impact Index Per Article: 40.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2013] [Revised: 09/29/2013] [Accepted: 10/01/2013] [Indexed: 12/12/2022]
Abstract
Frontotemporal dementia (FTD) and amyotrophic lateral sclerosis (ALS) are devastating neurodegenerative disorders with clinical, genetic, and neuropathological overlap. A hexanucleotide (GGGGCC) repeat expansion in a non-coding region of C9ORF72 is the major genetic cause of both diseases. The mechanisms by which this repeat expansion causes “c9FTD/ALS” are not definitively known, but RNA-mediated toxicity is a likely culprit. RNA transcripts of the expanded GGGGCC repeat form nuclear foci in c9FTD/ALS, and also undergo repeat-associated non-ATG (RAN) translation resulting in the production of three aggregation-prone proteins. The goal of this study was to examine whether antisense transcripts resulting from bidirectional transcription of the expanded repeat behave in a similar manner. We show that ectopic expression of (CCCCGG)66 in cultured cells results in foci formation. Using novel polyclonal antibodies for the detection of possible (CCCCGG)exp RAN proteins [poly(PR), poly(GP) and poly(PA)], we validated that (CCCCGG)66 is also subject to RAN translation in transfected cells. Of importance, foci composed of antisense transcripts are observed in the frontal cortex, spinal cord and cerebellum of c9FTD/ALS cases, and neuronal inclusions of poly(PR), poly(GP) and poly(PA) are present in various brain tissues in c9FTD/ALS, but not in other neurodegenerative diseases, including CAG repeat disorders. Of note, RNA foci and poly(GP) inclusions infrequently co-occur in the same cell, suggesting these events represent two distinct ways in which the C9ORF72 repeat expansion may evoke neurotoxic effects. These findings provide mechanistic insight into the pathogenesis of c9FTD/ALS, and have significant implications for therapeutic strategies.
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Affiliation(s)
- Tania F. Gendron
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Kevin F. Bieniek
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
- Mayo Graduate School, Mayo Clinic College of Medicine, Rochester, MN 55905 USA
| | - Yong-Jie Zhang
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Karen Jansen-West
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Peter E. A. Ash
- Department of Pharmacology, Boston University School of Medicine, Boston, MA 02118 USA
| | - Thomas Caulfield
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Lillian Daughrity
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Judith H. Dunmore
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | | | - Jeannie Chew
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
- Mayo Graduate School, Mayo Clinic College of Medicine, Rochester, MN 55905 USA
| | - Danielle M. Cosio
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | | | - Wing C. Lee
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Rosa Rademakers
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Kevin B. Boylan
- Department of Neurology, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Dennis W. Dickson
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
| | - Leonard Petrucelli
- Department of Neuroscience, Mayo Clinic Florida, Jacksonville, FL 32224 USA
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31
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Poitz DM, Stölzel F, Arabanian L, Friedrichs J, Docheva D, Schieker M, Fierro FA, Platzbecker U, Ordemann R, Werner C, Bornhäuser M, Strasser RH, Ehninger G, Illmer T. MiR-134-mediated β1 integrin expression and function in mesenchymal stem cells. BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR CELL RESEARCH 2013; 1833:3396-3404. [PMID: 24135056 DOI: 10.1016/j.bbamcr.2013.10.003] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2013] [Revised: 10/02/2013] [Accepted: 10/07/2013] [Indexed: 02/07/2023]
Abstract
The composition of the hematopoietic stem cell (HSC) niche within the bone marrow is highly dynamic, tightly regulated, and of importance for various HSC properties. Integrins are important molecules within this niche that influence those properties through the interactions of HSCs and mesenchymal stem cells (MSCs). Here we investigated the function of miR-134 in integrin regulation in MSCs. In MSCs, miR-134 post-transcriptionally regulated β1 integrin expression. This negative regulation of β1 integrin was mediated by the binding of miR-134 to its 3' untranslated region, which contains two conserved binding sites for miR-134. The miR-134-mediated silencing of β1 integrin in MSCs was shown by atomic force microscopy to decrease the adhesion of 32D cells to MSCs transfected with miR-134. Furthermore, the adhesion of MSCs to fibronectin was reduced after transfection with miR-134. MSCs from patients with myelodysplastic syndrome (MDS) revealed highly significant miR-134 overexpression compared with MSCs from healthy bone marrow donors. MSCs from MDS patients showed lower β1 integrin protein, but not lower mRNA, expression, suggesting post-transcriptional regulation. The present study demonstrates miR-134-mediated negative regulation of β1 integrin that influences cell adhesion to and of MSCs. These results further contribute to our understanding of the complexity of MDS.
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Affiliation(s)
- David M Poitz
- Department of Internal Medicine and Cardiology, University of Technologies Dresden, Germany.
| | - Friedrich Stölzel
- Internal Medicine Department I, University Hospital Carl Gustav Carus Dresden, University of Technologies Dresden, Germany
| | - Laleh Arabanian
- Internal Medicine Department I, University Hospital Carl Gustav Carus Dresden, University of Technologies Dresden, Germany
| | - Jens Friedrichs
- Institute for Biofunctional Polymer Materials Dresden, Leibniz Institute of Polymer Research, Germany
| | - Denitsa Docheva
- Experimental Surgery and Regenerative Medicine, Department of Surgery, Ludwig-Maximilians-University, Munich, Germany
| | - Matthias Schieker
- Experimental Surgery and Regenerative Medicine, Department of Surgery, Ludwig-Maximilians-University, Munich, Germany
| | - Fernando A Fierro
- Institute for Regenerative Cures, University of California, Davis, California, USA
| | - Uwe Platzbecker
- Internal Medicine Department I, University Hospital Carl Gustav Carus Dresden, University of Technologies Dresden, Germany
| | - Rainer Ordemann
- Internal Medicine Department I, University Hospital Carl Gustav Carus Dresden, University of Technologies Dresden, Germany
| | - Carsten Werner
- DFG Research Center and Cluster of Excellence for Regenerative Therapies Dresden (CRTD), Germany; Institute for Biofunctional Polymer Materials Dresden, Leibniz Institute of Polymer Research, Germany
| | - Martin Bornhäuser
- Internal Medicine Department I, University Hospital Carl Gustav Carus Dresden, University of Technologies Dresden, Germany; DFG Research Center and Cluster of Excellence for Regenerative Therapies Dresden (CRTD), Germany
| | - Ruth H Strasser
- Department of Internal Medicine and Cardiology, University of Technologies Dresden, Germany
| | - Gerhard Ehninger
- Internal Medicine Department I, University Hospital Carl Gustav Carus Dresden, University of Technologies Dresden, Germany
| | - Thomas Illmer
- Internal Medicine Department I, University Hospital Carl Gustav Carus Dresden, University of Technologies Dresden, Germany
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32
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Poitz DM, Augstein A, Gradehand C, Ende G, Schmeisser A, Strasser RH. Regulation of the Hif-system by micro-RNA 17 and 20a - role during monocyte-to-macrophage differentiation. Mol Immunol 2013; 56:442-51. [PMID: 23911400 DOI: 10.1016/j.molimm.2013.06.014] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2013] [Revised: 05/23/2013] [Accepted: 06/21/2013] [Indexed: 11/24/2022]
Abstract
MiRNAs are a class of endogenous tiny RNAs that act as inhibitors of translation or promote RNA degradation by duplex-formation within the 3'-UTR of target mRNAs. They play an important role during a wide range of cellular processes by fine-tuning of gene expression. The differentiation of monocytes to macrophages plays a pivotal role in physiological as well as pathophysiological processes such as atherosclerosis. Monocytes which can be found in well-oxygenated blood migrate into areas with a high inflammation, such as the atherosclerotic plaque. There, they differentiate into macrophages. Interestingly, macrophages were found mainly at hypoxic sites of the plaque. Key regulators for the adaptation to hypoxia are the hypoxia-inducible factors (Hif). Therefore the aim of the present study was to investigate the regulation of the Hif-system by miRNAs during the process of monocyte differentiation. The present study shows that during the differentiation of monocytes into macrophages a dramatically change in the expression pattern of Hif-1α and Hif-2α took place. This was associated with a downregulation of microRNAs encoded by the miR-17-92 cluster. An in silico analysis of the 3'-UTR of Hif-α subunits for binding sites of miRNAs was performed using different miRNA databases in concert with a secondary structure prediction algorithm. This analysis revealed that both 3'-UTRs contain binding sites for miRNAs of the miR-17-92 cluster. Transfection of HeLa cells with miR-17 and miR-20a led to an inhibition of Hif-1α and -2α mRNA and protein expression and a lowered Hif DNA binding activity. Using a Luciferase-Reporter assay, it could be shown, that both Hif-α subunits are targeted by miR-17 and miR-20a. Furthermore, miR-overexpression in primary human macrophages demonstrates the important role of this microRNA-mediated regulation of the Hif-system for adaption of macrophages to hypoxia. In conclusion, the present study shows that the Hif-system is activated during monocyte-to-macrophage differentiation. This activation is in part mediated by a miRNA-dependent mechanism, which seems to be crucial for the adaption of macrophages to hypoxia.
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Affiliation(s)
- David M Poitz
- Internal Medicine and Cardiology, Dresden University of Technology, Dresden, Germany.
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Abstract
Adequate therapies are lacking for Alzheimer's disease, Parkinson's disease, Huntington's disease, amyotrophic lateral sclerosis, and other neurodegenerative diseases. The ability to use antisense oligonucleotides (ASOs) to target disease-associated genes by means of RNA may offer a potent approach for the treatment of these, and other, neurodegenerative disorders. In modifying the basic backbone chemistry, chemical groups, and target sequence, ASOs can act through numerous mechanisms to decrease or increase total protein levels, preferentially shift splicing patterns, and inhibit microRNAs, all at the level of the RNA molecule. Here, we discuss many of the more commonly used ASO chemistries, as well as the different mechanisms of action that can result from these specific chemical modifications. When applied to multiple neurodegenerative mouse models, ASOs that specifically target the detrimental transgenes have been shown to rescue disease associated phenotypes in vivo. These supporting mouse model data have moved the ASOs from the bench to the clinic, with two neuro-focused human clinical trials now underway and several more being proposed. Although still early in development, translating ASOs into human patients for neurodegeneration appears promising.
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Affiliation(s)
- Sarah L. DeVos
- Department of Neurology, Washington University in St. Louis School of Medicine, St. Louis, MO 63110 USA
| | - Timothy M. Miller
- Department of Neurology, Washington University in St. Louis School of Medicine, St. Louis, MO 63110 USA
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34
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Wen Y, Li M, Fu WJ. Catching the genomic wave in oligonucleotide single-nucleotide polymorphism arrays by modeling sequence binding. J Comput Biol 2013; 20:514-23. [PMID: 23763671 DOI: 10.1089/cmb.2011.0102] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The genomic wave has been identified as a major artifact in genome data and is highly correlated with the sequence GC content. Although statistical methods have been developed to filter this artifact, the mechanism underlying the genomic wave has not been studied yet. Understanding of the artifact, specifically the sources of the artifact, may lead to successful separation of biological signals from the artifact and improve array design, modeling, and association studies. We develop an approach to catching the genomic wave in the oligonucleotide single-nucleotide polymorphism (SNP) arrays by separating biological signals from the array baseline background through modeling sequence binding with a newly developed probe intensity composite representation (PICR) model. The PICR model decomposes the probe intensity of each SNP probe set into the target sequence concentrations, SNP-specific background (nonsignal) and measurement error, and identifies the biological signals through the target concentration for each allele. We demonstrate with the Affymetrix GeneChip 500K HapMap data and the Wellcome Trust Case-Control Study data that the genomic wave is captured through the SNP-specific background term of the PICR model, and is separated successfully from the allelic target concentrations-the biological signals. We further identify two important sources of the genomic waves, the GC content and the fragment length (FL) of the sequence, and conclude that (1) the genomic wave artifact can be removed from the genome data with the PICR model, and (2) in addition to the GC content, the genomic wave also has a component of nonlinear effect of the FL.
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Affiliation(s)
- Yalu Wen
- The Computational Genomics Lab, Department of Epidemiology and Biostatistics, Michigan State University, East Lansing, Michigan 48824, USA
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35
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Liu C, Mallick B, Long D, Rennie WA, Wolenc A, Carmack CS, Ding Y. CLIP-based prediction of mammalian microRNA binding sites. Nucleic Acids Res 2013; 41:e138. [PMID: 23703212 PMCID: PMC3737542 DOI: 10.1093/nar/gkt435] [Citation(s) in RCA: 71] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Prediction and validation of microRNA (miRNA) targets are essential for understanding functions of miRNAs in gene regulation. Crosslinking immunoprecipitation (CLIP) allows direct identification of a huge number of Argonaute-bound target sequences that contain miRNA binding sites. By analysing data from CLIP studies, we identified a comprehensive list of sequence, thermodynamic and target structure features that are essential for target binding by miRNAs in the 3′ untranslated region (3′ UTR), coding sequence (CDS) region and 5′ untranslated region (5′ UTR) of target messenger RNA (mRNA). The total energy of miRNA:target hybridization, a measure of target structural accessibility, is the only essential feature common for both seed and seedless sites in all three target regions. Furthermore, evolutionary conservation is an important discriminating feature for both seed and seedless sites. These features enabled us to develop novel statistical models for the predictions of both seed sites and broad classes of seedless sites. Through both intra-dataset validation and inter-dataset validation, our approach showed major improvements over established algorithms for predicting seed sites and a class of seedless sites. Furthermore, we observed good performance from cross-species validation, suggesting that our prediction framework can be valuable for broad application to other mammalian species and beyond. Transcriptome-wide binding site predictions enabled by our approach will greatly complement the available CLIP data, which only cover small fractions of transcriptomes and known miRNAs due to non-detectable levels of expression. Software and database tools based on the prediction models have been developed and are available through Sfold web server at http://sfold.wadsworth.org.
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Affiliation(s)
- Chaochun Liu
- Wadsworth Center, New York State Department of Health, Center for Medical Science, 150 New Scotland Avenue, Albany, NY 12208, USA
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Chaudhary A, Singh HS. Secondary structure and phylogenetic utility of the ribosomal large subunit (28S) in monogeneans of the genus Thaparocleidus and Bifurcohaptor (Monogenea: Dactylogyridae). J Parasit Dis 2013; 37:74-83. [PMID: 24431545 PMCID: PMC3590372 DOI: 10.1007/s12639-012-0134-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2011] [Accepted: 06/09/2012] [Indexed: 11/30/2022] Open
Abstract
Present communication deals with secondary structure of 28S rDNA of two already known species of monogeneans viz., Bifurcohaptor indicus and Thaparocleidus parvulus parasitizing gill filaments of a freshwater fish, Mystus vittatus for phylogenetic inference. Secondary structure data are best used as accessory taxonomic characters as their phylogenetic resolving power and confidence in validity. Secondary structure of the 28S rDNA transcript could provide information for identifying homologous nucleotide characters, useful for cladistic inference of relationships. Such structure data could be used as taxonomic character. The study supports that species-level sequence variability renders 28S sequence as a unique window for examining the behavior of fast evolving, non-coding DNA sequences. Apart from this it also confirms that molecular similarity present in various species could be host-induced.
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Affiliation(s)
- Anshu Chaudhary
- Molecular Taxonomy Laboratory, Department of Zoology, Ch.C.S. University, Meerut, 250004 UP India
| | - Hridaya Shanker Singh
- Molecular Taxonomy Laboratory, Department of Zoology, Ch.C.S. University, Meerut, 250004 UP India
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Shang X, Wang Y, Zhao Q, Wu K, Li X, Ji X, He R, Zhang W. siRNAs target sites selection of ezrin and the influence of RNA interference on ezrin expression and biological characters of osteosarcoma cells. Mol Cell Biochem 2012; 364:363-71. [PMID: 22286748 DOI: 10.1007/s11010-012-1238-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2011] [Accepted: 01/13/2012] [Indexed: 12/27/2022]
Abstract
Ezrin, one of the ezrin/radixin/moesin (ERM) protein family which act as membrane organizers and linkers between plasma membrane and cytoskeleton, has attracted much attention as a crucial factor for tumor metastasis. Overexpression of ezrin has been correlated with the metastatic potential of several cancers especially for osteosarcoma. Short interfering RNA (siRNA) downregulate gene expression through an enzyme-mediated process named RNA interference (RNAi). RNAi has rapidly come to be recognized as a powerful tool for the study of gene function and a potential target therapy. In the present study, the human osteosarcoma cell line MG63 was cultured. Three siRNAs targeting ezrin mRNA were designed by the multiple computational methods and then were sythesized. These siRNAs were transfected into osteosarcoma cells. Then the expression of ezrin mRNA and protein in osteosarcoma cells was detected. The cellular proliferation and apoptosis was evaluated. C726–U730, C1653–A1661 and G1749–A1771 were selected to be the suitable target sites through the multiple computational methods because of their ideal secondary structures and hybridization thermodynamics. siRNAs against G1749–A1771 downregulated the expression level of ezrin mRNA and protein, inhibit the cellular proliferation and promoted the cellular apoptosis effectively. There is a significant correlation between the multiple computational methods and the efficacy of the corresponding siRNAs. siRNAs targeting ezrin may have therapeutic potential as inhibitors of osteosarcoma metastasis.
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Affiliation(s)
- XiFu Shang
- Department of Orthopedic Surgery, Anhui Provincial Hospital Affiliated to Anhui Medical University, No.17 LuJiang Road, Hefei 230001, China
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Jacobs E, Mills JD, Janitz M. The role of RNA structure in posttranscriptional regulation of gene expression. J Genet Genomics 2012; 39:535-43. [PMID: 23089363 DOI: 10.1016/j.jgg.2012.08.002] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2012] [Revised: 08/16/2012] [Accepted: 08/17/2012] [Indexed: 01/18/2023]
Abstract
As more information is gathered on the mechanisms of transcription and translation, it is becoming apparent that these processes are highly regulated. The formation of mRNA secondary and tertiary structures is one such regulatory process that until recently it has not been analysed in depth. Formation of these mRNA structures has the potential to enhance and inhibit alternative splicing of transcripts, and regulate rates and amount of translation. As this regulatory mechanism potentially impacts at both the transcriptional and translational level, while also potentially utilising the vast array of non-coding RNAs, it warrants further investigation. Currently, a variety of high-throughput sequencing techniques including parallel analysis of RNA structure (PARS), fragmentation sequencing (FragSeq) and selective 2-hydroxyl acylation analysed by primer extension (SHAPE) lead the way in the genome-wide identification and analysis of mRNA structure formation. These new sequencing techniques highlight the diversity and complexity of the transcriptome, and demonstrate another regulatory mechanism that could become a target for new therapeutic approaches.
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Affiliation(s)
- Elina Jacobs
- School of Biotechnology and Biomolecular Sciences, University of New South Wales, Sydney NSW 2052, Australia
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39
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Bleckley S, Schroeder SJ. Incorporating global features of RNA motifs in predictions for an ensemble of secondary structures for encapsidated MS2 bacteriophage RNA. RNA (NEW YORK, N.Y.) 2012; 18:1309-1318. [PMID: 22645379 PMCID: PMC3383962 DOI: 10.1261/rna.032326.112] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/07/2012] [Accepted: 05/02/2012] [Indexed: 06/01/2023]
Abstract
The secondary structure of encapsidated MS2 genomic RNA poses an interesting RNA folding challenge. Cryoelectron microscopy has demonstrated that encapsidated MS2 RNA is well-ordered. Models of MS2 assembly suggest that the RNA hairpin-protein interactions and the appropriate placement of hairpins in the MS2 RNA secondary structure can guide the formation of the correct icosahedral particle. The RNA hairpin motif that is recognized by the MS2 capsid protein dimers, however, is energetically unfavorable, and thus free energy predictions are biased against this motif. Computer programs called Crumple, Sliding Windows, and Assembly provide useful tools for prediction of viral RNA secondary structures when the traditional assumptions of RNA structure prediction by free energy minimization may not apply. These methods allow incorporation of global features of the RNA fold and motifs that are difficult to include directly in minimum free energy predictions. For example, with MS2 RNA the experimental data from SELEX experiments, crystallography, and theoretical calculations of the path for the series of hairpins can be incorporated in the RNA structure prediction, and thus the influence of free energy considerations can be modulated. This approach thoroughly explores conformational space and generates an ensemble of secondary structures. The predictions from this new approach can test hypotheses and models of viral assembly and guide construction of complete three-dimensional models of virus particles.
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Affiliation(s)
- Samuel Bleckley
- Department of Chemistry and Biochemistry, Department of Microbiology and Plant Biology, University of Oklahoma, Norman, Oklahoma 73019, USA
| | - Susan J. Schroeder
- Department of Chemistry and Biochemistry, Department of Microbiology and Plant Biology, University of Oklahoma, Norman, Oklahoma 73019, USA
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40
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Description of two new species of the genus Thaparocleidus Jain, 1952 (Monogenea, Dactylogyridae) from freshwater fish in India: morphological and molecular phylogenetic evidence. J Helminthol 2012; 87:160-73. [PMID: 22449612 DOI: 10.1017/s0022149x12000119] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
The present paper describes the taxonomy of two new monogeneans, namely, Thaparocleidus longiphallus sp. n. and T. siloniansis sp. n., based on morphological, morphometric and molecular biological analysis, collected from the fish Wallago attu (Bloch & Schn.) and Silonia silondia (Ham.), respectively, at Meerut, UP, India. Genetic characterization of the two new species is based on sequence analyses of the rDNA 28S gene using neighbour-joining and maximum-parsimony techniques. These methods are congruent in depicting T. longiphallus sp. n. and T. siloniansis sp. n. as closely related species, but distinct from each other and forming a subclade with other species of the genus Thaparocleidus Jain, 1952. Secondary-structure models of the large subunit rDNA of the two species were also predicted using a combined comparative and thermodynamic approach. Molecular morphometric and phylogenetic relationships of the isolates of the Thaparocleidus species are discussed in detail.
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41
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Meluzzi D, Olson KE, Dolan GF, Arya G, Müller UF. Computational prediction of efficient splice sites for trans-splicing ribozymes. RNA (NEW YORK, N.Y.) 2012; 18:590-602. [PMID: 22274956 PMCID: PMC3285945 DOI: 10.1261/rna.029884.111] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2011] [Accepted: 12/02/2011] [Indexed: 05/31/2023]
Abstract
Group I introns have been engineered into trans-splicing ribozymes capable of replacing the 3'-terminal portion of an external mRNA with their own 3'-exon. Although this design makes trans-splicing ribozymes potentially useful for therapeutic application, their trans-splicing efficiency is usually too low for medical use. One factor that strongly influences trans-splicing efficiency is the position of the target splice site on the mRNA substrate. Viable splice sites are currently determined using a biochemical trans-tagging assay. Here, we propose a rapid and inexpensive alternative approach to identify efficient splice sites. This approach involves the computation of the binding free energies between ribozyme and mRNA substrate. We found that the computed binding free energies correlate well with the trans-splicing efficiency experimentally determined at 18 different splice sites on the mRNA of chloramphenicol acetyl transferase. In contrast, our results from the trans-tagging assay correlate less well with measured trans-splicing efficiency. The computed free energy components suggest that splice site efficiency depends on the following secondary structure rearrangements: hybridization of the ribozyme's internal guide sequence (IGS) with mRNA substrate (most important), unfolding of substrate proximal to the splice site, and release of the IGS from the 3'-exon (least important). The proposed computational approach can also be extended to fulfill additional design requirements of efficient trans-splicing ribozymes, such as the optimization of 3'-exon and extended guide sequences.
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Affiliation(s)
- Dario Meluzzi
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA
- Department of NanoEngineering, University of California, San Diego, California 92093, USA
| | - Karen E. Olson
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA
| | - Gregory F. Dolan
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA
| | - Gaurav Arya
- Department of NanoEngineering, University of California, San Diego, California 92093, USA
| | - Ulrich F. Müller
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA
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Abstract
RNA is now appreciated to serve numerous cellular roles, and understanding RNA structure is important for understanding a mechanism of action. This contribution discusses the methods available for predicting RNA structure. Secondary structure is the set of the canonical base pairs, and secondary structure can be accurately determined by comparative sequence analysis. Secondary structure can also be predicted. The most commonly used method is free energy minimization. The accuracy of structure prediction is improved either by using experimental mapping data or by predicting a structure conserved in a set of homologous sequences. Additionally, tertiary structure, the three-dimensional arrangement of atoms, can be modeled with guidance from comparative analysis and experimental techniques. New approaches are also available for predicting tertiary structure.
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Affiliation(s)
- Matthew G Seetin
- Department of Biochemistry & Biophysics, University of Rochester Medical Center, Rochester, NY, USA
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Sullivan JM, Yau EH, Kolniak TA, Sheflin LG, Taggart RT, Abdelmaksoud HE. Variables and strategies in development of therapeutic post-transcriptional gene silencing agents. J Ophthalmol 2011; 2011:531380. [PMID: 21785698 PMCID: PMC3138052 DOI: 10.1155/2011/531380] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2010] [Revised: 02/17/2011] [Accepted: 02/28/2011] [Indexed: 11/24/2022] Open
Abstract
Post-transcriptional gene silencing (PTGS) agents such as ribozymes, RNAi and antisense have substantial potential for gene therapy of human retinal degenerations. These technologies are used to knockdown a specific target RNA and its cognate protein. The disease target mRNA may be a mutant mRNA causing an autosomal dominant retinal degeneration or a normal mRNA that is overexpressed in certain diseases. All PTGS technologies depend upon the initial critical annealing event of the PTGS ligand to the target RNA. This event requires that the PTGS agent is in a conformational state able to support hybridization and that the target have a large and accessible single-stranded platform to allow rapid annealing, although such platforms are rare. We address the biocomplexity that currently limits PTGS therapeutic development with particular emphasis on biophysical variables that influence cellular performance. We address the different strategies that can be used for development of PTGS agents intended for therapeutic translation. These issues apply generally to the development of PTGS agents for retinal, ocular, or systemic diseases. This review should assist the interested reader to rapidly appreciate critical variables in PTGS development and facilitate initial design and testing of such agents against new targets of clinical interest.
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Affiliation(s)
- Jack M. Sullivan
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Department of Pharmacology and Toxicology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Department of Physiology and Biophysics, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Neuroscience Program, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Ross Eye Institute, University at Buffalo SUNY, Buffalo, NY 14209, USA
- Veterans Administration Western New York Healthcare System, Medical Research, Buffalo, NY 14215, USA
| | - Edwin H. Yau
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Department of Pharmacology and Toxicology, University at Buffalo SUNY, Buffalo, NY 14214, USA
| | - Tiffany A. Kolniak
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Neuroscience Program, University at Buffalo SUNY, Buffalo, NY 14214, USA
| | - Lowell G. Sheflin
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
- Veterans Administration Western New York Healthcare System, Medical Research, Buffalo, NY 14215, USA
| | - R. Thomas Taggart
- Department of Ophthalmology, University at Buffalo SUNY, Buffalo, NY 14214, USA
| | - Heba E. Abdelmaksoud
- Department of Neuroscience and Physiology, Upstate Medical University, Syracuse, NY 13215, USA
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Ezrin mRNA target site selection for DNAzymes using secondary structure and hybridization thermodynamics. Tumour Biol 2011; 32:809-17. [PMID: 21559778 DOI: 10.1007/s13277-011-0183-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2011] [Accepted: 04/27/2011] [Indexed: 10/18/2022] Open
Abstract
Ezrin, a membrane organizer and linker between plasma membrane and cytoskeleton, is well documented to play an important role in the metastatic capacity of cancer cells especially for osteosarcoma cells. It has provided an ideal target for cancer gene therapy. RNA-cleaving 10-23 DNAzymes, consisting of a 15-nucleotide catalytical domain flanked by two target-specific complementary arms, can cleave the target mRNA at purine-pyrimidine dinucleotide effectively. In the present study, we designed and screened the target sites for 10-23 DNAzymes against ezrin mRNA by using multiple computational methods with combination of secondary structural and hybridization thermodynamic parameters. Then, we testified the activities of the DNAzymes directed against these selected target sites in vitro. Our results show that AU1751 is the most effective target site of ezrin mRNA for DNAzymes because of its ideal secondary structure and hybridization thermodynamics. So, there is a significant correlation between the multiple computational methods and the efficacy of the corresponding DNAzymes. These provide a rational, efficient way for DNAzymes selection.
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45
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Kiryu H, Terai G, Imamura O, Yoneyama H, Suzuki K, Asai K. A detailed investigation of accessibilities around target sites of siRNAs and miRNAs. ACTA ACUST UNITED AC 2011; 27:1788-97. [PMID: 21531769 DOI: 10.1093/bioinformatics/btr276] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
MOTIVATION The importance of RNA sequence analysis has been increasing since the discovery of various types of non-coding RNAs transcribed in animal cells. Conventional RNA sequence analyses have mainly focused on structured regions, which are stabilized by the stacking energies acting on adjacent base pairs. On the other hand, recent findings regarding the mechanisms of small interfering RNAs (siRNAs) and transcription regulation by microRNAs (miRNAs) indicate the importance of analyzing accessible regions where no base pairs exist. So far, relatively few studies have investigated the nature of such regions. RESULTS We have conducted a detailed investigation of accessibilities around the target sites of siRNAs and miRNAs. We have exhaustively calculated the correlations between the accessibilities around the target sites and the repression levels of the corresponding mRNAs. We have computed the accessibilities with an originally developed software package, called 'Raccess', which computes the accessibility of all the segments of a fixed length for a given RNA sequence when the maximal distance between base pairs is limited to a fixed size W. We show that the computed accessibilities are relatively insensitive to the choice of the maximal span W. We have found that the efficacy of siRNAs depends strongly on the accessibility of the very 3'-end of their binding sites, which might reflect a target site recognition mechanism in the RNA-induced silencing complex. We also show that the efficacy of miRNAs has a similar dependence on the accessibilities, but some miRNAs also show positive correlations between the efficacy and the accessibilities in broad regions downstream of their putative binding sites, which might imply that the downstream regions of the target sites are bound by other proteins that allow the miRNAs to implement their functions. We have also investigated the off-target effects of an siRNA as a potential RNAi therapeutic. We show that the off-target effects of the siRNA have similar correlations to the miRNA repression, indicating that they are caused by the same mechanism. AVAILABILITY The C++ source code of the Raccess software is available at http://www.ncrna.org/software/Raccess/ The microarray data on the measurements of the siRNA off-target effects are also available at the same site. CONTACT kiryu-h@k.u-tokyo.ac.jp
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Affiliation(s)
- Hisanori Kiryu
- Department of Computational Biology, Faculty of Frontier Science, The University of Tokyo, Chiba 277-8561, Japan.
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Bernhart SH, Mückstein U, Hofacker IL. RNA Accessibility in cubic time. Algorithms Mol Biol 2011; 6:3. [PMID: 21388531 PMCID: PMC3063221 DOI: 10.1186/1748-7188-6-3] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2010] [Accepted: 03/09/2011] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND The accessibility of RNA binding motifs controls the efficacy of many biological processes. Examples are the binding of miRNA, siRNA or bacterial sRNA to their respective targets. Similarly, the accessibility of the Shine-Dalgarno sequence is essential for translation to start in prokaryotes. Furthermore, many classes of RNA binding proteins require the binding site to be single-stranded. RESULTS We introduce a way to compute the accessibility of all intervals within an RNA sequence in (n3) time. This improves on previous implementations where only intervals of one defined length were computed in the same time. While the algorithm is in the same efficiency class as sampling approaches, the results, especially if the probabilities get small, are much more exact. CONCLUSIONS Our algorithm significantly speeds up methods for the prediction of RNA-RNA interactions and other applications that require the accessibility of RNA molecules. The algorithm is already available in the program RNAplfold of the ViennaRNA package.
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Abstract
The discovery of RNA interference (RNAi) generated considerable interest in developing short interfering RNAs (siRNAs) for understanding basic biology and as the active agents in a new variety of therapeutics. Early studies showed that selecting an active siRNA was not as straightforward as simply picking a sequence on the target mRNA and synthesizing the siRNA complementary to that sequence. As interest in applying RNAi has increased, the methods for identifying active siRNA sequences have evolved from focusing on the simplicity of synthesis and purification, to identifying preferred target sequences and secondary structures, to predicting the thermodynamic stability of the siRNA. As more specific details of the RNAi mechanism have been defined, these have been incorporated into more complex siRNA selection algorithms, increasing the reliability of selecting active siRNAs against a single target. Ultimately, design of the best siRNA therapeutics will require design of the siRNA itself, in addition to design of the vehicle and other components necessary for it to function in vivo. In this minireview, we summarize the evolution of siRNA selection techniques with a particular focus on one issue of current importance to the field, how best to identify those siRNA sequences likely to have high activity. Approaches to designing active siRNAs through chemical and structural modifications will also be highlighted. As the understanding of how to control the activity and specificity of siRNAs improves, the potential utility of siRNAs as human therapeutics will concomitantly grow.
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Affiliation(s)
- S Patrick Walton
- Department of Chemical Engineering and Materials Science, Michigan State University, East Lansing, MI 48824-1226, USA.
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48
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Abstract
Consecutive GU pairs at the ends of RNA helices provide significant thermodynamic stability between -1.0 and -3.8 kcal/mol at 37 °C, which is equivalent to approximately 2 orders of magnitude in the value of a binding constant. The thermodynamic stabilities of GU pairs depend on the sequence, stacking orientation, and position in the helix. In contrast to GU pairs in the middle of a helix that may be destabilizing, all consecutive terminal GU pairs contribute favorable thermodynamic stability. This work presents measured thermodynamic stabilities for 30 duplexes containing two, three, or four consecutive GU pairs at the ends of RNA helices and a model to predict the thermodynamic stabilities of terminal GU pairs. Imino proton NMR spectra show that the terminal GU nucleotides form hydrogen-bonded pairs. Different orientations of terminal GU pairs can have different conformations with equivalent thermodynamic stabilities. These new data and prediction model will help improve RNA secondary structure prediction, identification of miRNA target sequences with GU pairs, and efforts to understand the fundamental physical forces directing RNA structure and energetics.
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Affiliation(s)
- Mai-Thao Nguyen
- Department of Chemistry and Biochemistry and Department of Botany and Microbiology, University of Oklahoma, 101 Stephenson Parkway, Norman, Oklahoma 73019, United States
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49
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Liang R, Kierzek E, Kierzek R, Turner DH. Comparisons between chemical mapping and binding to isoenergetic oligonucleotide microarrays reveal unexpected patterns of binding to the Bacillus subtilis RNase P RNA specificity domain. Biochemistry 2010; 49:8155-68. [PMID: 20557101 PMCID: PMC2938832 DOI: 10.1021/bi100286n] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2010] [Revised: 06/16/2010] [Indexed: 11/29/2022]
Abstract
Microarrays with isoenergetic pentamer and hexamer 2'-O-methyl oligonucleotide probes with LNA (locked nucleic acid) and 2,6-diaminopurine substitutions were used to probe the binding sites on the RNase P RNA specificity domain of Bacillus subtilis. Unexpected binding patterns were revealed. Because of their enhanced binding free energies, isoenergetic probes can break short duplexes, merge adjacent loops, and/or induce refolding. This suggests new approaches to the rational design of short oligonucleotide therapeutics but limits the utility of microarrays for providing constraints for RNA structure determination. The microarray results are compared to results from chemical mapping experiments, which do provide constraints. Results from both types of experiments indicate that the RNase P RNA folds similarly in 1 M Na(+) and 10 mM Mg(2+).
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Affiliation(s)
- Ruiting Liang
- Department of Chemistry, University of Rochester, Rochester, New York 14627
| | - Elzbieta Kierzek
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, 60-714 Poznan, Noskowskiego 12/14, Poland
| | - Ryszard Kierzek
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, 60-714 Poznan, Noskowskiego 12/14, Poland
| | - Douglas H. Turner
- Department of Chemistry, University of Rochester, Rochester, New York 14627
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50
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Abstract
RNA interference, mediated by small interfering RNAs (siRNAs), is a powerful tool for investigation of gene functions and it is increasingly being used as a therapeutic agent. However, not all siRNAs are equally potent - although simple rules for the selection of good siRNAs were proposed early on, siRNAs are still plagued with widely fluctuating efficiency. Recently, new design tools that incorporate both the structural features of the targeted RNAs and the sequence features of the siRNAs have substantially improved the efficacy of siRNAs. In this chapter, we present the algorithms behind these accessibility-aided tools and show how to design efficient siRNAs with their help.
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Affiliation(s)
- Ivo L Hofacker
- Institute for Theoretical Chemistry, University Vienna, Vienna, Austria
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