24 research outputs found

    Estimating the Fraction of Non-Coding RNAs in Mammalian Transcriptomes

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    Recent studies of mammalian transcriptomes have identified numerous RNA transcripts that do not code for proteins; their identity, however, is largely unknown. Here we explore an approach based on sequence randomness patterns to discern different RNA classes. The relative z-score we use helps identify the known ncRNA class from the genome, intergene and intron classes. This leads us to a fractional ncRNA measure of putative ncRNA datasets which we model as a mixture of genuine ncRNAs and other transcripts derived from genomic, intergenic and intronic sequences. We use this model to analyze six representative datasets identified by the FANTOM3 project and two computational approaches based on comparative analysis (RNAz and EvoFold). Our analysis suggests fewer ncRNAs than estimated by DNA sequencing and comparative analysis, but the verity of our approach and its prediction requires more extensive experimental RNA data

    Dynamic Energy Landscapes of Riboswitches Help Interpret Conformational Rearrangements and Function

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    Riboswitches are RNAs that modulate gene expression by ligand-induced conformational changes. However, the way in which sequence dictates alternative folding pathways of gene regulation remains unclear. In this study, we compute energy landscapes, which describe the accessible secondary structures for a range of sequence lengths, to analyze the transcriptional process as a given sequence elongates to full length. In line with experimental evidence, we find that most riboswitch landscapes can be characterized by three broad classes as a function of sequence length in terms of the distribution and barrier type of the conformational clusters: low-barrier landscape with an ensemble of different conformations in equilibrium before encountering a substrate; barrier-free landscape in which a direct, dominant β€œdownhill” pathway to the minimum free energy structure is apparent; and a barrier-dominated landscape with two isolated conformational states, each associated with a different biological function. Sharing concepts with the β€œnew view” of protein folding energy landscapes, we term the three sequence ranges above as the sensing, downhill folding, and functional windows, respectively. We find that these energy landscape patterns are conserved in various riboswitch classes, though the order of the windows may vary. In fact, the order of the three windows suggests either kinetic or thermodynamic control of ligand binding. These findings help understand riboswitch structure/function relationships and open new avenues to riboswitch design

    Proposed folding pathways for the GEMM (a) and <i>moaA</i> (b) riboswitches.

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    <p>See <a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1002368#pcbi-1002368-g002" target="_blank">figure 2</a> caption for description of figure elements. For full description of energy landscape characteristics see <a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1002368#pcbi.1002368.s005" target="_blank">Figure S5</a>.</p

    Proposed folding pathway for the TPP riboswitches <i>tenA</i> (a) and <i>thiM</i> (b).

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    <p>Structures formed in the sensing windows are represented in red boxes; downhill folding window structures are found in blue boxes; and functional window structures are represented inside the green boxes. Double-head arrows represent structures that can interchange. Broken-line structural elements in downhill folding window (blue box) represent structural elements that would be coerced to form in the presence of ligand. Colored circles adjacent to structures are marked by their points on the respective energy landscape to the right. Yellow arrows represent the series of structures accessed in the presence of ligand. For all sequence lengths inside of a window, the energy landscape repeatedly displays similar patterns (see <a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1002368#s4" target="_blank">Materials and Methods</a>). The specific sequence length corresponding to the window shown is given following the length range. For full description of energy landscape characteristics see <a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1002368#pcbi.1002368.s005" target="_blank">Figure S5</a>.</p

    Proposed folding pathway for the S-adenosylmethionine (SAM) <i>metI</i> riboswitch.

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    <p>See <a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1002368#pcbi-1002368-g002" target="_blank">figure 2</a> caption for description of figure elements. For full description of energy landscape characteristics see <a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1002368#pcbi.1002368.s005" target="_blank">Figure S5</a>.</p

    Proposed folding pathway for the <i>pbuE</i> (a) and <i>xpt</i> (b) purine riboswitches.

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    <p>See <a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1002368#pcbi-1002368-g002" target="_blank">figure 2</a> caption for description of figure elements. For full description of energy landscape characteristics see <a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1002368#pcbi.1002368.s005" target="_blank">Figure S5</a>.</p

    Riboswitch classes in present study.

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    <p>Thermodynamic and kinetic control of ligand binding is defined in the Introduction. Briefly, if the time required for equilibrium between ligand and aptamer is equal to or less than the amount of time it takes for the RNA to be fully transcribed, the switch will approximate thermodynamic (equilibrium) control. However, if the time required for RNA-ligand equilibrium is long, the switch is under kinetic control.</p><p>*K<sub>D</sub> values listed are for the aptamer sequence at 298K, but ranges depend on experimental conditions.</p>‑<p>Investigators proposed that these riboswitches could function under thermodynamic control if there were transcriptional pause sites of a couple seconds or changes from standard temperature.</p>Β§<p>These riboswitches are known to require pseudoknot interactions for activity.</p
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