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Global or local? Predicting secondary structure and accessibility in mRNAs.

ABSTRACT: Determining the structural properties of mRNA is key to understanding vital post-transcriptional processes. As experimental data on mRNA structure are scarce, accurate structure prediction is required to characterize RNA regulatory mechanisms. Although various structure prediction approaches are available, it is often unclear which to choose and how to set their parameters. Furthermore, no standard measure to compare predictions of local structure exists. We assessed the performance of different methods using two types of data: transcriptome-wide enzymatic probing information and a large, curated set of cis-regulatory elements. To compare the approaches, we introduced structure accuracy, a measure that is applicable to both global and local methods. Our results showed that local folding was more accurate than the classic global approach. We investigated how the locality parameters, maximum base pair span and window size, influenced the prediction performance. A span of 150 provided a reasonable balance between maximizing the number of accurately predicted base pairs, while minimizing effects of incorrect long-range predictions. We characterized the error at artificial sequence ends, which we reduced by setting the window size sufficiently greater than the maximum span. Our method, LocalFold, diminished all border effects and produced the most robust performance.

SUBMITTER: Lange SJ

PROVIDER: S-EPMC3384308 | biostudies-literature | 2012 Jul

REPOSITORIES: biostudies-literature

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Global or local? Predicting secondary structure and accessibility in mRNAs.

Lange Sita J SJ Maticzka Daniel D Möhl Mathias M Gagnon Joshua N JN Brown Chris M CM Backofen Rolf R

Nucleic acids research 20120228 12

Determining the structural properties of mRNA is key to understanding vital post-transcriptional processes. As experimental data on mRNA structure are scarce, accurate structure prediction is required to characterize RNA regulatory mechanisms. Although various structure prediction approaches are available, it is often unclear which to choose and how to set their parameters. Furthermore, no standard measure to compare predictions of local structure exists. We assessed the performance of different ...[more]

PMID: 22373926

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Project description:In X-ray crystallographic analysis, the single-wavelength and multi-wavelength anomalous diffraction (SAD and MAD) methods have been widely used in order to solve the phase problem. Selenium-labelled methionine has been shown to be very effective for anomalous dispersion phasing, and at least one selenomethionine is required for every 100 amino acids. Some proteins, such as the Arabidopsis thaliana thylakoid lumen protein AtTLP18.3, can be overexpressed in an Escherichia coli system and high-quality protein crystals can be obtained. However, AtTLP18.3 contains no methionine residues, and site-directed mutagenesis was required in order to introduce methionine residues into the protein. A criterion for the mutated residues is that they should avoid affecting the structure and function. In this study, several leucine and isoleucine residues were selected for methionine substitution by combining secondary-structure and solvent-accessibility predictions. From the secondary-structure prediction, mutated residues were first determined in the coil or loop regions at the junction of two secondary structures. Since leucine and isoleucine residues are hydrophobic and are normally buried within the protein core, these residues should have a higher solvent-accessibility prediction so that they would be partially buried or exposed in the protein. In addition, five residues (Leu107, Leu202, Ile133, Leu128 and Ile159) of AtTLP18.3 were mutated to methionine residues. After overexpression and purification, only two single-mutant lines, L128M and I159M, could be crystallized. Finally, a double-mutation line of truncated AtTLP18.3 with L128M and I159M mutations was constructed. The structure of the double mutant AtTLP18.3 protein was resolved using the single-wavelength anomalous diffraction method at 2.6 Å resolution. The results indicated that a combination of secondary-structure and solvent-accessibility prediction for methionine substitution is a useful method in SAD and MAD phasing.

Dataset Information

Global or local? Predicting secondary structure and accessibility in mRNAs.

Publications

Global or local? Predicting secondary structure and accessibility in mRNAs.

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