Dataset Information

PUM2, a novel murine puf protein, and its consensus RNA-binding site.

ABSTRACT: Members of the Puf family of RNA-binding proteins from Drosophila, Caenorhabditis elegans, and Dictyostelium are known to function as translational repressors. To identify mammalian proteins that might regulate posttranscriptional gene expression, we have characterized a novel murine Puf protein, PUM2. Pum2 transcripts were expressed in all murine tissues examined, suggesting the gene influences processes common to many cell types. Like all Puf family members, PUM2 contains a C-terminal RNA-binding domain related to the Drosophila Pumilio homology domain (PUM-HD). Two features found in the amino-terminus of PUM2, regions rich in serine and glutamine/alanine-rich regions, were also identified in most Puf family members. RNA sequences capable of binding with high affinity (6.5 nM) to a 48-kDa recombinant protein containing the PUM2 PUM-HD were isolated by using an iterative amplification-selection protocol (SELEX). The consensus sequence [UGUANAUARNNNNBBBBSCCS] of the PUM2 binding element (PBE) is related to, but distinct from, the 3' end of the Drosophila Nanos response element. The characterization of PUM2 and potential RNA-binding site will assist efforts to assess the extent and mechanism by which mammalian genes are regulated at a posttranscriptional level.

SUBMITTER: White EK

PROVIDER: S-EPMC1370223 | biostudies-other | 2001 Dec

REPOSITORIES: biostudies-other

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PUM2, a novel murine puf protein, and its consensus RNA-binding site.

White E K EK Moore-Jarrett T T Ruley H E HE

RNA (New York, N.Y.) 20011201 12

Members of the Puf family of RNA-binding proteins from Drosophila, Caenorhabditis elegans, and Dictyostelium are known to function as translational repressors. To identify mammalian proteins that might regulate posttranscriptional gene expression, we have characterized a novel murine Puf protein, PUM2. Pum2 transcripts were expressed in all murine tissues examined, suggesting the gene influences processes common to many cell types. Like all Puf family members, PUM2 contains a C-terminal RNA-bind ...[more]

PMID: 11780640

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Project description:BackgroundCross-linking and immunoprecipitation followed by next-generation sequencing (CLIP-seq) is the state-of-the-art technique used to experimentally determine transcriptome-wide binding sites of RNA-binding proteins (RBPs). However, it relies on gene expression, which can be highly variable between conditions and thus cannot provide a complete picture of the RBP binding landscape. This creates a demand for computational methods to predict missing binding sites. Although there exist various methods using traditional machine learning and lately also deep learning, we encountered several problems: many of these are not well documented or maintained, making them difficult to install and use, or are not even available. In addition, there can be efficiency issues, as well as little flexibility regarding options or supported features.ResultsHere, we present RNAProt, an efficient and feature-rich computational RBP binding site prediction framework based on recurrent neural networks. We compare RNAProt with 1 traditional machine learning approach and 2 deep-learning methods, demonstrating its state-of-the-art predictive performance and better run time efficiency. We further show that its implemented visualizations capture known binding preferences and thus can help to understand what is learned. Since RNAProt supports various additional features (including user-defined features, which no other tool offers), we also present their influence on benchmark set performance. Finally, we show the benefits of incorporating additional features, specifically structure information, when learning the binding sites of an hairpin loop binding RBP.ConclusionsRNAProt provides a complete framework for RBP binding site predictions, from data set generation over model training to the evaluation of binding preferences and prediction. It offers state-of-the-art predictive performance, as well as superior run time efficiency, while at the same time supporting more features and input types than any other tool available so far. RNAProt is easy to install and use, comes with comprehensive documentation, and is accompanied by informative statistics and visualizations. All this makes RNAProt a valuable tool to apply in future RBP binding site research.

Dataset Information

PUM2, a novel murine puf protein, and its consensus RNA-binding site.

Publications

PUM2, a novel murine puf protein, and its consensus RNA-binding site.

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