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Updated: Nov 2, 2025

Targeted Next-generation Sequencing and Bioinformatics Pipeline to Evaluate Genetic Determinants of Constitutional Disease
Published on: April 4, 2018
Known sequence features can explain half of all human gene ends
Aleksei Shkurin1, Timothy R Hughes1
1Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada.
The five core sequence elements are sufficient to identify the ends of 41% of human genes. Including RNA-binding motifs increases prediction accuracy to 49%, highlighting their role in gene regulation.
Area of Science:
- Molecular Biology
- Genomics
- Bioinformatics
Background:
- Cleavage and polyadenylation (CPA) sites are crucial for defining eukaryotic gene termination.
- Key sequence elements (UGUA, PAS, U-rich, CA/UA, DSEs) are known to be involved in CPA site recognition.
- The sufficiency of these elements and the role of other factors in delineating CPA sites remain unclear.
Purpose of the Study:
- To investigate the sufficiency of known sequence features in predicting constitutive cleavage and polyadenylation sites.
- To determine the contribution of individual sequence elements and RNA-binding proteins (RBPs) in CPA site definition.
- To assess the predictive power of established features for human gene end identification.
Main Methods:
- Utilized standard discriminative models to analyze sequence features.
- Evaluated models based on the five primary CPA sequence elements.
- Incorporated U1-hybridizing sequences and known RBP RNA-binding motifs into the models.
Main Results:
- Models with only the five primary CPA sequence features accurately predicted constitutive CPA sites at gene ends for 41% of human genes.
- U1-hybridizing sequences offered a minor improvement in prediction performance.
- Adding known RBP RNA-binding motifs enhanced prediction accuracy to 49%, suggesting involvement of known and novel regulatory factors.
Conclusions:
- The five core sequence elements are highly effective in predicting constitutive CPA sites for a significant portion of human genes.
- RNA-binding proteins play a substantial role in refining CPA site selection and preventing cryptic site usage.
- This study demonstrates the strong predictive power of established features for identifying human gene ends, with potential for discovering new regulatory mechanisms.
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