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regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution
- Source :
- Human Genetics
- Publication Year :
- 2017
- Publisher :
- Springer Science and Business Media LLC, 2017.
-
Abstract
- While synonymous single-nucleotide variants (sSNVs) have largely been unstudied, since they do not alter protein sequence, mounting evidence suggests that they may affect RNA conformation, splicing, and the stability of nascent-mRNAs to promote various diseases. Accurately prioritizing deleterious sSNVs from a pool of neutral ones can significantly improve our ability of selecting functional genetic variants identified from various genome-sequencing projects, and, therefore, advance our understanding of disease etiology. In this study, we develop a computational algorithm to prioritize sSNVs based on their impact on mRNA splicing and protein function. In addition to genomic features that potentially affect splicing regulation, our proposed algorithm also includes dozens structural features that characterize the functions of alternatively spliced exons on protein function. Our systematical evaluation on thousands of sSNVs suggests that several structural features, including intrinsic disorder protein scores, solvent accessible surface areas, protein secondary structures, and known and predicted protein family domains, show significant differences between disease-causing and neutral sSNVs. Our result suggests that the protein structure features offer an added dimension of information while distinguishing disease-causing and neutral synonymous variants. The inclusion of structural features increases the predictive accuracy for functional sSNV prioritization. Electronic supplementary material The online version of this article (doi:10.1007/s00439-017-1783-x) contains supplementary material, which is available to authorized users.
- Subjects :
- Male
0301 basic medicine
Protein family
RNA Splicing
Computational biology
Biology
Polymorphism, Single Nucleotide
03 medical and health sciences
Exon
Protein sequencing
Protein structure
Genetics
Humans
Genetics(clinical)
Genetics (clinical)
Original Investigation
Models, Genetic
RNA Conformation
Genetic Diseases, Inborn
Position weight matrix
Human genetics
030104 developmental biology
RNA splicing
Female
Algorithms
Subjects
Details
- ISSN :
- 14321203 and 03406717
- Volume :
- 136
- Database :
- OpenAIRE
- Journal :
- Human Genetics
- Accession number :
- edsair.doi.dedup.....a6f4afad36e1c6a17ca15aeb420973e2