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SuRFing the genomics wave: an R package for prioritising SNPs by functionality.
Niamh M Ryan1, Stewart W Morris1, David J Porteous2
1Centre for Genomic and Experimental Medicine, Institute of Genetics and Molecular Medicine, The University of Edinburgh, Western General Hospital, Crewe Road, Edinburgh, EH4 2XU UK.
This study introduces SuRFR, an R package to identify functional non-coding genetic variants by integrating functional annotation and biological knowledge. SuRFR offers a sensitive, specific, and user-friendly approach for prioritizing candidate functional variants.
Area of Science:
- Genetics
- Bioinformatics
Background:
- Identifying functional non-coding variants is a significant challenge in genetic research.
- Non-coding variants play crucial roles in gene regulation and disease etiology.
Purpose of the Study:
- To introduce SuRFR, an R package designed to prioritize candidate functional non-coding variants.
- To provide a robust tool that integrates functional annotation and biological knowledge for variant prioritization.
Main Methods:
- Development of the SuRFR R package.
- Integration of functional annotation data and prior biological knowledge.
- Benchmarking using a scalable dataset for model training and validation.
Main Results:
- SuRFR demonstrates high sensitivity and specificity in identifying functional variants.
- The package is modular, flexible, fast, and user-friendly.
- A widely applicable benchmarking dataset is provided.
Conclusions:
- SuRFR is an effective tool for prioritizing functional non-coding variants.
- The package facilitates genetic research by addressing a key unmet challenge.
- SuRFR offers a scalable and accessible solution for variant analysis.
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