RADAR
RADAR annotates and prioritizes genetic variants in the post-transcriptional regulome of RNA-binding proteins (RBPs) to assess their potential functional impact using ENCODE-RBP and integrated genomic features.
Key Features:
- ENCODE-RBP integration: Integrates ENCODE-RBP experimental data for RBP binding and regulome mapping.
- Conservation metrics: Evaluates sequence conservation to inform variant impact.
- RNA structure analysis: Assesses RNA secondary-structure features at variant sites.
- Network centrality metrics: Computes network centrality measures to prioritize variants affecting central RBP-regulatory nodes.
- Motif recognition: Detects RBP-binding motif occurrences overlapping variants.
- Overall impact scoring: Synthesizes multiple feature scores into a single variant impact score.
- Tissue-specific analysis: Incorporates tissue-specific inputs to refine variant relevance.
- Somatic and germline variant identification: Identifies and scores both somatic and germline variants for RBP-function dysregulation.
Scientific Applications:
- Disease research: Pinpoints variants linked to RBP dysfunction to study molecular mechanisms in diseases including cancer.
- Variant prioritization: Ranks variants by predicted post-transcriptional impact to prioritize candidates for functional validation.
Methodology:
Integrates ENCODE-RBP experimental datasets and applies computational analyses of sequence conservation, RNA structural features, network centrality metrics, and RBP-motif occurrences, then combines these features with tissue-specific information to compute an overall impact score per variant.
Topics
Details
- Programming Languages:
- Python
- Added:
- 1/18/2021
- Last Updated:
- 2/3/2021
Operations
Publications
Zhang J, Liu J, Lee D, Feng J, Lochovsky L, Lou S, Rutenberg-Schoenberg M, Gerstein M. RADAR: annotation and prioritization of variants in the post-transcriptional regulome of RNA-binding proteins. Genome Biology. 2020;21(1). doi:10.1186/s13059-020-01979-4. PMID:32727537. PMCID:PMC7391703.