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FILER: a framework for harmonizing and querying large-scale functional genomics knowledge
NAR Genomics and Bioinformatics
|January 20, 2022
Summary
FILER provides a scalable framework for querying diverse functional genomics data. This integrated repository streamlines access to over 50,000 harmonized datasets, enhancing reproducible genomic research.
Area of Science:
- Genomics
- Bioinformatics
- Data Science
Background:
- High-throughput genomic analysis requires querying and integrating heterogeneous data from various sources.
- Data complexity arises from diverse experimental assays, biological contexts, and file formats, hindering efficient analysis.
Purpose of the Study:
- To introduce FILER (FunctIonaL gEnomics Repository), a framework designed to overcome challenges in querying large-scale functional genomics and annotation data.
- To provide a unified, scalable interface for accessing and analyzing harmonized genomic datasets.
Main Methods:
- Developed FILER, a framework integrating over 50,000 harmonized genomic datasets from more than 20 sources.
- Implemented a scalable genomic search and querying interface supporting GRCh37/hg19 and GRCh38/hg38.
- Benchmarked FILER's scalability by querying 7 x 10^9 hg19 records, demonstrating sub-linear query time increase with a 1000-fold query volume increase.
Main Results:
- FILER offers streamlined access to >50,000 harmonized datasets across >20 sources, >1100 tissues/cell types, and >20 experimental assays.
- The framework supports querying >17 billion genomic records for both GRCh37/hg19 and GRCh38/hg38.
- Performance benchmarks confirm FILER's high scalability, with query times increasing sub-linearly as query volume grows.
Conclusions:
- FILER facilitates reproducible research by simplifying the integration and querying of large-scale genomic data.
- The framework's scalability and comprehensive data integration streamline complex genomic and genetic analytical workflows.
- FILER is available for cloud or local deployment, enabling integration with custom bioinformatics pipelines.
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