find-tfbs
find-tfbs identifies transcription factor binding sites altered by non-coding variants by scanning open chromatin maps and phased whole-genome sequences (WGS) to prioritize variants that disrupt or create transcription factor binding sites (TFBS) and associate them with complex human traits.
Key Features:
- Efficient scanning of phased WGS: Scans phased whole-genome sequences in large cohorts to identify and count TFBS within regulatory sequences.
- Association testing for functional variants: Uses TFBS counts and variant information in association testing frameworks to prioritize putatively functional non-coding variants linked to traits or diseases.
- Application to large cohorts: Demonstrated on the NHLBI Trans-Omics for Precision Medicine (TOPMed) WGS dataset and scalable to cohorts up to 44,709 individuals.
- Discovery of significant associations: Identified over 2,000 associations with p-values < 1×10⁻⁹ related to hematological traits, highlighting specific blood cell types, transcription factors, and causal genes with overlap to GWAS signals.
- Computational efficiency and robustness: Implements a computational approach capable of rapid identification of non-coding variants affecting TFBS across multiple human phenotypes in very large datasets.
Scientific Applications:
- Genomic research: Enables exploration of the genetic architecture of complex traits by focusing on regulatory sequence variation and TFBS alterations.
- Disease association studies: Identifies putatively functional non-coding variants contributing to disease mechanisms, exemplified by hematological trait associations.
- Transcriptional regulation analysis: Facilitates identification of TFBS changes that can inform gene regulation networks and causal gene prioritization.
Methodology:
Scan phased WGS for regulatory sequences containing TFBS, count TFBS occurrences per sequence, and use these counts in association testing frameworks to link non-coding variants with phenotypic traits or diseases.
Topics
Details
- License:
- GPL-3.0
- Tool Type:
- command-line tool
- Programming Languages:
- Python
- Added:
- 1/18/2021
- Last Updated:
- 3/11/2021
Operations
Publications
de Bellefon SM, Thibord F, Auer PL, Blangero J, Coban-Akdemir ZH, Floyd JS, Fornage M, Johnsen JM, Lange LA, Lewis JP, Mathias RA, McHugh CP, Moon J, Reiner AP, Stilp AM, Lettre G. find-tfbs: a tool to identify functional non-coding variants associated with complex human traits using open chromatin maps and phased whole-genome sequences. Unknown Journal. 2020. doi:10.1101/2020.11.23.394296.