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.

Links