VADT
VADT detects allele-specific expression (ASE) from RNA-seq-derived single nucleotide polymorphisms (SNPs) by processing Variant Call Format (VCF) files and applying statistical tests to reveal cis-regulatory allelic imbalance in diploid organisms.
Key Features:
- VCF File Processing: Performs filtering on VCF files including exclusion of variants failing the FILTER column and retention of variants marked "PASS".
- RNA-seq-derived SNP handling: Operates on SNPs derived from RNA-seq data for ASE analysis in diploid organisms.
- Customizable Filtering Criteria: Allows user-defined exclusion of variants within a specified distance from indels, removal of multiallelic variants to retain biallelic SNPs, and application of a user-defined minimum quality score threshold.
- ASE Detection Methodology: Tests biallelic SNPs for allele-specific expression using a binomial test.
Scientific Applications:
- ASE analysis in broiler chicken tissues: Applied to breast muscle, abdominal fat, and liver from commercial broiler chickens (n = 68), with ~174,000 SNPs per tissue passing filters and ~24,000 SNPs (~14%) exhibiting ASE.
- Tissue-specific ASE detection: Identified that ~83% of ASE SNPs were specific to a single tissue and 3.7% of ASE SNPs were expressed across all three tissues.
- Comparative ASE gene overlap and pathway enrichment: Reported ASE gene overlap among all three tissues at 20.1% and enrichment of ASE genes in pathways including translation.
Methodology:
Processes VCFs of RNA-seq-derived SNPs by retaining variants with FILTER="PASS", excluding variants within a user-defined distance from indels, removing multiallelic variants, applying a user-defined minimum quality score, and testing biallelic SNPs for ASE using a binomial test.
Topics
Details
- License:
- MIT
- Tool Type:
- command-line tool, library
- Programming Languages:
- Python
- Added:
- 3/19/2021
- Last Updated:
- 7/7/2021
Operations
Publications
Tomlinson MJ, Polson SW, Qiu J, Lake JA, Lee W, Abasht B. Investigation of allele specific expression in various tissues of broiler chickens using the detection tool VADT. Scientific Reports. 2021;11(1). doi:10.1038/s41598-021-83459-8. PMID:33597613. PMCID:PMC7889858.