FBB
FBB computes a Bayesian lower bound on the probability that an RNA-seq read alignment is correct by integrating per-base quality scores from SAM-formatted aligners.
Key Features:
- Probabilistic Integration: Calculates a lower bound on the probability of correct alignment for any fast RNA-seq aligner that generates SAM files by leveraging read quality scores.
- Bayesian Bound Calculation: Implements two theorems that enable efficient computation of the Bayesian bound and that under specific conditions yield exact equality.
- Comparative Analysis: Maps aligner command options to standardized FBB reference values to enable comparison across different aligners using a consistent metric.
- Strand-Specific Evaluation: Performs error analysis for stranded paired read RNA-seq data, incorporating pair distance and strand-specific alignment error metrics.
- Broad Applicability: Has been evaluated with multiple RNA-seq aligners, including Bowtie, Bowtie 2, SHRiMP2, Soap 2, and Novoalign.
Scientific Applications:
- Alignment Quality Assessment: Provides a probabilistic measure to assess the likelihood that individual alignments are correct using per-base quality scores.
- Aligner Comparison and Calibration: Supplies a standardized reference for comparing and calibrating different RNA-seq aligners and their command options.
- Strand- and Distance-Specific Error Analysis: Enables analysis of strand-specific alignment errors and error dependence on paired-read distances in stranded paired read RNA-seq data.
Methodology:
Computes a lower bound on alignment correctness probability using per-base quality scores from SAM files; applies two theorems to efficiently compute the Bayesian bound (with exact equality under specified conditions); maps aligner command options to FBB reference values for comparative analysis; analyzes stranded paired read RNA-seq data using pair-distance and strand-specific error metrics.
Topics
Details
- License:
- Unlicense
- Maturity:
- Mature
- Cost:
- Free of charge
- Tool Type:
- command-line tool
- Operating Systems:
- Linux, Mac
- Programming Languages:
- C++
- Added:
- 7/8/2019
- Last Updated:
- 11/24/2024
Operations
Publications
Rodriguez-Lujan I, Hasty J, Huerta R. FBB: a fast Bayesian-bound tool to calibrate RNA-seq aligners. Bioinformatics. 2016;33(2):210-218. doi:10.1093/bioinformatics/btw608. PMID:27663496.