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Long-reads-based Alternative Splicing Estimation and Recognition

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LASER

Long-reads-based Alternative Splicing Estimation and Recognition

GitHub release (latest SemVer) Maintained? Install Downloads GitHub DOI

LASER determines the regulatory connections between exons, 5' ends, and 3' ends by analyzing every read as a complete transcript and using multinomial testing to evaluate the frequency of co-occurrence among these features.

Installation

install.packages("devtools")
devtools::install_github("hilgers-lab/LASER", build = TRUE, build_vignettes = FALSE)

Input files

  • Genome Alignment bam files minimap2 using parameters minimap2 -ax splice -u f annotation/genome.fa long_read.fastq.gz | samtools sort -@ 4 -o output.bam - samtools index output.bam
  • Reference annotation in gtf format. Example file here
  • Short read sequencing SJ.out files STAR. Example file in here. We recommend to pull SJ.out into a single SJ.out from many experiments and filter by min counts.

Usage

A step by step guide for data processing and identification of exon-couplings can be found here.

library(LASER)
vignette("LASER")

Release

Initial Release 0.1.0

Release date: 12th May 2023 This release corresponds to the LASER version used by Alfonso-Gonzalez et al. 2023

Contact

Developer Carlos Alfonso-Gonzalez. For questions or feedback you can contact:

[email protected]