AI Article Synopsis

  • Long-read transcriptome sequencing (LRTS) helps analyze alternative splicing and needs flexible computational tools for its diverse workflow.
  • IsoTools is a new Python-based framework that allows for transcriptome reconstruction and quantification, incorporating methods for identifying alternative splicing and detecting differential events using a statistical approach.
  • IsoTools can be accessed on GitHub and PyPI, with documentation and tutorials available online to assist users.

Article Abstract

Motivation: Long-read transcriptome sequencing (LRTS) has the potential to enhance our understanding of alternative splicing and the complexity of this process requires the use of versatile computational tools, with the ability to accommodate various stages of the workflow with maximum flexibility.

Results: We introduce IsoTools, a Python-based LRTS analysis framework that offers a wide range of functionality for transcriptome reconstruction and quantification of transcripts. Furthermore, we integrate a graph-based method for identifying alternative splicing events and a statistical approach based on the beta-binomial distribution for detecting differential events. To demonstrate the effectiveness of our methods, we applied IsoTools to PacBio LRTS data of human hepatocytes treated with the histone deacetylase inhibitor valproic acid. Our results indicate that LRTS can provide valuable insights into alternative splicing, particularly in terms of complex and differential splicing patterns, in comparison to short-read RNA-seq.

Availability And Implementation: IsoTools is available on GitHub and PyPI, and its documentation, including tutorials, CLI, and API references, can be found at https://isotools.readthedocs.io/.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10287928PMC
http://dx.doi.org/10.1093/bioinformatics/btad364DOI Listing

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