Accurate isoform discovery with IsoQuant using long reads
Andrey D. Prjibelski, Alla Mikheenko, Anoushka Joglekar, Alexander Smetanin, Julien Jarroux, Alla Lapidus, Hagen Tilgner
Abstract
Annotating newly sequenced genomes and determining alternative isoforms from long-read RNA data are complex and incompletely solved problems. Here we present IsoQuant-a computational tool using intron graphs that accurately reconstructs transcripts both with and without reference genome annotation. For novel transcript discovery, IsoQuant reduces the false-positive rate fivefold and 2.5-fold for Oxford Nanopore reference-based or reference-free mode, respectively. IsoQuant also improves performance for Pacific Biosciences data.
Topics & Concepts
Gene isoformComputational biologyFocus (optics)BiologyGeneticsGeneOpticsPhysicsNatural Language Processing TechniquesTopic ModelingGenomics and Phylogenetic Studies