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Relative Abundance of Transcripts ( RATs): Identifying differential isoform abundance from RNA-seq.


ABSTRACT: The biological importance of changes in RNA expression is reflected by the wide variety of tools available to characterise these changes from RNA-seq data. Several tools exist for detecting differential transcript isoform usage (DTU) from aligned or assembled RNA-seq data, but few exist for DTU detection from alignment-free RNA-seq quantifications. We present the RATs, an R package that identifies DTU transcriptome-wide directly from transcript abundance estimates. RATs is unique in applying bootstrapping to estimate the reliability of detected DTU events and shows good performance at all replication levels (median false positive fraction < 0.05). We compare RATs to two existing DTU tools, DRIM-Seq & SUPPA2, using two publicly available simulated RNA-seq datasets and a published human RNA-

SUBMITTER: Froussios K 

PROVIDER: S-EPMC6426083 | biostudies-literature | 2019

REPOSITORIES: biostudies-literature

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