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  • Ben Langmead
    Senior Member
    • Sep 2008
    • 200

    #1

    Flexible isoform-level differential expression analysis with Ballgown

    Hi all,

    On behalf of myself and co-authors (Alyssa Frazee and Jeff Leek in particular), I wanted to call people's attention to a preprint we just published describing Ballgown:

    We have built a statistical package called Ballgown for estimating differential expression of genes, transcripts, or exons from RNA sequencing experiments. Ballgown is designed to work with the popular Cufflinks transcript assembly software and uses well-motivated statistical methods to provide estimates of changes in expression. It permits statistical analysis at the transcript level for a wide variety of experimental designs, allows adjustment for confounders, and handles studies with continuous covariates. Ballgown provides improved statistical significance estimates as compared to the Cuffdiff2 differential expression tool included with Cufflinks . We demonstrate the flexibility of the Ballgown package by re-analyzing 667 samples from the GEUVADIS study to identify transcript-level eQTLs and identify non-linear artifacts in transcript data. Our package is freely available from:


    Abstract:

    We have built a statistical package called Ballgown for estimating differential expression of genes, transcripts, or exons from RNA sequencing experiments. Ballgown is designed to work with the popular Cufflinks transcript assembly software and uses well-motivated statistical methods to provide estimates of changes in expression. It permits statistical analysis at the transcript level for a wide variety of experimental designs, allows adjustment for confounders, and handles studies with continuous covariates. Ballgown provides improved statistical significance estimates as compared to the Cuffdiff differential expression tool included with Cufflinks. We demonstrate the flexibility of the Ballgown package by re-analyzing 667 samples from the GEUVADIS study to identify transcript-level eQTLs and identify non-linear artifacts in transcript data. Our package is freely available from:

    Bioconductor package "ballgown", devel version. Isoform-level differential expression analysis in R. - alyssafrazee/ballgown


    Could make your much life easier if you spend a lot of time interpreting output from Cufflinks.

    Best,
    Ben

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