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intePareto: an R package for integrative analyses of RNA-Seq and ChIP-Seq data

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  • معلومة اضافية
    • بيانات النشر:
      BMC, 2020.
    • الموضوع:
      2020
    • Collection:
      LCC:Biotechnology
      LCC:Genetics
    • نبذة مختصرة :
      Abstract Background RNA-Seq, the high-throughput sequencing (HT-Seq) of mRNAs, has become an essential tool for characterizing gene expression differences between different cell types and conditions. Gene expression is regulated by several mechanisms, including epigenetically by post-translational histone modifications which can be assessed by ChIP-Seq (Chromatin Immuno-Precipitation Sequencing). As more and more biological samples are analyzed by the combination of ChIP-Seq and RNA-Seq, the integrated analysis of the corresponding data sets becomes, theoretically, a unique option to study gene regulation. However, technically such analyses are still in their infancy. Results Here we introduce intePareto, a computational tool for the integrative analysis of RNA-Seq and ChIP-Seq data. With intePareto we match RNA-Seq and ChIP-Seq data at the level of genes, perform differential expression analysis between biological conditions, and prioritize genes with consistent changes in RNA-Seq and ChIP-Seq data using Pareto optimization. Conclusion intePareto facilitates comprehensive understanding of high dimensional transcriptomic and epigenomic data. Its superiority to a naive differential gene expression analysis with RNA-Seq and available integrative approach is demonstrated by analyzing a public dataset.
    • File Description:
      electronic resource
    • ISSN:
      1471-2164
    • Relation:
      https://doaj.org/toc/1471-2164
    • الرقم المعرف:
      10.1186/s12864-020-07205-6
    • الرقم المعرف:
      edsdoj.40c9a45b756b47a4955ea8ce77a2a5d3