DeconRNASeq

DeconRNASeq is an R package for deconvolution of heterogeneous tissues based on mRNA-Seq data. The package employs a globally optimized non-negative decomposition algorithm through quadratic programming to estimate the mixing proportions of distinctive tissue types in next-generation sequencing data. The efficacy of DeconRNASeq was demonstrated using mRNA-Seq data mixed in silico at known concentrations and various benchmark data, with high correlation between predicted cell proportions and real fractions of tissues.

Topic

RNA

Detail

  • Operation: RNA-Seq analysis

  • Software interface: Command-line user interface;Library

  • Language: R

  • License: GNU General Public License, version 2

  • Cost: Free

  • Version name: 1.40.0

  • Credit: NIBR Education Office, via a Presidential Postdoctoral Fellowship.

  • Input: -

  • Output: -

  • Contact: Ting Gong tinggong@gmail.com, Joseph D. Szustakowski joseph.szustakowski@novartis.com

  • Collection: -

  • Maturity: Stable

Publications

  • DeconRNASeq: a statistical framework for deconvolution of heterogeneous tissue samples based on mRNA-Seq data.
  • Gong T and Szustakowski JD. DeconRNASeq: a statistical framework for deconvolution of heterogeneous tissue samples based on mRNA-Seq data. DeconRNASeq: a statistical framework for deconvolution of heterogeneous tissue samples based on mRNA-Seq data. 2013; 29:1083-5. doi: 10.1093/bioinformatics/btt090
  • https://doi.org/10.1093/bioinformatics/btt090
  • PMID: 23428642
  • PMC: -

Download and documentation


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