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
Source: http://bioconductor.org/packages/release/bioc/src/contrib/DeconRNASeq_1.40.0.tar.gz
Documentation: http://bioconductor.org/packages/release/bioc/manuals/DeconRNASeq/man/DeconRNASeq.pdf
Home page: http://bioconductor.org/packages/release/bioc/html/DeconRNASeq.html
Links: http://bioconductor.org/packages/release/bioc/vignettes/DeconRNASeq/inst/doc/DeconRNASeq.pdf
< Back to DB search