PAA-Protein_Array_Analyzer
The software tool "PAA-Protein_Array_Analyzer" is an R package designed for the flexible analysis of protein microarrays, focusing on biomarker discovery, particularly in ProtoArrays. It offers a comprehensive data analysis workflow encompassing preprocessing, quality control, and uni- and multivariate feature selection. The package provides various plots and results tables to present and evaluate analysis outcomes. A notable feature of PAA is its use of multivariate feature selection methods based on recursive feature elimination, such as SVM-recursive feature elimination (SVM-RFE), coupled with stability-ensuring strategies like ensemble feature selection.
Topic
Proteomics;Biomarkers;Microarray experiment
Detail
Operation: Differential protein expression analysis
Software interface: Command-line user interface,Library
Language: R,C++
License: The 3-Clause BSD License
Cost: Free
Version name: 1.36.0
Credit: P.U.R.E., a project of Nordrhein-Westfalen, a federal state of Germany, de.NBI, a project of the German Federal Ministry of Education and Research (BMBF).
Input: Raw microarray data, Text [TSV]
Output: ID list [TSV], Plot [PNG] [tiff]
Contact: Michael Turewicz michael.turewicz@rub.de, Martin Eisenacher martin.eisenacher@rub.de
Collection: -
Maturity: Mature
Publications
- PAA: an R/bioconductor package for biomarker discovery with protein microarrays.
- Turewicz M, et al. PAA: an R/bioconductor package for biomarker discovery with protein microarrays. PAA: an R/bioconductor package for biomarker discovery with protein microarrays. 2016; 32:1577-9. doi: 10.1093/bioinformatics/btw037
- https://doi.org/10.1093/bioinformatics/btw037
- PMID: 26803161
- PMC: PMC4866526
Download and documentation
Source: http://bioconductor.org/packages/src/contrib/PAA_1.36.0.tar.gz
Documentation: http://bioconductor.org/packages/manuals/PAA/man/PAA.pdf
Home page: http://bioconductor.org/packages/PAA/
Links: http://bioconductor.org/packages/vignettes/PAA/inst/doc/PAA_vignette.pdf
Links: http://bioconductor.org/packages/vignettes/PAA/inst/doc/PAA_vignette.R
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