SCAN.UPC
Single-channel array normalization (SCAN) and Universal exPression Codes (UPC)
Bioconductor version: 3.23 · Package version: 2.54.0
SCAN is a microarray normalization method to facilitate personalized-medicine workflows. Rather than processing microarray samples as groups, which can introduce biases and present logistical challenges, SCAN normalizes each sample individually by modeling and removing probe- and array-specific background noise using only data from within each array. SCAN can be applied to one-channel (e.g., Affymetrix) or two-channel (e.g., Agilent) microarrays. The Universal exPression Codes (UPC) method is an extension of SCAN that estimates whether a given gene/transcript is active above background levels in a given sample. The UPC method can be applied to one-channel or two-channel microarrays as well as to RNA-Seq read counts. Because UPC values are represented on the same scale and have an identical interpretation for each platform, they can be used for cross-platform data integration.
Installation
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("SCAN.UPC") Details
| Maintainer | Stephen R. Piccolo <stephen_piccolo@byu.edu> |
| Author | Stephen R. Piccolo and Andrea H. Bild and W. Evan Johnson |
| License | MIT |
| URL | http://bioconductor.org, http://jlab.bu.edu/software/scan-upc |
| Downloads rank | 688 |
| Source branch | RELEASE_3_23 |
| biocViews | ImmunoOncology, Microarray, OneChannel, Preprocessing, RNASeq, Software, TwoChannel |
Documentation
Download
Follow the installation instructions to use this package in your R session.
| Source package | SCAN.UPC_2.54.0.tar.gz |
| Windows binary (x86_64) | SCAN.UPC_2.54.0.zip |
| macOS binary (arm64) | SCAN.UPC_2.54.0.tgz |
| macOS binary (x86_64) | SCAN.UPC_2.54.0.tgz |
Dependencies
Depends: R (>= 2.14.0), Biobase (>= 2.6.0), oligo, Biostrings, GEOquery, affy, affyio, foreach, sva
Imports: utils, methods, MASS, tools, IRanges
Suggests: pd.hg.u95a