Therefore, users can apply this package to any RNA-seq libraries using not only 8 ArrayControl spike-in molecules but also, for example, 92 ERCC spike-ins.
By applying this analysis package to all of the 338 genes in our database, we have highlighted, putative functional promoter SNPs.
We applied the packages eRm (Mair, Hatzinger, and Maier, 2013) and ltm (Rizopoulos, 2006) for fitting and evaluating the Rasch model and generating item information curves.
The aim for now is to apply this technology into packaging.
The pre-publication history for this paper can be accessed here: http://www.biomedcentral.com/1471-2288/12/174/prepub The authors appreciate the valuable help provided by Jouni Helske in applying the package KFAS.
The R/Bioconductor package "edgeR" applies this model to detect the differentially expressed genes in RNA-Seq data [ 28], where the mean of the Negative Binomial is rewritten as (μ i (k ) = L j (k ) ν i (k )) to adjust for the difference in sequencing depths across the samples.
For classification, the R package mlr [61] is applied using the package randomForest [62] for RFs and the package kernlab [63] for SVMs.
Even though it shows efficient ability of heat exchange, it is currently too large to be applied present package technology when it is integrated into a package.
Missing values for each probe were filled by applied R package 'impute' [ 49].
We applied the LIMMA package of the Bioconductor software suite [ 50] to the miRNA and the mRNA dataset, respectively.
