has specified data input has specified data output implements has format specification is executed in data item data format specification LMGene LMGene package for analysis of microarray data using a linear model and glog data transformation in the R statistical package Nandini Badarinarayan http://bioconductor.org/packages/2.4/bioc/html/LMGene.html R data frame Gene expression dataset Linear modelling R software data normalization