Dear ALL,
i have preprossed and normalized 10 CEL files, which include one control sample group and 4 biological substances, each constisted of two biological replicates. My phenoData object is the following:
Data(normalized2)
condition replicate
dataset_603.dat Control 1
dataset_604.dat Control 2
dataset_605.dat Substance1 1
dataset_606.dat Substance1 2
dataset_607.dat Substance2 1
dataset_608.dat Substance2 2
dataset_609.dat Substance3 1
dataset_610.dat Substance3 2
dataset_611.dat Substance4 1
dataset_612.dat Substance4 2
Due to the obvious limitation of replicates, im considering of performing rank products for the comparizon of each substance to the control(i.e. 3 different treatments vs control) to see if i could find any DE genes in every treatment. Moreover, as the argument cl of the function RP needs a vector for the two classes of comparison(0 for control and 1 for case group), i would like to ask if it is possible to perform a paired analysis for each treatment, in a way that each substance matches to its biological replicate(i.e Substance1 vs Control 1 and Substance2 vs Control2 for the Substance 1 vs Control). Any possible ideas or help ??
Thank you in advance !!!