For the first three steps of the tutorial (especially if you a newbie to R and RNA-seq data analyses), I recommend that you follow the YouTube Video in the link below ...
This guide shows how to reproduce the normalization technique used by The Cancer Genome Atlas (TCGA) to product the data labeled “illuminahiseq_rnaseqv2-RSEM_genes ...