Genewise density plots. Visual inspection of two merged data sets using gene-wise density plots. For the randomly selected MYL4 gene, density plots in each study are shown, colored by study. On the left the two data sets are merged without any transformation and on the right the two data sets are merged by using the COMBAT method. The genewise density plots show that after transformation the distribution is much more similar.