I am analyzing a RNA-seq data set. It has been processed to remove technical variants, thus unlike raw RPKM values that start form 0, it contains some negative values. I am reluctant to add a constant so that every values is positive, then I could perform log transformation. Is there any other ways to transform the highly skewed distribution to standard normal distribution. I am a newbie in statistics.
Thanks in advance