There is very little publication where functional characterization(cloning, overexpression, silencing, etc.) of genes identified through GWAS has been performed. However, most of the publications on functional characterization are on genes identified through transcriptome. Why is this? I doubt whether there is any usefulness of GWAS on crop improvement or not? if yes then give me some successful publication examples?