A powerful nonparametric method for detecting differentially co-expressed genes: distance correlation screening and edge-count test.

Compared with some existing methods, the new method is more powerful in detecting nonlinear type of differential co-expressions. The distance correlation screening can greatly improve computational efficiency, facilitating its application to large data sets.