Before revision:  Recently, possible effects of nonlinearity on graph characteristics have been demonstrated when using nonlinear measures such as mutual information instead of linear correlation.
After revision:  Recently, possible effects of nonlinearity on the graph-theoretical properties of such networks have been demonstrated when using nonlinear measures such as mutual information instead of linear correlation.