How can I plot complex bipartite graph?

I need to represent a bi-partite graph in a Granger-causal analysis. Hence I need to plot nodes with labels and vertices, displayed into two separate layers, something similar to the figure attached. I have tried with "gplot", but I was looking for something more elaborated.