It doesn't matter how many nodes there are. It only matters how many levels of mixing separate the outputs.
The first people creating encryption algorithms thought that "mixing" bits or rearranging them as many was as possible was the best way to deal with cyphers. There are more clever ways like hiding.
DES was cracked very early on using your thought path. Triple AES still survives. Math trap doors and hiding are better.