Here is my thought.
Regardless the indexes, there is no difference, assuming we only have full table scans. But there will be a lot of difference in 2X2 and 4X1 joins when . The efficiency of the joins heavily depends on how to join your tables, and how you use indexes.
More input will be more than welcome.