Differences in wall thickness affect stiffness (bending resistance) in direct proportion: .120" wall is 33% more than .090", etc.
The vertical dimension is far and away the most important. 3" tall by 2" wide is 90% more rigid than 2" tall by 3" wide (47% stiffness is lost by rotating).