The rear derailleur, the chain length are important.

Have you tried out a gearing calculator? This is an oldie, but its what I use: Sheldon Brown's Bicycle Gear Calculator
That will let you know if the change is enough to make a difference.

The chainline may change a big so you may have to adjust the front derailleur too.