There are Arduino shields for just this sort of thing ... And before we knew it, there was a toy synthesizer sitting on the table: Having previously dabbled with the PIC32 using Microchip ...
[Gr4yhound] has been rocking out on his recently completed synth guitar. The guitar was built mostly from scratch using an Arduino, some harvested drum pads, and some ribbon potentiometers.