Oddly, there was a David P. Rice in the courthouse raid in Rome in 1864, but this fellow survived the war. There are 16 'unknowns' from that battle buried there too. Its all a bit of a mystery!
If he turns up in Tennessee in later on, I wouldn't be surprised. P