Leonard, I don't have any information on James Patterson after he was reported as a deserter; but it is interesting to note that a John Patterson (who enlisted in the same company on the same date as James) deserted on the same day that James Patterson did.
This John Patterson was born c1845 in Newton County, Arkansas. Possibly a brother of James?