Southern Harmony, current edition, credits the tune to Leonard P. Breedlove.

The 1847 edition, in the one I found on the net, takes a long time to load and peruse. I gave up, perhaps others can run through it more rapidly.
The Trad Ballad Index gives the 1847 Southern Harmony as the starting point.