The N.C. Center for Missing Persons says Horton was found in Hillsville, Virginia.
He was believed to be suffering from dementia or some other cognitive impairment and may still be in the Chapel Hill area.
The 78-year-old was last seen going to a doctors appointment Thursday morning.
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