I had a mixed breed chihuahua when I was a preteen...She disappeared one day when I came down with the flu and was bedridden...Years later when my Mom was in assisted living she confided in me that my dad, in her exact words, "Took that dog off somewhere and dumped it."...Happy Father's Day, Dad...
I suspect many "runaway" dogs actually meet that same fate.