The story
Traced back to shanks-nag, 1758; The expression -- believed to be Scottish in origin (i.e. shanks-naig 1774), refers to the use of shank to refer to the part of the human leg between the knee and ankle.
Etymology from Wiktionary, CC BY-SA 4.0.