The correct answer is:
The posterior humeral circumflex artery.

Previously the main blood supply was thought to be from the anterior humeral circumflex artery, but a 2010 study by Hettrich et al. published in @jbjs showed that 64% of the blood supply comes from the posterior humeral circumflex artery making it the main blood supply.