"Barefoot" running may be going the way of the caveman.

The much-hyped running style that had weekend warriors ditching sneakers to jog with little or nothing on their feet, as humans had for millennia before the advent of footwear, is falling out of favor.

Health claims that had helped drive the trend are coming under attack. Vibram,...