Last time, we learned that your yoga mat may be messing with Earth's Zen. Today, we look at another staple of the American workout: tennis shoes.

Not the Chuck Taylor kind. The rubbery, cushy, pumped-up, neon kind that may or may not feature springs, air pockets, reflectors, retractable wheels and motion-sensitive lights.

Training for the New York City marathon in...