Sprague was born in East Bridgewater, Massachusetts to Nathaniel Sprague, a shoemaker, and his wife, Betsey Sprague. He was a normal child who spent much time swimming. At 12 years, he began to lose weight quickly. His appetite was healthy. Sprague blamed the swimming for his weight loss, but doctors were puzzled.