The two Chechen brothers accused in the Boston Marathon bombing set about building American lives after coming to the U.S. about a decade ago.

Tamerlan Tsarnaev, 26 years old, became a successful Golden Gloves boxer. His younger brother, Dzhokhar, 19, was a nursing student and became an American citizen just last year, on Sept. 11.

But a close...