Wheeler was drafted with the 5th overall pick by the Phoenix Coyotes in the 2004 NHL Entry Draft. Wheeler and the Coyotes could not agree on a contract and he signed an entry-level contract with the Boston Bruins on July 1, 2008. On October 9, he scored played in his first NHL games and also scored his first NHL goal against Peter Budaj of the Colorado Avalanche.