SAN DIEGO, Sept. 12 /PRNewswire-FirstCall/ -- Discovery Partners International, Inc. (Nasdaq: DPII - News) announced today that its stockholders approved the previously announced merger with Infinity Pharmaceuticals, Inc. at its special stockholders meeting held today. The transaction is expected to close before the open of trading on September 13, 2006.