This phase II clinical trial studies how well soy isoflavones work in preventing head and neck cancer in patients with stage I-IV head and neck cancer undergoing surgery. Chemoprevention is the use of certain drugs to keep cancer from forming. The use of soy isoflavones may prevent head and neck cancer recurrence.