This study will enroll adults who are admitted to the hospital due to severe COPD symptoms. Participants will be randomly assigned to receive either zileuton or placebo four times a day for up to 14 days. While in the hospital, lung function testing and urine collection will occur. Study visits will occur at Days 14 and 30, and will include lung function testing, a medical history review, and a study drug adverse effects review.