This pilot clinical trial studies low-dose acetylsalicylic acid in treating patients with stage I-III non-small cell lung cancer. Studying samples of urine and blood from patients with cancer in the laboratory may help doctors learn more about changes in biomarkers that occur during treatment with acetylsalicylic acid