BACKGROUND: Acute pulmonary failure during remission induction therapy is a serious complication in patients with acute myeloid leukemia (AML). To the authors' knowledge, the course and prognosis of such patients is not well known. METHODS: A total of 1541 patients referred for remission induction chemotherapy of AML or high-risk myelodysplastic syndrome were retrospectively reviewed. RESULTS: A total of 120 (8%) patients developed acute pulmonary failure within 2 weeks of the initiation of chemotherapy; 87 of these patients (73%) died during remission induction, whereas 17 (14%) achieved a complete response. The median survival among the 120 patients with early acute pulmonary failure was 3 weeks. Predictive factors for the development of early acute pulmonary failure by multivariate analysis were: male sex (P ¼ .00038), acute promyelocytic leukemia (P ¼ .00003), poor performance status (P ¼ .001), lung infiltrates at diagnosis (P ¼ .000001), and increased creatinine (P ¼ .000005). Patients who had 0 to 1, 2, 3, or 4 to 5 adverse factors were found to have estimated predictive incidences of acute pulmonary failure of 3%, 13%, 23%, and 34%, respectively. CONCLUSIONS: Preventive approaches at the start of induction therapy in patients at high risk of pulmonary failure may improve the outcome of these patients. Cancer 2010;116: 93-7.