In this prospective, blinded cohort study, we found that BNP levels did not reliably distinguish ALI/ARDS from cardiogenic causes of pulmonary edema despite efforts to exclude patients with possible overlapping conditions. This evidence concerns the gene NPPB and pulmonary edema.