The present invention concerns methods and compositions involving inhibitors of Pre-B Cell Colony Enhancing Factor (PBEF) for inflammatory conditions and diseases, including acute lung injury (ALI), ventilator-induced lung injury (VILI), and acute respiratory distress syndrome (ARDS). The present invention also concerns biomarkers for inflammation as well as methods for screening for PBEF inhibitors.