PPARG and Sepsis: Machine learning algorithms pinpointed three key diagnostic genes for sepsis: ABCC1, CYP1B1, and PPARG. Validation in an independent cohort (area under the receiver operating characteristic curve = 0.93) and the lung-derived organoid model confirmed their relevance.