Through univariate and multivariate analyses to explore the relationship between the basic characteristics of the patients and ALI, we found that β-HB and TNF-α were independent risk factors for ALI (Table 1, Supplementary Table S1; Figure 1C). This evidence concerns the gene TNF and acute respiratory distress syndrome.