These markers reflect a pro-inflammatory phenotype (IL-6 and IL-8), endothelial dysfunction (Angpt-2), alveolar epithelial injury (SP-D), and soluble u-PAR is known to drive renal injury. This evidence concerns the gene IL6 and endothelial dysfunction.