In women developing AKI, in addition to a number of collagen fragments, urinary peptides derived from inflammatory proteins (SPP1/osteopontin) or reflected pro-inflammatory kidney-specific changes (uromodulin/Tamm–Horsfall protein) were significantly more abundant than in men (Fig. 2). This evidence concerns the gene UMOD and acute kidney injury.