SPP1 and endothelial dysfunction: These mechanisms of immune suppression and anti-inflammatory action may provide direct and clear protective effects in the pathogenesis of ED, particularly in preventing endothelial dysfunction and vascular damage caused by inflammation (Porrata et al., 2024; Filliol et al., 2017) In contrast, SPP1 is actively involved in extracellular matrix remodeling and inflammatory responses.