SPP1 and lobular neoplasia: For example, the concurrent elevation of adhesion molecules (ALCAM and VCAM1) alongside pro-inflammatory cytokines (TNFRSF1B and OPN) could provide deeper insights into endothelial dysfunction and immune activation in LN [43].