Lastly, while we focused on AP1, FN1, and SPP1 in nicotine-induced endothelial dysfunction, the broader regulatory network—including their roles in cytoskeletal signaling, focal adhesion dynamics, and ECM–receptor interactions—remains unexplored. This evidence concerns the gene JUN and endothelial dysfunction.