Performed hierarchical cluster analysis (Figure 6), based on an ML modelling approach, reveals a group of three cytokines, PAI-1, TGF-α, and MMP-9, which could be used as potential markers to distinguish migraine patients from healthy individuals or subgroups of migraine patients. Here, SERPINE1 is linked to migraine disorder.