Multiplex analysis revealed markedly increased serum levels of IL-2, IL-17A, IL-17F, tumor necrosis factor-α (TNF-α), and IFN-γ in miscarriage patients than those in the controls (Fig. 6a). Here, TNF is linked to spontaneous abortion.