The upregulation of MMP3 and MMP9 detected in this study in the atretic follicles of Yangzhou geese also suggested that these two genes were involved in the apoptosis of granulosa cells in AF, and might also promote the degeneration and disappearance of atretic follicles. Here, MMP3 is linked to atrial fibrillation.