These findings align with previous research, such as a study where a heterozygous mutation (p.Ser173Cys, c.518C > G) in the ZP3 gene was detected in a patient with empty follicle syndrome, impacting ZP structure.37 This evidence concerns the gene ZP3 and Empty ovarian follicle.