In conclusion, we shed light on the expression of ADAMTS1 and HSPG2 in mural GCs and CCs in mice and humans and found that high ADAMTS1 levels and low HSPG2 levels in CCs were associated with high oocyte quality and COH outcomes in both PCOS and normal ovulatory women. Here, ADAMTS1 is linked to polycystic ovary syndrome.