The level of GM-CSF was lower in the first cycle transfer and cumulative live birth group (P = 0.024, P = 0.028) and higher in the first cycle transfer and cumulative miscarriage group (P = 0.003, P < 0.001). The gene discussed is CSF2; the disease is spontaneous abortion.