Our study described the dynamic regulatory network of four transcription factors—NPAS2, INSIG1, H3F3B, and SCML1—in the pathological progression of polycystic ovary syndrome (PCOS) and their intricate associations with circadian disorders by integrating bioinformatics analysis and animal experimental validation. The gene discussed is NPAS2; the disease is polycystic ovary syndrome.