The clustering and timeline analysis of high-frequency keywords and co-cited references in this study may help researchers understand that the hotspots of prediabetes research are insulin sensitivity and intervention and prevention of high-risk diseases in prediabetes. The gene discussed is INS; the disease is prediabetes syndrome.