By enhancing FRNNs with a fractional-order (FO) learning algorithm, this research aims to improve the insulin-glucose regulatory system identification, forecasting, and ultimately the early diagnosis and optimization of treatment strategies, thereby deepening our understanding of diabetes progression. The gene discussed is INS; the disease is diabetes mellitus.