Therefore, this study intends to use bioinformatics technology to identify the core genes that distinguish T2D tissues from normal tissues, conduct enrichment and pathway analysis, verify the important role of CNOT6L in T2D using open data sets, and further confirm its influence through basic cell experiments and blood glucose levels in mouse diabetes models. This evidence concerns the gene CNOT6L and diabetes mellitus.