Ultimately, eight genes (LAMP2, NFE2L2, STAT3, SCP2, CHMP5, ARF6, CHP1, and PTEN) overlapped among the two sets of machine learning results and the T2D DEGs, and so they were treated as key genes (Figure 8E). The gene discussed is CHP1; the disease is type 2 diabetes mellitus.