Therefore, parts of upregulated genes, including those in the AbP group, reveal a profile toward inflammation, apoptosis, and commitment of beta cell and insulin secretion, evidencing cluster A DEMs as relevant to autoantibody development, decreased C-peptide levels, T1D pathogenesis, and progression. Here, INS is linked to type 1 diabetes mellitus.