Of note, although GHRL exhibited only modest negative associations with hub genes in diabetes, reflecting its systemic rather than local transcriptomic mode of action, its known roles in AMPK activation, GH/IGF-1 modulation, and muscle regeneration warrant deeper exploration of inter-tissue signaling axes. This evidence concerns the gene GHRL and diabetes mellitus.