While this upregulation cannot be specifically linked to beta cells in this study, it is interesting to speculate that an age-correlated upregulation of SPP1 could have a protective effect, contributing to why type 1 diabetes pathogenesis progress slower with higher age at onset [42]. This evidence concerns the gene SPP1 and type 1 diabetes mellitus.