Several genes were found to be enriched, however hepatocyte nuclear factor 4 alpha (HNF4A) and paired box 4 (PAX4) were found to be strongly related to the diabetes onset pathway (Fig 2A). Here, PAX4 is linked to diabetes mellitus.