In summary, we have found that low levels of several CAC subtypes were predictive of diabetes and that one in particular, characterized as CD34+/AC133+/CD31+/CD45dim, was indicative of both diabetes and endothelial dysfunction. The gene discussed is CD34; the disease is endothelial dysfunction.