SHBG and Insulin resistance: This approach recapitulated our previous five clusters and also identified five additional clusters: another cluster related to beta cell dysfunction, a cluster with insulin resistance and very elevated insulin levels, and three clusters with abnormalities in alkaline phosphatase (ALP), sex hormone-binding globulin (SHBG), and lipoprotein A (LpA).