The most surprising results in this work are the high importance of cystatin C, gamma glutamyltransferase, and SHBG in predicting liver disease—as these are not part of the American Association for the Study of Liver Diseases (AASLD) [128] guidelines for diagnosing acute liver disease [129]. Here, SHBG is linked to liver disorder.