Multiple biomarkers may be correlated with a given condition, such as insulin resistance, by any method, including statistical methods such as regression analysis.Also as exemplified below, metabolomic analysis was carried out to identify biomarkers that correlate with metabolic syndrome, atherosclerosis, cardiomyopathy, and other diseases or conditions.