In summary, the results of our unsupervised clustering analysis and biomarker profiling suggest that reduced levels of protective lipids (HDL-C, ApoA-I, and LDL-C) are associated with increased endothelial dysfunction (E-selectin, ICAM-1) and worse outcomes. The gene discussed is APOA1; the disease is endothelial dysfunction.