This was supported by disease-wise association analysis in our study using data from the UK Biobank, which showed a strong and significant association between the ApoA1 and HDL-subset signature (reduced levels) and increased risk of atherosclerosis and mortality from myocardial infarction. The gene discussed is APOA1; the disease is atherosclerosis.