Consequently, 31 immune cell phenotypes (9 phenotypes with ≥3 IVs and CD24+ CD27+ B cell %B cell passed significance threshold correction) were ultimately identified as having a significant causal association with CAD, comprising 23 protective factors and 8 risk factors. The gene discussed is CD24; the disease is coronary artery disorder.