Employing machine learning algorithms, they identified five genes (PFKFB4, PDK3, KIAA0319L, CEBPD, and PHC2T) associated with immune cells and functions in AD, validating their accurate diagnostic potential. The gene discussed is CEBPD; the disease is Alzheimer disease.