For CHD, the unique significant causal network (z-score = − 2.11) including galectin-4 and 43 CHD-associated proteins, predicted the activation of peroxisome proliferator activated receptor alpha (PPARA), which might directly increase the expression of galectin-4. The gene discussed is LGALS4; the disease is coronary artery disorder.