This study identifies and reports the altered gene expression pattern of the PPAR signaling pathway in the left atria among MR patients with heart failure, patients with aortic valve disease and heart failure, and normal controls without valve disease and heart failure. The gene discussed is PPARA; the disease is aortic valve disorder.