The correlation analysis between the heart failure characteristic genes and immune cell subtypes showed that FREM1 has the most significant positive correlation with mast cell resting (r = 0.353, P < 0.001), and the most significant negative correlation with neutrophils (r = −0.270, P < 0.001). Here, FREM1 is linked to heart failure.