The results show that a total of 5 pivotal genes, CD83, CX3CR1, STAT4, COL1A2, and SH2D1B, of which STAT4 and COL1A2 are important underlying the co-morbidity mechanism of heart failure and depression (100). This evidence concerns the gene COL1A2 and heart failure.