The results indicated that in both ILD and COPD, COL10A1 and MMP1 are negatively correlated with angiogenesis, while EDN1 and RRAS are positively correlated with angiogenesis (Figure 6F,G). This evidence concerns the gene RRAS and chronic obstructive pulmonary disease.