Using qPCR, we validated several of the top upregulated genes in lung tissue from patients with SSc-ILD, such as COL3a1 (p = 0.004), MS4A4A (p = 0.02), and POSTN (p = 0.006) Fig. 2d-f. Here, COL3A1 is linked to interstitial lung disease.