The top 10 most significant DEGs, including upregulated MAGE family genes, which are highly specific to lung cancer, and downregulated SFTPC, crucial for maintaining normal lung function, were visualized as a heatmap (Figure 1B). Here, SFTPC is linked to lung cancer.