In consensus, both SPP1 and COL11A1 were found as upregulated DEGs in this work, indicating that the ECM-receptor interaction and PIK3K/AKT signaling pathway might play a key role in nonsmoking female patients of LC. Here, COL11A1 is linked to laryngotracheoesophageal cleft.