We developed a new prognostic prediction model (PPFE Prognosis Score) for PPFE patients, which uses the following variables: FVC, history of pneumothorax, ILD in the lower lobes, and serum KL-6 level. This evidence concerns the gene MUC1 and pneumothorax.