FLCN and Birt-Hogg-Dube syndrome: This work systematically evaluated the clinical phenotype of the FLCN deletion out-of-frame mutation, verified whether the mutation leads to the disease through the NMD pathway and the possible molecular mechanisms, and provided theoretical guidance for exploring the mechanism of BHD and the early diagnosis of BHD.