Some genes were involved in only one patient in the cohort (COPA, TBX4, FARSA and CSF2RB), either because the disease is extremely rare (FARSA and CSF2RB) or because they may represent a differential diagnosis of typical ILD/PF (TBX4). This evidence concerns the gene TBX4 and interstitial lung disease.