This study reaffirmed previous findings that MUC5B, DPP9, and ATPase phospholipid transporting 11A (ATP11A) all represent shared genetic associations for both IPF risk and severity of COVID-19; however, crucially the analysis shows these findings are unified by a single causal variant [45]. This evidence concerns the gene DPP9 and idiopathic interstitial pneumonia.