Our analysis revealed a connection between long COVID and pulmonary endpoints through both individual variants at FOXP4, a transcription factor-coding gene previously linked to lung cancer and COVID-19 severity24, and MR analysis identifying smoking and COVID-19 severity as risk factors. This evidence concerns the gene FOXP4 and lung cancer.